Repository: guardrails-ai/guardrails (language: python)

Issue:
fix translation notebook



Discussion / hints:

Fix patch:
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f6ed06922..45891ea37 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -9,6 +9,7 @@ on:
     branches:
       - main
       - dev
+      - feat/*
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
@@ -49,8 +50,8 @@ jobs:
     strategy:
       matrix:
         python-version: ["3.8", "3.9", "3.10", "3.11"]
-        pydantic-version: ["1.10.9", "2.4.2"]
-        openai-version: ["1.30.1"]
+        pydantic-version: ["==1.10.9", ">=2.x"]
+        openai-version: [">=1.x"]
     steps:
       - uses: actions/checkout@v4
       - name: Set up Python ${{ matrix.python-version }}
@@ -71,8 +72,8 @@ jobs:
         # TODO: fix errors so that we can run `make dev` instead
         run: |
           make full
-          poetry run pip install pydantic==${{ matrix.pydantic-version }}
-          poetry run pip install openai==${{ matrix.openai-version }}
+          poetry run pip install "pydantic${{ matrix.pydantic-version }}"
+          poetry run pip install "openai${{ matrix.openai-version }}"
 
       - name: Static analysis with pyright
         run: |
@@ -86,8 +87,8 @@ jobs:
         # TODO: fix errors so that we can run both `make dev` and `make full`
         # dependencies: ['dev', 'full']
         dependencies: ["full"]
-        pydantic-version: ["1.10.9", "2.4.2"]
-        openai-version: ["1.30.1"]
+        pydantic-version: ["==1.10.9", ">=2.x"]
+        openai-version: [">=1.x"]
     steps:
       - uses: actions/checkout@v4
 
@@ -113,8 +114,8 @@ jobs:
       - name: Install Dependencies
         run: |
           make ${{ matrix.dependencies }}
-          poetry run pip install pydantic==${{ matrix.pydantic-version }}
-          poetry run pip install openai==${{ matrix.openai-version }}
+          poetry run pip install "pydantic${{ matrix.pydantic-version }}"
+          poetry run pip install "openai${{ matrix.openai-version }}"
 
       - name: Run Pytests
         run: |
diff --git a/.github/workflows/examples_check.yml b/.github/workflows/examples_check.yml
index 9be015077..a7eab18b0 100644
--- a/.github/workflows/examples_check.yml
+++ b/.github/workflows/examples_check.yml
@@ -15,7 +15,7 @@ jobs:
     strategy:
       matrix:
         # this line is automatically generated by the script in .github/workflows/scripts/update_notebook_matrix.sh
-        notebook: ["bug_free_python_code.ipynb","check_for_pii.ipynb","competitors_check.ipynb","extracting_entities.ipynb","generate_structured_data.ipynb","generate_structured_data_cohere.ipynb","guardrails_with_chat_models.ipynb","input_validation.ipynb","llamaindex-output-parsing.ipynb","no_secrets_in_generated_text.ipynb","provenance.ipynb","recipe_generation.ipynb","regex_validation.ipynb","response_is_on_topic.ipynb","secrets_detection.ipynb","select_choice_based_on_action.ipynb","streaming.ipynb","syntax_error_free_sql.ipynb","text_summarization_quality.ipynb","toxic_language.ipynb","translation_to_specific_language.ipynb","translation_with_quality_check.ipynb","valid_chess_moves.ipynb","value_within_distribution.ipynb"]
+        notebook: ["bug_free_python_code.ipynb","check_for_pii.ipynb","competitors_check.ipynb","extracting_entities.ipynb","generate_structured_data.ipynb","generate_structured_data_cohere.ipynb","guardrails_with_chat_models.ipynb","input_validation.ipynb","llamaindex-output-parsing.ipynb","no_secrets_in_generated_text.ipynb","provenance.ipynb","recipe_generation.ipynb","regex_validation.ipynb","response_is_on_topic.ipynb","secrets_detection.ipynb","select_choice_based_on_action.ipynb","syntax_error_free_sql.ipynb","text_summarization_quality.ipynb","toxic_language.ipynb","translation_to_specific_language.ipynb","translation_with_quality_check.ipynb","valid_chess_moves.ipynb","value_within_distribution.ipynb"]
     env:
       COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }}
       OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
@@ -24,6 +24,9 @@ jobs:
     steps:
     - name: Checkout repository
       uses: actions/checkout@v4
+      with: 
+        ref: ${{ github.head_ref }}
+        fetch-depth: 0
     - name: Create .guardrailsrc
       run: |
         echo 'id="SYSTEM TESTING"' > ~/.guardrailsrc
@@ -32,31 +35,30 @@ jobs:
       uses: actions/setup-python@v5
       with: 
         python-version: 3.11.x
-    # - name: Poetry cache
-    #   uses: actions/cache@v3
-    #   with:
-    #     path: ~/.cache/pypoetry
-    #     key: poetry-cache-${{ runner.os }}-${{ steps.setup_python.outputs.python-version }}-${{ env.POETRY_VERSION }}
-    - name: Install Poetry
-      uses: snok/install-poetry@v1
-      with:
-        virtualenvs-create: true
-        virtualenvs-in-project: true
-        installer-parallel: true
     - name: Install dependencies
       run: |
-        make full;
-        poetry add "openai>=1.2.4" jupyter nbconvert cohere==5.3.2;
-    - name: Check for pypdfium2
-      run: poetry run pip show pypdfium2
+
+        # Setup Virtual Environment
+        python3 -m venv ./.venv
+        source .venv/bin/activate
+
+        # Install the current branch
+        pip install .
+
+        # Install extra stuff for notebook runs
+        pip install "huggingface_hub[cli]" jupyter nbconvert cohere==5.3.2
+        pip install nltk
     - name: Huggingface Hub Login
-      run: poetry run huggingface-cli login --token $HUGGINGFACE_API_KEY
+      run: |
+        source .venv/bin/activate
+        huggingface-cli login --token $HUGGINGFACE_API_KEY
     - name: download nltk data
       run: |
+        source .venv/bin/activate
         mkdir /tmp/nltk_data;
-        poetry run python -m nltk.downloader -d /tmp/nltk_data punkt;
-    - name: Use venv
-      run: source .venv/bin/activate
+        python -m nltk.downloader -d /tmp/nltk_data punkt;
     - name: Execute notebooks and check for errors
-      run: bash ./.github/workflows/scripts/run_notebooks.sh ${{ matrix.notebook }}
+      run: |
+        source .venv/bin/activate
+        bash ./.github/workflows/scripts/run_notebooks.sh ${{ matrix.notebook }}
 
diff --git a/.github/workflows/install_from_hub.yml b/.github/workflows/install_from_hub.yml
index c39cc8502..1e6483547 100644
--- a/.github/workflows/install_from_hub.yml
+++ b/.github/workflows/install_from_hub.yml
@@ -1,4 +1,4 @@
-name: Notebook Execution and Error Check
+name: Install from Hub
 
 on:
   push:
diff --git a/.github/workflows/scripts/run_notebooks.sh b/.github/workflows/scripts/run_notebooks.sh
index e32932948..cd854ceb6 100755
--- a/.github/workflows/scripts/run_notebooks.sh
+++ b/.github/workflows/scripts/run_notebooks.sh
@@ -1,6 +1,10 @@
 #!/bin/bash
 export NLTK_DATA=/tmp/nltk_data;
 
+# Remove the local guardrails directory and use the installed version
+rm -rf ./guardrails
+
+# Navigate to notebooks
 cd docs/examples
 
 # Get the notebook name from the matrix variable
@@ -10,10 +14,12 @@ notebook="$1"
 invalid_notebooks=("valid_chess_moves.ipynb" "llamaindex-output-parsing.ipynb" "competitors_check.ipynb")
 if [[ ! " ${invalid_notebooks[@]} " =~ " ${notebook} " ]]; then
   echo "Processing $notebook..."
-  poetry run jupyter nbconvert --to notebook --execute "$notebook"
+  # poetry run jupyter nbconvert --to notebook --execute "$notebook"
+  jupyter nbconvert --to notebook --execute "$notebook"
   if [ $? -ne 0 ]; then
     echo "Error found in $notebook"
     echo "Error in $notebook. See logs for details." >> errors.txt
+    exit 1
   fi
 fi
 
diff --git a/Makefile b/Makefile
index ee919a60b..59f3d0fc5 100644
--- a/Makefile
+++ b/Makefile
@@ -84,4 +84,4 @@ precommit:
 	# pytest -x -q --no-summary
 	pyright guardrails/
 	make lint
-	./github/workflows/scripts/update_notebook_matrix.sh
+	./.github/workflows/scripts/update_notebook_matrix.sh
diff --git a/docs/examples/bug_free_python_code.ipynb b/docs/examples/bug_free_python_code.ipynb
index 340ca3bda..d377b4eb5 100644
--- a/docs/examples/bug_free_python_code.ipynb
+++ b/docs/examples/bug_free_python_code.ipynb
@@ -30,15 +30,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Note: you may need to restart the kernel to use updated packages.\n",
-      "Note: you may need to restart the kernel to use updated packages.\n",
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/reflex/\u001b[0m\u001b[95mvalid_python...\u001b[0m\n",
       "✅Successfully installed reflex/valid_python!\n",
       "\n",
@@ -47,15 +45,12 @@
     }
    ],
    "source": [
-    "%pip install guardrails-ai -q\n",
-    "%pip install pydantic -q\n",
-    "\n",
     "!guardrails hub install hub://reflex/valid_python --quiet"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -93,7 +88,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -111,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -128,7 +123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -209,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -239,7 +234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -284,7 +279,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -356,7 +351,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -398,7 +393,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.11.9"
   },
   "orig_nbformat": 4,
   "vscode": {
diff --git a/docs/examples/generate_structured_data.ipynb b/docs/examples/generate_structured_data.ipynb
index 551ad5f05..ee80c9d24 100644
--- a/docs/examples/generate_structured_data.ipynb
+++ b/docs/examples/generate_structured_data.ipynb
@@ -2,15 +2,15 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/reflex/\u001b[0m\u001b[95mvalid_python...\u001b[0m\n",
-      "✅Successfully installed reflex/valid_python!\n",
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_length...\u001b[0m\n",
+      "✅Successfully installed guardrails/valid_length!\n",
       "\n",
       "\n",
       "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mtwo_words...\u001b[0m\n",
@@ -25,7 +25,7 @@
     }
    ],
    "source": [
-    "!guardrails hub install hub://reflex/valid_python --quiet\n",
+    "!guardrails hub install hub://guardrails/valid_length --quiet\n",
     "!guardrails hub install hub://guardrails/two_words --quiet\n",
     "!guardrails hub install hub://guardrails/valid_range --quiet"
    ]
@@ -61,7 +61,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -136,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -228,7 +228,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -237,16 +237,16 @@
        "{'user_orders': [{'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},\n",
        "  {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},\n",
        "  {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},\n",
-       "  {'user_id': 'u234', 'user_name': 'Bob Brown', 'num_orders': 8},\n",
+       "  {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},\n",
        "  {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},\n",
-       "  {'user_id': 'u890', 'user_name': 'Michael Wilson', 'num_orders': 15},\n",
-       "  {'user_id': 'u345', 'user_name': 'Sarah Lee', 'num_orders': 7},\n",
-       "  {'user_id': 'u678', 'user_name': 'David Martinez', 'num_orders': 10},\n",
-       "  {'user_id': 'u901', 'user_name': 'Laura Garcia', 'num_orders': 2},\n",
-       "  {'user_id': 'u432', 'user_name': 'Chris Anderson', 'num_orders': 6}]}"
+       "  {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},\n",
+       "  {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},\n",
+       "  {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},\n",
+       "  {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},\n",
+       "  {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}]}"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -275,7 +275,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -331,13 +331,13 @@
        "    │ <span style=\"background-color: #f5f5dc\">│ {\"user_orders\":[{\"user_id\":\"u123\",\"user_name\":\"John                                                     │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ Doe\",\"num_orders\":5},{\"user_id\":\"u456\",\"user_name\":\"Jane                                                │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ Smith\",\"num_orders\":12},{\"user_id\":\"u789\",\"user_name\":\"Alice                                            │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ Johnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Bob                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Johnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Michael                                         │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ Brown\",\"num_orders\":8},{\"user_id\":\"u567\",\"user_name\":\"Emily                                             │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ Davis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"Michael                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Davis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"David                                            │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ Wilson\",\"num_orders\":15},{\"user_id\":\"u345\",\"user_name\":\"Sarah                                           │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ Lee\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"David                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ Martinez\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ Garcia\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"Chris Anderson\",\"num_orders\":6}]}                │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Martinez\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"Robert                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Anderson\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Thompson\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"William Garcia\",\"num_orders\":18}]}             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│ {                                                                                                       │</span> │\n",
@@ -345,13 +345,13 @@
        "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},                                  │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},                               │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},                             │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u234', 'user_name': 'Bob Brown', 'num_orders': 8},                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},                             │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},                              │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u890', 'user_name': 'Michael Wilson', 'num_orders': 15},                           │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u345', 'user_name': 'Sarah Lee', 'num_orders': 7},                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u678', 'user_name': 'David Martinez', 'num_orders': 10},                           │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u901', 'user_name': 'Laura Garcia', 'num_orders': 2},                              │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u432', 'user_name': 'Chris Anderson', 'num_orders': 6}                             │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},                             │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},                            │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},                          │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},                            │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}                            │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│     ]                                                                                                   │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│ }                                                                                                       │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
@@ -409,13 +409,13 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"user_orders\":[{\"user_id\":\"u123\",\"user_name\":\"John \u001b[0m\u001b[48;2;245;245;220m                                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDoe\",\"num_orders\":5},{\"user_id\":\"u456\",\"user_name\":\"Jane \u001b[0m\u001b[48;2;245;245;220m                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mSmith\",\"num_orders\":12},{\"user_id\":\"u789\",\"user_name\":\"Alice \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJohnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Bob \u001b[0m\u001b[48;2;245;245;220m                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJohnson\",\"num_orders\":3},{\"user_id\":\"u234\",\"user_name\":\"Michael \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mBrown\",\"num_orders\":8},{\"user_id\":\"u567\",\"user_name\":\"Emily \u001b[0m\u001b[48;2;245;245;220m                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDavis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"Michael \u001b[0m\u001b[48;2;245;245;220m                                        \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mDavis\",\"num_orders\":20},{\"user_id\":\"u890\",\"user_name\":\"David \u001b[0m\u001b[48;2;245;245;220m                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mWilson\",\"num_orders\":15},{\"user_id\":\"u345\",\"user_name\":\"Sarah \u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mLee\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"David \u001b[0m\u001b[48;2;245;245;220m                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMartinez\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mGarcia\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"Chris Anderson\",\"num_orders\":6}]}\u001b[0m\u001b[48;2;245;245;220m               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMartinez\",\"num_orders\":7},{\"user_id\":\"u678\",\"user_name\":\"Robert \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mAnderson\",\"num_orders\":10},{\"user_id\":\"u901\",\"user_name\":\"Laura \u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mThompson\",\"num_orders\":2},{\"user_id\":\"u432\",\"user_name\":\"William Garcia\",\"num_orders\":18}]}\u001b[0m\u001b[48;2;245;245;220m            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -423,13 +423,13 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u123', 'user_name': 'John Doe', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u456', 'user_name': 'Jane Smith', 'num_orders': 12},\u001b[0m\u001b[48;2;240;255;240m                              \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u789', 'user_name': 'Alice Johnson', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u234', 'user_name': 'Bob Brown', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u234', 'user_name': 'Michael Brown', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u567', 'user_name': 'Emily Davis', 'num_orders': 20},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u890', 'user_name': 'Michael Wilson', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u345', 'user_name': 'Sarah Lee', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u678', 'user_name': 'David Martinez', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                          \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u901', 'user_name': 'Laura Garcia', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u432', 'user_name': 'Chris Anderson', 'num_orders': 6}\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u890', 'user_name': 'David Wilson', 'num_orders': 15},\u001b[0m\u001b[48;2;240;255;240m                            \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u345', 'user_name': 'Sarah Martinez', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u678', 'user_name': 'Robert Anderson', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u901', 'user_name': 'Laura Thompson', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 'u432', 'user_name': 'William Garcia', 'num_orders': 18}\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
diff --git a/docs/examples/generate_structured_data_cohere.ipynb b/docs/examples/generate_structured_data_cohere.ipynb
index 35286463b..e22624ea8 100644
--- a/docs/examples/generate_structured_data_cohere.ipynb
+++ b/docs/examples/generate_structured_data_cohere.ipynb
@@ -10,14 +10,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "id": "346e1b5c",
    "metadata": {},
    "outputs": [],
    "source": [
     "prompt = \"\"\"\n",
     "Generate a dataset of fake user orders. Each row of the dataset should be valid. The format should not be a list, it should be a JSON object.\n",
-    "${gr.complete_json_suffix}\n",
+    "${gr.complete_xml_suffix}\n",
     "\n",
     "an example of output may look like this:\n",
     "{\n",
@@ -41,7 +41,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "id": "6a7c7d4a",
    "metadata": {},
    "outputs": [
@@ -49,103 +49,26 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\u001b[32m2024-03-25 16:13:45\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96111]\u001b[0m \u001b[1;30mNOTICE\u001b[0m \u001b[1;36mInstalling hub://guardrails/valid_length...\u001b[0m\n",
-      "  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/valid_length.git /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-y3acxka5\n",
-      "\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/valid_length/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/valid_length/valid_length-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[32m2024-03-25 16:13:52\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96111]\u001b[0m \u001b[1;30mINFO\u001b[0m Collecting git+https://github.com/guardrails-ai/valid_length.git\n",
-      "  Cloning https://github.com/guardrails-ai/valid_length.git to /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-y3acxka5\n",
-      "  Resolved https://github.com/guardrails-ai/valid_length.git to commit 4b59a5fc1ae2106a585881784e3c2086f1fe8b9b\n",
-      "  Installing build dependencies: started\n",
-      "  Installing build dependencies: finished with status 'done'\n",
-      "  Getting requirements to build wheel: started\n",
-      "  Getting requirements to build wheel: finished with status 'done'\n",
-      "  Installing backend dependencies: started\n",
-      "  Installing backend dependencies: finished with status 'done'\n",
-      "  Preparing metadata (pyproject.toml): started\n",
-      "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
-      "Building wheels for collected packages: valid_length\n",
-      "  Building wheel for valid_length (pyproject.toml): started\n",
-      "  Building wheel for valid_length (pyproject.toml): finished with status 'done'\n",
-      "  Created wheel for valid_length: filename=valid_length-0.0.0-py3-none-any.whl size=12348 sha256=98e297c72fa6bc34b9c52e2ce3b87365ce925225b0792d1a72096baf11b4e792\n",
-      "  Stored in directory: /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-ephem-wheel-cache-odhptidc/wheels/48/9f/75/34a76a1e575dafaf9df180a2074f698d77193d5d3670823f69\n",
-      "Successfully built valid_length\n",
-      "Installing collected packages: valid_length\n",
-      "Successfully installed valid_length-0.0.0\n",
-      "\n",
-      "\u001b[32m2024-03-25 16:13:52\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96111]\u001b[0m \u001b[1;30mSUCCESS\u001b[0m \u001b[1;32m\n",
-      "\n",
-      "    Successfully installed guardrails/valid_length!\n",
-      "\n",
-      "    See how to use it here: https://hub.guardrailsai.com/validator/guardrails/valid_length\n",
-      "    \u001b[0m\n",
-      "\u001b[32m2024-03-25 16:13:53\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96229]\u001b[0m \u001b[1;30mNOTICE\u001b[0m \u001b[1;36mInstalling hub://guardrails/two_words...\u001b[0m\n",
-      "  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/two_words.git /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-c9bdjnpk\n",
-      "\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/two_words/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/two_words/two_words-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[32m2024-03-25 16:13:59\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96229]\u001b[0m \u001b[1;30mINFO\u001b[0m Collecting git+https://github.com/guardrails-ai/two_words.git\n",
-      "  Cloning https://github.com/guardrails-ai/two_words.git to /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-c9bdjnpk\n",
-      "  Resolved https://github.com/guardrails-ai/two_words.git to commit e7f682c0b8d45a9407e966028d72682cd909601e\n",
-      "  Installing build dependencies: started\n",
-      "  Installing build dependencies: finished with status 'done'\n",
-      "  Getting requirements to build wheel: started\n",
-      "  Getting requirements to build wheel: finished with status 'done'\n",
-      "  Installing backend dependencies: started\n",
-      "  Installing backend dependencies: finished with status 'done'\n",
-      "  Preparing metadata (pyproject.toml): started\n",
-      "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
-      "Building wheels for collected packages: two_words\n",
-      "  Building wheel for two_words (pyproject.toml): started\n",
-      "  Building wheel for two_words (pyproject.toml): finished with status 'done'\n",
-      "  Created wheel for two_words: filename=two_words-0.0.0-py3-none-any.whl size=11227 sha256=a10ae6f93738a3223ec28db3712fdc288547689235606516c589caff1f84889c\n",
-      "  Stored in directory: /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-ephem-wheel-cache-b_l3rvkp/wheels/36/68/76/f184dbc7d9cea0daec56ec1394537018f2ddeb660f9ad79ce6\n",
-      "Successfully built two_words\n",
-      "Installing collected packages: two_words\n",
-      "Successfully installed two_words-0.0.0\n",
-      "\n",
-      "\u001b[32m2024-03-25 16:14:00\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96229]\u001b[0m \u001b[1;30mSUCCESS\u001b[0m \u001b[1;32m\n",
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_length...\u001b[0m\n",
+      "✅Successfully installed guardrails/valid_length!\n",
       "\n",
-      "    Successfully installed guardrails/two_words!\n",
       "\n",
-      "    See how to use it here: https://hub.guardrailsai.com/validator/guardrails/two_words\n",
-      "    \u001b[0m\n",
-      "\u001b[32m2024-03-25 16:14:01\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96313]\u001b[0m \u001b[1;30mNOTICE\u001b[0m \u001b[1;36mInstalling hub://guardrails/valid_range...\u001b[0m\n",
-      "  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/valid_range.git /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-_ndib8nc\n",
-      "\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/valid_range/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/valid_range/valid_range-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
-      "\u001b[0m\u001b[32m2024-03-25 16:14:07\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96313]\u001b[0m \u001b[1;30mINFO\u001b[0m Collecting git+https://github.com/guardrails-ai/valid_range.git\n",
-      "  Cloning https://github.com/guardrails-ai/valid_range.git to /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-_ndib8nc\n",
-      "  Resolved https://github.com/guardrails-ai/valid_range.git to commit d01ad21d73d753ad224fd395bce18428196951c5\n",
-      "  Installing build dependencies: started\n",
-      "  Installing build dependencies: finished with status 'done'\n",
-      "  Getting requirements to build wheel: started\n",
-      "  Getting requirements to build wheel: finished with status 'done'\n",
-      "  Installing backend dependencies: started\n",
-      "  Installing backend dependencies: finished with status 'done'\n",
-      "  Preparing metadata (pyproject.toml): started\n",
-      "  Preparing metadata (pyproject.toml): finished with status 'done'\n",
-      "Building wheels for collected packages: valid_range\n",
-      "  Building wheel for valid_range (pyproject.toml): started\n",
-      "  Building wheel for valid_range (pyproject.toml): finished with status 'done'\n",
-      "  Created wheel for valid_range: filename=valid_range-0.0.0-py3-none-any.whl size=11575 sha256=ca6ffe0537e7a64c74332398596451c01395a6fa8086f98e514d0a1cfad5fff9\n",
-      "  Stored in directory: /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-ephem-wheel-cache-7zrcqsov/wheels/0c/66/c0/f9ea25da535775c4ffca5bbd385863945a6397fd1863f6abe8\n",
-      "Successfully built valid_range\n",
-      "Installing collected packages: valid_range\n",
-      "Successfully installed valid_range-0.0.0\n",
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mtwo_words...\u001b[0m\n",
+      "✅Successfully installed guardrails/two_words!\n",
       "\n",
-      "\u001b[32m2024-03-25 16:14:07\u001b[0m \u001b[35mzmac\u001b[0m \u001b[34mguardrails-cli[96313]\u001b[0m \u001b[1;30mSUCCESS\u001b[0m \u001b[1;32m\n",
       "\n",
-      "    Successfully installed guardrails/valid_range!\n",
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95mvalid_range...\u001b[0m\n",
+      "✅Successfully installed guardrails/valid_range!\n",
       "\n",
-      "    See how to use it here: https://hub.guardrailsai.com/validator/guardrails/valid_range\n",
-      "    \u001b[0m\n"
+      "\n"
      ]
     }
    ],
    "source": [
-    "!guardrails hub install hub://guardrails/valid_length\n",
-    "!guardrails hub install hub://guardrails/two_words\n",
-    "!guardrails hub install hub://guardrails/valid_range"
+    "!guardrails hub install hub://guardrails/valid_length --quiet\n",
+    "!guardrails hub install hub://guardrails/two_words --quiet\n",
+    "!guardrails hub install hub://guardrails/valid_range --quiet\n",
+    "!pip install cohere==5.3.2 --quiet"
    ]
   },
   {
@@ -158,7 +81,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "3088fd99",
    "metadata": {},
    "outputs": [],
@@ -198,7 +121,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "840006ca-21ca-4f76-9ce1-e406d5d68412",
    "metadata": {},
    "outputs": [],
@@ -221,7 +144,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "42766922-14d0-4b5e-853a-23f05b896a09",
    "metadata": {},
    "outputs": [
@@ -229,22 +152,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator 1-indexed is not installed!\n",
-      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n",
-      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/guardrails/validators/__init__.py:50: FutureWarning: \n",
-      "    Importing validators from `guardrails.validators` is deprecated.\n",
-      "    All validators are now available in the Guardrails Hub. Please install\n",
-      "    and import them from the hub instead. All validators will be\n",
-      "    removed from this module in the next major release.\n",
-      "\n",
-      "    Install with: `guardrails hub install hub://<namespace>/<validator_name>`\n",
-      "    Import as: from guardrails.hub import `ValidatorName`\n",
-      "    \n",
-      "  warn(\n",
-      "\n",
-      "HTTP Request: POST https://api.cohere.ai/v1/chat \"HTTP/1.1 200 OK\"\n",
-      "Diffusion not supported. Skipping import.\n",
-      "HTTP Request: POST https://api.cohere.ai/v1/chat \"HTTP/1.1 200 OK\"\n"
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/validatorsattr.py:307: UserWarning: Validator 1-indexed is not installed!\n",
+      "  warnings.warn(f\"Validator {validator_name} is not installed!\")\n"
      ]
     }
    ],
@@ -272,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "id": "0e910d87",
    "metadata": {},
    "outputs": [
@@ -343,47 +252,47 @@
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 2,                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Jane Smith\",                                                                  │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 10                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 4                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 3,                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"David Lee\",                                                                   │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 4                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 2                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 4,                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Rachelle Gonzalez\",                                                           │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 2                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 1                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 5,                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Peter Brown\",                                                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Frank Anderson\",                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 3                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 6,                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Micheal Wilson\",                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Lisa Taylor\",                                                                 │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 5                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 7,                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Sarah Jones\",                                                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 0                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Peter Wilson\",                                                                │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 7                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 8,                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Rachelle Perez\",                                                              │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 8                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Micheal Harris\",                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 4                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 9,                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"John Garcia\",                                                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 1                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Sarah Anderson\",                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 2                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         },                                                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         {                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│             \"user_id\": 10,                                                                              │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Jane Martinez\",                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 7                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"user_name\": \"Jessica Taylor\",                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│             \"num_orders\": 1                                                                             │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│         }                                                                                               │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│     ]                                                                                                   │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ }                                                                                                       │</span> │\n",
@@ -392,15 +301,15 @@
        "    │ <span style=\"background-color: #f0fff0\">│ {                                                                                                       │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│     'user_orders': [                                                                                    │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 1, 'user_name': 'John Mcdonald', 'num_orders': 6},                                  │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 10},                                    │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 4},                                      │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 2},                              │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 5, 'user_name': 'Peter Brown', 'num_orders': 3},                                    │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 6, 'user_name': 'Micheal Wilson', 'num_orders': 5},                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 7, 'user_name': 'Sarah Jones', 'num_orders': 0},                                    │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 8, 'user_name': 'Rachelle Perez', 'num_orders': 8},                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 9, 'user_name': 'John Garcia', 'num_orders': 1},                                    │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 10, 'user_name': 'Jane Martinez', 'num_orders': 7}                                  │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 4},                                     │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 2},                                      │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 1},                              │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 5, 'user_name': 'Frank Anderson', 'num_orders': 3},                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 6, 'user_name': 'Lisa Taylor', 'num_orders': 5},                                    │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 7, 'user_name': 'Peter Wilson', 'num_orders': 7},                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 8, 'user_name': 'Micheal Harris', 'num_orders': 4},                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 9, 'user_name': 'Sarah Anderson', 'num_orders': 2},                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│         {'user_id': 10, 'user_name': 'Jessica Taylor', 'num_orders': 1}                                 │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│     ]                                                                                                   │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│ }                                                                                                       │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
@@ -472,47 +381,47 @@
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 2,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jane Smith\",\u001b[0m\u001b[48;2;245;245;220m                                                                 \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 10\u001b[0m\u001b[48;2;245;245;220m                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 3,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"David Lee\",\u001b[0m\u001b[48;2;245;245;220m                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 4,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Rachelle Gonzalez\",\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 5,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Peter Brown\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Frank Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 3\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Micheal Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Lisa Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 5\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 7,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sarah Jones\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 0\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Peter Wilson\",\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 8,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Rachelle Perez\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 8\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Micheal Harris\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 4\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 9,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"John Garcia\",\u001b[0m\u001b[48;2;245;245;220m                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Sarah Anderson\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 2\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        },\u001b[0m\u001b[48;2;245;245;220m                                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        {\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_id\": 10,\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jane Martinez\",\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 7\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"user_name\": \"Jessica Taylor\",\u001b[0m\u001b[48;2;245;245;220m                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m            \"num_orders\": 1\u001b[0m\u001b[48;2;245;245;220m                                                                            \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        }\u001b[0m\u001b[48;2;245;245;220m                                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    ]\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
@@ -521,15 +430,15 @@
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'user_orders': [\u001b[0m\u001b[48;2;240;255;240m                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 1, 'user_name': 'John Mcdonald', 'num_orders': 6},\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 10},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'Peter Brown', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Micheal Wilson', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 7, 'user_name': 'Sarah Jones', 'num_orders': 0},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Rachelle Perez', 'num_orders': 8},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 9, 'user_name': 'John Garcia', 'num_orders': 1},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Jane Martinez', 'num_orders': 7}\u001b[0m\u001b[48;2;240;255;240m                                 \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 2, 'user_name': 'Jane Smith', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 3, 'user_name': 'David Lee', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                                     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 4, 'user_name': 'Rachelle Gonzalez', 'num_orders': 1},\u001b[0m\u001b[48;2;240;255;240m                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 5, 'user_name': 'Frank Anderson', 'num_orders': 3},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 6, 'user_name': 'Lisa Taylor', 'num_orders': 5},\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 7, 'user_name': 'Peter Wilson', 'num_orders': 7},\u001b[0m\u001b[48;2;240;255;240m                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 8, 'user_name': 'Micheal Harris', 'num_orders': 4},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 9, 'user_name': 'Sarah Anderson', 'num_orders': 2},\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m        {'user_id': 10, 'user_name': 'Jessica Taylor', 'num_orders': 1}\u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    ]\u001b[0m\u001b[48;2;240;255;240m                                                                                                  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
@@ -563,7 +472,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/guardrails_with_chat_models.ipynb b/docs/examples/guardrails_with_chat_models.ipynb
index 1b3f1e5f0..d26409b4e 100644
--- a/docs/examples/guardrails_with_chat_models.ipynb
+++ b/docs/examples/guardrails_with_chat_models.ipynb
@@ -27,7 +27,9 @@
    "source": [
     "!guardrails hub install hub://guardrails/lowercase --quiet\n",
     "!guardrails hub install hub://guardrails/two_words --quiet\n",
-    "!guardrails hub install hub://guardrails/one_line --quiet"
+    "!guardrails hub install hub://guardrails/one_line --quiet\n",
+    "\n",
+    "%pip install pypdfium2"
    ]
   },
   {
@@ -1650,7 +1652,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.0"
+   "version": "3.11.9"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/no_secrets_in_generated_text.ipynb b/docs/examples/no_secrets_in_generated_text.ipynb
index f90372c0e..05f0ecc16 100644
--- a/docs/examples/no_secrets_in_generated_text.ipynb
+++ b/docs/examples/no_secrets_in_generated_text.ipynb
@@ -50,8 +50,18 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
-      "  warnings.warn(\"Can't initialize NVML\")\n"
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/validators/__init__.py:51: FutureWarning: \n",
+      "    Importing validators from `guardrails.validators` is deprecated.\n",
+      "    All validators are now available in the Guardrails Hub. Please install\n",
+      "    and import them from the hub instead. All validators will be\n",
+      "    removed from this module in the next major release.\n",
+      "\n",
+      "    Install with: `guardrails hub install hub://<namespace>/<validator_name>`\n",
+      "    Import as: from guardrails.hub import `ValidatorName`\n",
+      "    \n",
+      "  warn(\n"
      ]
     }
    ],
@@ -177,7 +187,16 @@
    "cell_type": "code",
    "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
+      "  warn(\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -193,7 +212,16 @@
    "cell_type": "code",
    "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
+      "  warn(\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=ScrubbedCode, prompt=prompt)"
    ]
@@ -211,6 +239,14 @@
    "execution_count": 7,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/ipykernel_82075/3983563700.py:1: DeprecationWarning: 'Guard.base_prompt' is deprecated and will be removed in versions 0.5.x and beyond. Use 'Guard.history.last.prompt' instead.\n",
+      "  print(guard.base_prompt)\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -295,14 +331,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
     "import openai\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "   openai.completions.create, model=\"text-davinci-003\", max_tokens=2048, temperature=0\n",
+    "   openai.completions.create, model=\"gpt-3.5-turbo-instruct\", max_tokens=2048, temperature=0\n",
     ")"
    ]
   },
@@ -314,19 +350,11 @@
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span>\n",
-       "    <span style=\"color: #008000; text-decoration-color: #008000\">'api_help'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer YOUR_API_KEY\" -d </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">\\'{\"prompt\": \"Once upon a time\", \"max_tokens\": 100}\\' </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">\"https://api.openai.com/v1/engines/davinci-codex/completions\"'</span>\n",
-       "<span style=\"font-weight: bold\">}</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'api_help'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Show an example curl command for using openai Completion API'</span><span style=\"font-weight: bold\">}</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "\u001b[1m{\u001b[0m\n",
-       "    \u001b[32m'api_help'\u001b[0m: \u001b[32m'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer YOUR_API_KEY\" -d \u001b[0m\n",
-       "\u001b[32m\\'\u001b[0m\u001b[32m{\u001b[0m\u001b[32m\"prompt\": \"Once upon a time\", \"max_tokens\": 100\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\' \u001b[0m\n",
-       "\u001b[32m\"https://api.openai.com/v1/engines/davinci-codex/completions\"'\u001b[0m\n",
-       "\u001b[1m}\u001b[0m\n"
+       "\u001b[1m{\u001b[0m\u001b[32m'api_help'\u001b[0m: \u001b[32m'Show an example curl command for using openai Completion API'\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -376,27 +404,21 @@
        "    │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
-       "    │ <span style=\"background-color: #fff0f2\">╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #fff0f2\">│ You are a helpful assistant, able to express yourself purely through JSON, strictly and precisely       │</span> │\n",
-       "    │ <span style=\"background-color: #fff0f2\">│ adhering to the provided XML schemas.                                                                   │</span> │\n",
-       "    │ <span style=\"background-color: #fff0f2\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ {                                                                                                       │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│   \"api_help\": \"curl -X POST -H \\\"Content-Type: application/json\\\" -H \\\"Authorization: Bearer            │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ YOUR_API_KEY\\\" -d '{\\\"prompt\\\": \\\"Once upon a time\\\", \\\"max_tokens\\\": 100}'                             │</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ \\\"https://api.openai.com/v1/engines/davinci-codex/completions\\\"\"                                        │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     \"api_help\": \"Show an example curl command for using openai Completion API\"                          │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">│ }                                                                                                       │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ {                                                                                                       │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│     'api_help': 'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer             │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ YOUR_API_KEY\" -d \\'{\"prompt\": \"Once upon a time\", \"max_tokens\": 100}\\'                                  │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ \"https://api.openai.com/v1/engines/davinci-codex/completions\"'                                          │</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ }                                                                                                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ {'api_help': 'Show an example curl command for using openai Completion API'}                            │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "</pre>\n"
@@ -433,27 +455,21 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant, able to express yourself purely through JSON, strictly and precisely \u001b[0m\u001b[48;2;255;240;242m     \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242madhering to the provided XML schemas.\u001b[0m\u001b[48;2;255;240;242m                                                                  \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
-       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m  \"api_help\": \"curl -X POST -H \\\"Content-Type: application/json\\\" -H \\\"Authorization: Bearer \u001b[0m\u001b[48;2;245;245;220m          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mYOUR_API_KEY\\\" -d '{\\\"prompt\\\": \\\"Once upon a time\\\", \\\"max_tokens\\\": 100}' \u001b[0m\u001b[48;2;245;245;220m                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m\\\"https://api.openai.com/v1/engines/davinci-codex/completions\\\"\"\u001b[0m\u001b[48;2;245;245;220m                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    \"api_help\": \"Show an example curl command for using openai Completion API\"\u001b[0m\u001b[48;2;245;245;220m                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m}\u001b[0m\u001b[48;2;245;245;220m                                                                                                      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'api_help': 'curl -X POST -H \"Content-Type: application/json\" -H \"Authorization: Bearer \u001b[0m\u001b[48;2;240;255;240m           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mYOUR_API_KEY\" -d \\'{\"prompt\": \"Once upon a time\", \"max_tokens\": 100}\\' \u001b[0m\u001b[48;2;240;255;240m                                \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m\"https://api.openai.com/v1/engines/davinci-codex/completions\"'\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'api_help': 'Show an example curl command for using openai Completion API'}\u001b[0m\u001b[48;2;240;255;240m                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -483,7 +499,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.11.9"
   },
   "orig_nbformat": 4,
   "vscode": {
diff --git a/docs/examples/response_is_on_topic.ipynb b/docs/examples/response_is_on_topic.ipynb
index 2eefbbf54..58692a146 100644
--- a/docs/examples/response_is_on_topic.ipynb
+++ b/docs/examples/response_is_on_topic.ipynb
@@ -2,10 +2,32 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/tryolabs/\u001b[0m\u001b[95mrestricttotopic...\u001b[0m\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Fetching manifestst\n",
+      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependencies  Running command git clone --filter=blob:none --quiet https://github.com/tryolabs/restricttotopic.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-advwvzw9\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Downloading dependencies\n",
+      "\u001b[1A\u001b[2K\u001b[?25l\u001b[32m[    ]\u001b[0m Running post-install setup\n",
+      "\u001b[1A\u001b[2K✅Successfully installed tryolabs/restricttotopic!\n",
+      "\n",
+      "\n",
+      "\u001b[1mImport validator:\u001b[0m\n",
+      "from guardrails.hub import RestrictToTopic\n",
+      "\n",
+      "\u001b[1mGet more info:\u001b[0m\n",
+      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/tryolabs/restricttotopic\u001b[0m\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
+    "\n",
     "!guardrails hub install hub://tryolabs/restricttotopic"
    ]
   },
@@ -46,7 +68,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -63,7 +85,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -85,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -124,22 +146,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
-      "  warnings.warn(\"Can't initialize NVML\")\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation failed for field with errors: Most relevant topic is tablet.\n"
+      "Validation failed for field with errors: Invalid topics found: ['tablet', 'computer', 'phone']\n"
      ]
     }
    ],
@@ -183,14 +197,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation failed for field with errors: Most relevant topic is tablet.\n"
+      "Validation failed for field with errors: Invalid topics found: ['tablet', 'computer', 'phone']\n"
      ]
     }
    ],
@@ -229,21 +243,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Validation failed for field with errors: Most relevant topic is tablet.\n"
+      "Validation failed for field with errors: Invalid topics found: ['tablet']\n"
      ]
     }
    ],
@@ -288,7 +295,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.11.9"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/text_summarization_quality.ipynb b/docs/examples/text_summarization_quality.ipynb
index cca6538eb..b9c7e59ed 100644
--- a/docs/examples/text_summarization_quality.ipynb
+++ b/docs/examples/text_summarization_quality.ipynb
@@ -2,9 +2,42 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "huggingface/tokenizers: The current process just got forked, after parallelism has already been used. Disabling parallelism to avoid deadlocks...\n",
+      "To disable this warning, you can either:\n",
+      "\t- Avoid using `tokenizers` before the fork if possible\n",
+      "\t- Explicitly set the environment variable TOKENIZERS_PARALLELISM=(true | false)\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msimilar_to_document...\u001b[0m\n",
+      "\u001b[2K\u001b[32m[=   ]\u001b[0m Fetching manifestst\n",
+      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependenciespendencies  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/similar_to_document.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-oys8q6q2\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Downloading dependencies\u001b[33mWARNING: Target directory /Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/similar_to_document/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Target directory /Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/guardrails/hub/guardrails/similar_to_document/similar_to_document-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
+      "\u001b[2K\u001b[32m[  ==]\u001b[0m Downloading dependencies\n",
+      "\u001b[1A\u001b[2K\u001b[?25l\u001b[32m[    ]\u001b[0m Running post-install setup\n",
+      "\u001b[1A\u001b[2K✅Successfully installed guardrails/similar_to_document!\n",
+      "\n",
+      "\n",
+      "\u001b[1mImport validator:\u001b[0m\n",
+      "from guardrails.hub import SimilarToDocument\n",
+      "\n",
+      "\u001b[1mGet more info:\u001b[0m\n",
+      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/guardrails/similar_to_document\u001b[0m\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "!guardrails hub install hub://guardrails/similar_to_document"
    ]
@@ -32,17 +65,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: numpy in /home/zayd/workspace/shreya/guardrails/.venv/lib/python3.11/site-packages (1.25.2)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install numpy"
    ]
@@ -70,14 +95,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
-    "with open('data/article1.txt', 'r') as file:\n",
+    "with open(\"data/article1.txt\", \"r\") as file:\n",
     "    document = file.read()\n",
     "    file.seek(0)\n",
-    "    content = ''.join(line.strip() for line in file.readlines())"
+    "    content = \"\".join(line.strip() for line in file.readlines())"
    ]
   },
   {
@@ -89,13 +114,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
     "from string import Template\n",
     "\n",
-    "rail_str = Template(\"\"\"\n",
+    "rail_str = Template(\n",
+    "    \"\"\"\n",
     "<rail version=\"0.1\">\n",
     "\n",
     "<output>\n",
@@ -115,7 +141,8 @@
     "${gr.complete_json_suffix}\n",
     "</prompt>\n",
     "</rail>\n",
-    "\"\"\").safe_substitute(document=document)"
+    "\"\"\"\n",
+    ").safe_substitute(document=document)"
    ]
   },
   {
@@ -127,11 +154,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "from pydantic import BaseModel, Field\n",
+    "\n",
     "from guardrails.hub import SimilarToDocument\n",
     "\n",
     "prompt = \"\"\"\n",
@@ -142,10 +170,13 @@
     "${gr.complete_json_suffix}\n",
     "\"\"\"\n",
     "\n",
+    "\n",
     "class DocumentSummary(BaseModel):\n",
     "    summary: str = Field(\n",
     "        description=\"Summarize the given document faithfully.\",\n",
-    "        validators=[SimilarToDocument(document=f\"'{content}'\", threshold=0.60, on_fail=\"filter\")]\n",
+    "        validators=[\n",
+    "            SimilarToDocument(document=f\"'{content}'\", threshold=0.60, on_fail=\"filter\")\n",
+    "        ],\n",
     "    )"
    ]
   },
@@ -174,13 +205,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
-    "import guardrails as gd\n",
+    "from rich import print\n",
     "\n",
-    "from rich import print"
+    "import guardrails as gd"
    ]
   },
   {
@@ -192,7 +223,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -208,9 +239,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading the model all-MiniLM-L6-v2. This may take a while...\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=DocumentSummary, prompt=prompt)"
    ]
@@ -224,7 +263,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 27,
    "metadata": {},
    "outputs": [
     {
@@ -239,7 +278,26 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "<span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">    &lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"summary\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"Summarize the given document faithfully.\"</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
+       "<span style=\"color: #000000; text-decoration-color: #000000\">    &lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"summary\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"Summarize the given document faithfully.\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
+       "<span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be vested </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">in a Congress of the United States, which shall consist of a Senate and House of Representatives.Section. 2.The </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">House of Representatives shall be composed of Members chosen every second Year by the People of the several States,</span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">and the Electors in each State shall have the Qualifications requisite for Electors of the most numerous Branch of </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">the State Legislature.No Person shall be a Representative who shall not have attained to the Age of twenty five </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Years, and been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">that State in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">States which may be included within this Union, according to their respective Numbers, which shall be determined by</span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">adding to the whole Number of free Persons, including those bound to Service for a Term of Years, and excluding </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three Years after</span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">the first Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Manner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">but each State shall have at Least one Representative; and until such enumeration shall be made, the State of New </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Connecticut five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">North Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from any </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The House of </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of Impeachment.' </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">threshold=0.6 model=all-MiniLM-L6-v2\"</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
        "<span style=\"color: #000000; text-decoration-color: #000000\">&lt;</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
        "\n",
        "\n",
@@ -267,7 +325,26 @@
        "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
        "\n",
        "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"summary\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"Summarize\u001b[0m\u001b[32m the given document faithfully.\"\u001b[0m\u001b[35m/\u001b[0m\u001b[39m>\u001b[0m\n",
+       "\u001b[39m    <string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"summary\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"Summarize\u001b[0m\u001b[32m the given document faithfully.\"\u001b[0m\u001b[39m \u001b[0m\n",
+       "\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"guardrails\u001b[0m\u001b[32m/similar_to_document: \u001b[0m\u001b[32mdocument\u001b[0m\u001b[32m='Section. 1.All legislative Powers herein granted shall be vested \u001b[0m\n",
+       "\u001b[32min a Congress of the United States, which shall consist of a Senate and House of Representatives.Section. 2.The \u001b[0m\n",
+       "\u001b[32mHouse of Representatives shall be composed of Members chosen every second Year by the People of the several States,\u001b[0m\n",
+       "\u001b[32mand the Electors in each State shall have the Qualifications requisite for Electors of the most numerous Branch of \u001b[0m\n",
+       "\u001b[32mthe State Legislature.No Person shall be a Representative who shall not have attained to the Age of twenty five \u001b[0m\n",
+       "\u001b[32mYears, and been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of \u001b[0m\n",
+       "\u001b[32mthat State in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several \u001b[0m\n",
+       "\u001b[32mStates which may be included within this Union, according to their respective Numbers, which shall be determined by\u001b[0m\n",
+       "\u001b[32madding to the whole Number of free Persons, including those bound to Service for a Term of Years, and excluding \u001b[0m\n",
+       "\u001b[32mIndians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three Years after\u001b[0m\n",
+       "\u001b[32mthe first Meeting of the Congress of the United States, and within every subsequent Term of ten Years, in such \u001b[0m\n",
+       "\u001b[32mManner as they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, \u001b[0m\n",
+       "\u001b[32mbut each State shall have at Least one Representative; and until such enumeration shall be made, the State of New \u001b[0m\n",
+       "\u001b[32mHampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, \u001b[0m\n",
+       "\u001b[32mConnecticut five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, \u001b[0m\n",
+       "\u001b[32mNorth Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from any \u001b[0m\n",
+       "\u001b[32mState, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The House of \u001b[0m\n",
+       "\u001b[32mRepresentatives shall chuse their Speaker and other Officers; and shall have the sole Power of Impeachment.' \u001b[0m\n",
+       "\u001b[32mthreshold\u001b[0m\u001b[32m=\u001b[0m\u001b[32m0\u001b[0m\u001b[32m.6 \u001b[0m\u001b[32mmodel\u001b[0m\u001b[32m=\u001b[0m\u001b[32mall\u001b[0m\u001b[32m-MiniLM-L6-v2\"\u001b[0m\u001b[35m/\u001b[0m\u001b[39m>\u001b[0m\n",
        "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
        "\n",
        "\n",
@@ -290,7 +367,7 @@
     }
    ],
    "source": [
-    "print(guard.base_prompt)"
+    "print(guard.rail.prompt)"
    ]
   },
   {
@@ -316,34 +393,58 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
-     "name": "stderr",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Async event loop found, but guard was invoked synchronously.For validator parallelization, please call `validate_async` instead.\n"
+      "Similarity: 0.971, Type: <class 'float'>\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'summary'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'The US Congress consists of a Senate and House of Representatives, with the House of</span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">Representatives being chosen every two years by the people of the several states. Representatives must be at least </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">25 years old and have been a citizen of the US for seven years. Representation and taxes are apportioned among the </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">states according to their population, and the number of representatives cannot exceed one for every 30,000 people. </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">Vacancies are filled by the executive authority of the state. The House of Representatives chooses its speaker and </span>\n",
-       "<span style=\"color: #008000; text-decoration-color: #008000\">other officers, and has the sole power of impeachment.'</span><span style=\"font-weight: bold\">}</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'summary'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'All legislative Powers herein granted shall be vested in a Congress of the United </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">States, which shall consist of a Senate and House of Representatives. The House of Representatives shall be </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">composed of Members chosen every second Year by the People of the several States, and the Electors in each State </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">shall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Person shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">be chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">within this Union, according to their respective Numbers, which shall be determined by adding to the whole Number </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">of free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">fifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the</span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">direct. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Least one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to</span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">five, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">thereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their </span>\n",
+       "<span style=\"color: #008000; text-decoration-color: #008000\">Speaker and other Officers; and shall have the sole Power of Impeachment.'</span><span style=\"font-weight: bold\">}</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'The US Congress consists of a Senate and House of Representatives, with the House of\u001b[0m\n",
-       "\u001b[32mRepresentatives being chosen every two years by the people of the several states. Representatives must be at least \u001b[0m\n",
-       "\u001b[32m25 years old and have been a citizen of the US for seven years. Representation and taxes are apportioned among the \u001b[0m\n",
-       "\u001b[32mstates according to their population, and the number of representatives cannot exceed one for every 30,000 people. \u001b[0m\n",
-       "\u001b[32mVacancies are filled by the executive authority of the state. The House of Representatives chooses its speaker and \u001b[0m\n",
-       "\u001b[32mother officers, and has the sole power of impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'summary'\u001b[0m: \u001b[32m'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\n",
+       "\u001b[32mStates, which shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\n",
+       "\u001b[32mcomposed of Members chosen every second Year by the People of the several States, and the Electors in each State \u001b[0m\n",
+       "\u001b[32mshall have the Qualifications requisite for Electors of the most numerous Branch of the State Legislature. No \u001b[0m\n",
+       "\u001b[32mPerson shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven Years \u001b[0m\n",
+       "\u001b[32ma Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State in which he shall \u001b[0m\n",
+       "\u001b[32mbe chosen. Representatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\n",
+       "\u001b[32mwithin this Union, according to their respective Numbers, which shall be determined by adding to the whole Number \u001b[0m\n",
+       "\u001b[32mof free Persons, including those bound to Service for a Term of Years, and excluding Indians not taxed, three \u001b[0m\n",
+       "\u001b[32mfifths of all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of the\u001b[0m\n",
+       "\u001b[32mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they shall by Law \u001b[0m\n",
+       "\u001b[32mdirect. The Number of Representatives shall not exceed one for every thirty Thousand, but each State shall have at \u001b[0m\n",
+       "\u001b[32mLeast one Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled to\u001b[0m\n",
+       "\u001b[32mchuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New \u001b[0m\n",
+       "\u001b[32mJersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina \u001b[0m\n",
+       "\u001b[32mfive, and Georgia three. When vacancies happen in the Representation from any State, the Executive Authority \u001b[0m\n",
+       "\u001b[32mthereof shall issue Writs of Election to fill such Vacancies. The House of Representatives shall chuse their \u001b[0m\n",
+       "\u001b[32mSpeaker and other Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -354,11 +455,11 @@
     "import openai\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
-    "    prompt_params={'document': document},\n",
-    "    model='text-davinci-003',\n",
+    "    openai.chat.completions.create,\n",
+    "    prompt_params={\"document\": document},\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
-    "    temperature=0\n",
+    "    temperature=0,\n",
     ")\n",
     "\n",
     "print(f\"Validated Output: {validated_response}\")"
@@ -374,7 +475,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -382,190 +483,278 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Summarize the following document:                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Section. 1.                                                                                             │ │\n",
-       "    │ │ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │ │\n",
-       "    │ │ consist of a Senate and House of Representatives.                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Section. 2.                                                                                             │ │\n",
-       "    │ │ The House of Representatives shall be composed of Members chosen every second Year by the People of the │ │\n",
-       "    │ │ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │ │\n",
-       "    │ │ the most numerous Branch of the State Legislature.                                                      │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │ │\n",
-       "    │ │ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │ │\n",
-       "    │ │ that State in which he shall be chosen.                                                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Representatives and direct Taxes shall be apportioned among the several States which may be included    │ │\n",
-       "    │ │ within this Union, according to their respective Numbers, which shall be determined by adding to the    │ │\n",
-       "    │ │ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │ │\n",
-       "    │ │ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │ │\n",
-       "    │ │ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │ │\n",
-       "    │ │ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │ │\n",
-       "    │ │ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │ │\n",
-       "    │ │ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │ │\n",
-       "    │ │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │ │\n",
-       "    │ │ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │ │\n",
-       "    │ │ and Georgia three.                                                                                      │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
-       "    │ │ Writs of Election to fill such Vacancies.                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "    │ │ Power of Impeachment.                                                                                   │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ &lt;output&gt;                                                                                                │ │\n",
-       "    │ │     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"/&gt;                     │ │\n",
-       "    │ │ &lt;/output&gt;                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Json Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ ┏━━━━━━┳━━━━━━━━━┓                                                                                      │ │\n",
-       "    │ │ ┃<span style=\"font-weight: bold\"> Role </span>┃<span style=\"font-weight: bold\"> Content </span>┃                                                                                      │ │\n",
-       "    │ │ ┡━━━━━━╇━━━━━━━━━┩                                                                                      │ │\n",
-       "    │ │ └──────┴─────────┘                                                                                      │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {\"summary\": \"The US Congress consists of a Senate and House of Representatives, with the House of       │ │\n",
-       "    │ │ Representatives being chosen every two years by the people of the several states. Representatives must  │ │\n",
-       "    │ │ be at least 25 years old and have been a citizen of the US for seven years. Representation and taxes    │ │\n",
-       "    │ │ are apportioned among the states according to their population, and the number of representatives       │ │\n",
-       "    │ │ cannot exceed one for every 30,000 people. Vacancies are filled by the executive authority of the       │ │\n",
-       "    │ │ state. The House of Representatives chooses its speaker and other officers, and has the sole power of   │ │\n",
-       "    │ │ impeachment.\"}                                                                                          │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │     'summary': 'The US Congress consists of a Senate and House of Representatives, with the House of    │ │\n",
-       "    │ │ Representatives being chosen every two years by the people of the several states. Representatives must  │ │\n",
-       "    │ │ be at least 25 years old and have been a citizen of the US for seven years. Representation and taxes    │ │\n",
-       "    │ │ are apportioned among the states according to their population, and the number of representatives       │ │\n",
-       "    │ │ cannot exceed one for every 30,000 people. Vacancies are filled by the executive authority of the       │ │\n",
-       "    │ │ state. The House of Representatives chooses its speaker and other officers, and has the sole power of   │ │\n",
-       "    │ │ impeachment.'                                                                                           │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Summarize the following document:                                                                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Section. 1.                                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ consist of a Senate and House of Representatives.                                                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Section. 2.                                                                                             │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ The House of Representatives shall be composed of Members chosen every second Year by the People of the │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ the most numerous Branch of the State Legislature.                                                      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ that State in which he shall be chosen.                                                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives and direct Taxes shall be apportioned among the several States which may be included    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ within this Union, according to their respective Numbers, which shall be determined by adding to the    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ and Georgia three.                                                                                      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Writs of Election to fill such Vacancies.                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Power of Impeachment.                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Given below is XML that describes the information to extract from this document and the tags to extract │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ it into.                                                                                                │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;output&gt;                                                                                                │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ second Year by the People of the several States, and the Electors in each State shall have the          │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ States which may be included within this Union, according to their respective Numbers, which shall be   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ determined by adding to the whole Number of free Persons, including those bound to Service for a Term   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be made within three Years after the first Meeting of the Congress of the United States, and      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five,     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/&gt;                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;/output&gt;                                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ enter `null`.                                                                                           │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ etc.]}`                                                                                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ You are a helpful assistant, able to express yourself purely through JSON, strictly and precisely       │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ adhering to the provided XML schemas.                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ {\"summary\":\"All legislative Powers herein granted shall be vested in a Congress of the United States,   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ which shall consist of a Senate and House of Representatives. The House of Representatives shall be     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ composed of Members chosen every second Year by the People of the several States, and the Electors in   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ each State shall have the Qualifications requisite for Electors of the most numerous Branch of the      │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ State Legislature. No Person shall be a Representative who shall not have attained to the Age of twenty │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ five Years, and been seven Years a Citizen of the United States, and who shall not, when elected, be an │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Inhabitant of that State in which he shall be chosen. Representatives and direct Taxes shall be         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ apportioned among the several States which may be included within this Union, according to their        │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ respective Numbers, which shall be determined by adding to the whole Number of free Persons, including  │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all other  │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Persons. The actual Enumeration shall be made within three Years after the first Meeting of the         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Congress of the United States, and within every subsequent Term of ten Years, in such Manner as they    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, but  │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ each State shall have at Least one Representative; and until such enumeration shall be made, the State  │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight, Delaware one,     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three. When vacancies │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ happen in the Representation from any State, the Executive Authority thereof shall issue Writs of       │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and other       │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ Officers; and shall have the sole Power of Impeachment.\"}                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ {                                                                                                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│     'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United       │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ States, which shall consist of a Senate and House of Representatives. The House of Representatives      │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ shall be composed of Members chosen every second Year by the People of the several States, and the      │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ Electors in each State shall have the Qualifications requisite for Electors of the most numerous Branch │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ of the State Legislature. No Person shall be a Representative who shall not have attained to the Age of │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ twenty five Years, and been seven Years a Citizen of the United States, and who shall not, when         │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ elected, be an Inhabitant of that State in which he shall be chosen. Representatives and direct Taxes   │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ shall be apportioned among the several States which may be included within this Union, according to     │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ their respective Numbers, which shall be determined by adding to the whole Number of free Persons,      │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ including those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of  │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ all other Persons. The actual Enumeration shall be made within three Years after the first Meeting of   │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ the Congress of the United States, and within every subsequent Term of ten Years, in such Manner as     │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ they shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ but each State shall have at Least one Representative; and until such enumeration shall be made, the    │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ State of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and          │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ Providence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight,        │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three.  │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ Writs of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and    │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ other Officers; and shall have the sole Power of Impeachment.'                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ }                                                                                                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "</pre>\n"
       ],
       "text/plain": [
        "Logs\n",
        "└── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Summarize the following document:                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Section. 1.                                                                                             │ │\n",
-       "    │ │ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │ │\n",
-       "    │ │ consist of a Senate and House of Representatives.                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Section. 2.                                                                                             │ │\n",
-       "    │ │ The House of Representatives shall be composed of Members chosen every second Year by the People of the │ │\n",
-       "    │ │ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │ │\n",
-       "    │ │ the most numerous Branch of the State Legislature.                                                      │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │ │\n",
-       "    │ │ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │ │\n",
-       "    │ │ that State in which he shall be chosen.                                                                 │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Representatives and direct Taxes shall be apportioned among the several States which may be included    │ │\n",
-       "    │ │ within this Union, according to their respective Numbers, which shall be determined by adding to the    │ │\n",
-       "    │ │ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │ │\n",
-       "    │ │ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │ │\n",
-       "    │ │ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │ │\n",
-       "    │ │ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │ │\n",
-       "    │ │ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │ │\n",
-       "    │ │ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │ │\n",
-       "    │ │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │ │\n",
-       "    │ │ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │ │\n",
-       "    │ │ and Georgia three.                                                                                      │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
-       "    │ │ Writs of Election to fill such Vacancies.                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "    │ │ Power of Impeachment.                                                                                   │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"/>                     │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Json Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ ┏━━━━━━┳━━━━━━━━━┓                                                                                      │ │\n",
-       "    │ │ ┃\u001b[1m \u001b[0m\u001b[1mRole\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mContent\u001b[0m\u001b[1m \u001b[0m┃                                                                                      │ │\n",
-       "    │ │ ┡━━━━━━╇━━━━━━━━━┩                                                                                      │ │\n",
-       "    │ │ └──────┴─────────┘                                                                                      │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ {\"summary\": \"The US Congress consists of a Senate and House of Representatives, with the House of       │ │\n",
-       "    │ │ Representatives being chosen every two years by the people of the several states. Representatives must  │ │\n",
-       "    │ │ be at least 25 years old and have been a citizen of the US for seven years. Representation and taxes    │ │\n",
-       "    │ │ are apportioned among the states according to their population, and the number of representatives       │ │\n",
-       "    │ │ cannot exceed one for every 30,000 people. Vacancies are filled by the executive authority of the       │ │\n",
-       "    │ │ state. The House of Representatives chooses its speaker and other officers, and has the sole power of   │ │\n",
-       "    │ │ impeachment.\"}                                                                                          │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │     'summary': 'The US Congress consists of a Senate and House of Representatives, with the House of    │ │\n",
-       "    │ │ Representatives being chosen every two years by the people of the several states. Representatives must  │ │\n",
-       "    │ │ be at least 25 years old and have been a citizen of the US for seven years. Representation and taxes    │ │\n",
-       "    │ │ are apportioned among the states according to their population, and the number of representatives       │ │\n",
-       "    │ │ cannot exceed one for every 30,000 people. Vacancies are filled by the executive authority of the       │ │\n",
-       "    │ │ state. The House of Representatives chooses its speaker and other officers, and has the sole power of   │ │\n",
-       "    │ │ impeachment.'                                                                                           │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSummarize the following document:\u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSection. 1.\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mAll legislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.\u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSection. 2.\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe House of Representatives shall be composed of Members chosen every second Year by the People of the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mseveral States, and the Electors in each State shall have the Qualifications requisite for Electors of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mthe most numerous Branch of the State Legislature.\u001b[0m\u001b[48;2;240;248;255m                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo Person shall be a Representative who shall not have attained to the Age of twenty five Years, and \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbeen seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mthat State in which he shall be chosen.\u001b[0m\u001b[48;2;240;248;255m                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwithin this Union, according to their respective Numbers, which shall be determined by adding to the \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhole Number of free Persons, including those bound to Service for a Term of Years, and excluding \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mIndians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYears after the first Meeting of the Congress of the United States, and within every subsequent Term of\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mone for every thirty Thousand, but each State shall have at Least one Representative; and until such \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255meight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four, \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five,\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mand Georgia three.\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mWhen vacancies happen in the Representation from any State, the Executive Authority thereof shall issue\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mWrits of Election to fill such Vacancies.\u001b[0m\u001b[48;2;240;248;255m                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe House of Representatives shall chuse their Speaker and other Officers; and shall have the sole \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPower of Impeachment.\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m<output>\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    <string name=\"summary\" description=\"Summarize the given document faithfully.\" \u001b[0m\u001b[48;2;240;248;255m                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.Section. 2.The House of Representatives shall be composed of Members chosen every \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255msecond Year by the People of the several States, and the Electors in each State shall have the \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mQualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYears a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255min which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mStates which may be included within this Union, according to their respective Numbers, which shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdetermined by adding to the whole Number of free Persons, including those bound to Service for a Term \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be made within three Years after the first Meeting of the Congress of the United States, and \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwithin every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentative; and until such enumeration shall be made, the State of New Hampshire shall be entitled \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mto chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNew-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mCarolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255many State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHouse of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>\u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m</output>\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant, able to express yourself purely through JSON, strictly and precisely \u001b[0m\u001b[48;2;255;240;242m     \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242madhering to the provided XML schemas.\u001b[0m\u001b[48;2;255;240;242m                                                                  \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"summary\":\"All legislative Powers herein granted shall be vested in a Congress of the United States, \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mwhich shall consist of a Senate and House of Representatives. The House of Representatives shall be \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mcomposed of Members chosen every second Year by the People of the several States, and the Electors in \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach State shall have the Qualifications requisite for Electors of the most numerous Branch of the \u001b[0m\u001b[48;2;245;245;220m    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mState Legislature. No Person shall be a Representative who shall not have attained to the Age of twenty\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mfive Years, and been seven Years a Citizen of the United States, and who shall not, when elected, be an\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mInhabitant of that State in which he shall be chosen. Representatives and direct Taxes shall be \u001b[0m\u001b[48;2;245;245;220m       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mapportioned among the several States which may be included within this Union, according to their \u001b[0m\u001b[48;2;245;245;220m      \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mrespective Numbers, which shall be determined by adding to the whole Number of free Persons, including \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthose bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of all other \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPersons. The actual Enumeration shall be made within three Years after the first Meeting of the \u001b[0m\u001b[48;2;245;245;220m       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mCongress of the United States, and within every subsequent Term of ten Years, in such Manner as they \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mshall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand, but \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220meach State shall have at Least one Representative; and until such enumeration shall be made, the State \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and Providence \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mPlantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight, Delaware one, \u001b[0m\u001b[48;2;245;245;220m   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mMaryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three. When vacancies\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mhappen in the Representation from any State, the Executive Authority thereof shall issue Writs of \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mElection to fill such Vacancies. The House of Representatives shall chuse their Speaker and other \u001b[0m\u001b[48;2;245;245;220m     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mOfficers; and shall have the sole Power of Impeachment.\"}\u001b[0m\u001b[48;2;245;245;220m                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m    'summary': 'All legislative Powers herein granted shall be vested in a Congress of the United \u001b[0m\u001b[48;2;240;255;240m     \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mStates, which shall consist of a Senate and House of Representatives. The House of Representatives \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mshall be composed of Members chosen every second Year by the People of the several States, and the \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mElectors in each State shall have the Qualifications requisite for Electors of the most numerous Branch\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mof the State Legislature. No Person shall be a Representative who shall not have attained to the Age of\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtwenty five Years, and been seven Years a Citizen of the United States, and who shall not, when \u001b[0m\u001b[48;2;240;255;240m       \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240melected, be an Inhabitant of that State in which he shall be chosen. Representatives and direct Taxes \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mshall be apportioned among the several States which may be included within this Union, according to \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mtheir respective Numbers, which shall be determined by adding to the whole Number of free Persons, \u001b[0m\u001b[48;2;240;255;240m    \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mincluding those bound to Service for a Term of Years, and excluding Indians not taxed, three fifths of \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mall other Persons. The actual Enumeration shall be made within three Years after the first Meeting of \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mthe Congress of the United States, and within every subsequent Term of ten Years, in such Manner as \u001b[0m\u001b[48;2;240;255;240m   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mthey shall by Law direct. The Number of Representatives shall not exceed one for every thirty Thousand,\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mbut each State shall have at Least one Representative; and until such enumeration shall be made, the \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mState of New Hampshire shall be entitled to chuse three, Massachusetts eight, Rhode-Island and \u001b[0m\u001b[48;2;240;255;240m        \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mProvidence Plantations one, Connecticut five, New-York six, New Jersey four, Pennsylvania eight, \u001b[0m\u001b[48;2;240;255;240m      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mDelaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, and Georgia three. \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mWhen vacancies happen in the Representation from any State, the Executive Authority thereof shall issue\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mWrits of Election to fill such Vacancies. The House of Representatives shall chuse their Speaker and \u001b[0m\u001b[48;2;240;255;240m  \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mother Officers; and shall have the sole Power of Impeachment.'\u001b[0m\u001b[48;2;240;255;240m                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m}\u001b[0m\u001b[48;2;240;255;240m                                                                                                      \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
@@ -589,7 +778,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -609,10 +798,10 @@
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
     "    openai.completions.create,\n",
-    "    prompt_params={'document': open(\"data/article1.txt\", \"r\").read()},\n",
-    "    model='text-ada-001',\n",
+    "    prompt_params={\"document\": open(\"data/article1.txt\", \"r\").read()},\n",
+    "    model=\"babbage-002\",\n",
     "    max_tokens=512,\n",
-    "    temperature=0\n",
+    "    temperature=0,\n",
     ")\n",
     "\n",
     "print(f\"Validated Output: {validated_response}\")"
@@ -628,7 +817,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -636,298 +825,570 @@
       "text/html": [
        "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Summarize the following document:                                                                       │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Section. 1.                                                                                             │ │\n",
-       "│   │ │ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │ │\n",
-       "│   │ │ consist of a Senate and House of Representatives.                                                       │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Section. 2.                                                                                             │ │\n",
-       "│   │ │ The House of Representatives shall be composed of Members chosen every second Year by the People of the │ │\n",
-       "│   │ │ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │ │\n",
-       "│   │ │ the most numerous Branch of the State Legislature.                                                      │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │ │\n",
-       "│   │ │ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │ │\n",
-       "│   │ │ that State in which he shall be chosen.                                                                 │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Representatives and direct Taxes shall be apportioned among the several States which may be included    │ │\n",
-       "│   │ │ within this Union, according to their respective Numbers, which shall be determined by adding to the    │ │\n",
-       "│   │ │ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │ │\n",
-       "│   │ │ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │ │\n",
-       "│   │ │ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │ │\n",
-       "│   │ │ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │ │\n",
-       "│   │ │ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │ │\n",
-       "│   │ │ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │ │\n",
-       "│   │ │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │ │\n",
-       "│   │ │ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │ │\n",
-       "│   │ │ and Georgia three.                                                                                      │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
-       "│   │ │ Writs of Election to fill such Vacancies.                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "│   │ │ Power of Impeachment.                                                                                   │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "│   │ │ it into.                                                                                                │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ &lt;output&gt;                                                                                                │ │\n",
-       "│   │ │     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"/&gt;                     │ │\n",
-       "│   │ │ &lt;/output&gt;                                                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "│   │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "│   │ │ enter `null`.                                                                                           │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "│   │ │ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │ │\n",
-       "│   │ │ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "│   │ │ etc.]}`                                                                                                 │ │\n",
-       "│   │ │ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │ │\n",
-       "│   │ │ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Json Output:                                                                                            │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "│   │ │ ┏━━━━━━┳━━━━━━━━━┓                                                                                      │ │\n",
-       "│   │ │ ┃<span style=\"font-weight: bold\"> Role </span>┃<span style=\"font-weight: bold\"> Content </span>┃                                                                                      │ │\n",
-       "│   │ │ ┡━━━━━━╇━━━━━━━━━┩                                                                                      │ │\n",
-       "│   │ │ └──────┴─────────┘                                                                                      │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "│   │ │     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"/&gt;                     │ │\n",
-       "│   │ │ &lt;/string&gt;                                                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "│   │ │ Power of Impeachment.                                                                                   │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "│   │ │ None                                                                                                    │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Summarize the following document:                                                                       │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Section. 1.                                                                                             │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ consist of a Senate and House of Representatives.                                                       │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Section. 2.                                                                                             │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ The House of Representatives shall be composed of Members chosen every second Year by the People of the │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ the most numerous Branch of the State Legislature.                                                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ that State in which he shall be chosen.                                                                 │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Representatives and direct Taxes shall be apportioned among the several States which may be included    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ within this Union, according to their respective Numbers, which shall be determined by adding to the    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ and Georgia three.                                                                                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Writs of Election to fill such Vacancies.                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Power of Impeachment.                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Given below is XML that describes the information to extract from this document and the tags to extract │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ it into.                                                                                                │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ &lt;output&gt;                                                                                                │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ second Year by the People of the several States, and the Electors in each State shall have the          │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ States which may be included within this Union, according to their respective Numbers, which shall be   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ determined by adding to the whole Number of free Persons, including those bound to Service for a Term   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ shall be made within three Years after the first Meeting of the Congress of the United States, and      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one  │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled  │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five,     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North      │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/&gt;                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ &lt;/output&gt;                                                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ enter `null`.                                                                                           │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ etc.]}`                                                                                                 │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "│   │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
+       "│   │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
+       "│   │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-M                                                                                 │</span> │\n",
+       "│   │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "│   │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
+       "│   │ <span style=\"background-color: #f0fff0\">│ None                                                                                                    │</span> │\n",
+       "│   │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following response, which was not parseable as JSON.                                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"incorrect_value\": \"    &lt;string name=\\\"summary\\\" description=\\\"Summarize the given document           │ │\n",
-       "    │ │ faithfully.\\\"/&gt;\\n&lt;/string&gt;\\n\\nThe House of Representatives shall chuse their Speaker and other          │ │\n",
-       "    │ │ Officers; and shall have the sole Power of Impeachment.\",                                               │ │\n",
-       "    │ │   \"error_messages\": [                                                                                   │ │\n",
-       "    │ │     \"Output is not parseable as JSON\"                                                                   │ │\n",
-       "    │ │   ]                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct this by making it valid JSON.                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ &lt;output&gt;                                                                                                │ │\n",
-       "    │ │     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"/&gt;                     │ │\n",
-       "    │ │ &lt;/output&gt;                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Json Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "    │ │ Power of Impeachment.                                                                                   │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ None                                                                                                    │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ I was given the following response, which was not parseable as JSON.                                    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \"    {\\n        \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\":         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"Section. 1.All legislative Powers herein granted shall be vested in a Congress of the United States,  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ which shall consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\":                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ vested in a Congress of the United States, which shall consist of a Senate and House of                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\":     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ be vested in a Congress of the United States, which shall consist of a Senate and House of              │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ consist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n          │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\":                               │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ vested in a Congress of the United States, which shall consist of a Senate and House of                 │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\":     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ be vested in a Congress of the United States, which shall consist of a Senate and House of              │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ legislative Powers herein granted shall be vested in a Congress of the United States, which shall       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ consist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-M\"                                                        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Help me correct this by making it valid JSON.                                                           │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Given below is XML that describes the information to extract from this document and the tags to extract │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ it into.                                                                                                │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;output&gt;                                                                                                │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│     &lt;string name=\"summary\" description=\"Summarize the given document faithfully.\"                       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ format=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be vested in a Congress of the United States, which shall consist of a Senate and House of        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives.Section. 2.The House of Representatives shall be composed of Members chosen every       │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ second Year by the People of the several States, and the Electors in each State shall have the          │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Qualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be a Representative who shall not have attained to the Age of twenty five Years, and been seven   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ in which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ States which may be included within this Union, according to their respective Numbers, which shall be   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ determined by adding to the whole Number of free Persons, including those bound to Service for a Term   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ of Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ shall be made within three Years after the first Meeting of the Congress of the United States, and      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ within every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of    │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representatives shall not exceed one for every thirty Thousand, but each State shall have at Least one  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Representative; and until such enumeration shall be made, the State of New Hampshire shall be entitled  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ to chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five,     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ New-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North      │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Carolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ any State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ House of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Impeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/&gt;                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;/output&gt;                                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ enter `null`.                                                                                           │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
+       "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-MiniLM-L6-v2\"                                                                     │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     }                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ JSON Output:                                                                                            │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│                                                                                                         │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│     {                                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"summary\": \"Summarize the given document faithfully.\",                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ the United States, which shall consist of a Senate and House of Representatives.\",                      │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ granted shall be vested in a Congress of the United States, which shall consist of a Senate and House   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ of Representatives.',                                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"name\": \"summary\",                                                                              │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"threshold\": 0.6,                                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│         \"model\": \"all-M                                                                                 │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ None                                                                                                    │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "</pre>\n"
       ],
       "text/plain": [
        "Logs\n",
        "├── ╭────────────────────────────────────────────────── Step 0 ───────────────────────────────────────────────────╮\n",
-       "│   │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Summarize the following document:                                                                       │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Section. 1.                                                                                             │ │\n",
-       "│   │ │ All legislative Powers herein granted shall be vested in a Congress of the United States, which shall   │ │\n",
-       "│   │ │ consist of a Senate and House of Representatives.                                                       │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Section. 2.                                                                                             │ │\n",
-       "│   │ │ The House of Representatives shall be composed of Members chosen every second Year by the People of the │ │\n",
-       "│   │ │ several States, and the Electors in each State shall have the Qualifications requisite for Electors of  │ │\n",
-       "│   │ │ the most numerous Branch of the State Legislature.                                                      │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ No Person shall be a Representative who shall not have attained to the Age of twenty five Years, and    │ │\n",
-       "│   │ │ been seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of   │ │\n",
-       "│   │ │ that State in which he shall be chosen.                                                                 │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Representatives and direct Taxes shall be apportioned among the several States which may be included    │ │\n",
-       "│   │ │ within this Union, according to their respective Numbers, which shall be determined by adding to the    │ │\n",
-       "│   │ │ whole Number of free Persons, including those bound to Service for a Term of Years, and excluding       │ │\n",
-       "│   │ │ Indians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three │ │\n",
-       "│   │ │ Years after the first Meeting of the Congress of the United States, and within every subsequent Term of │ │\n",
-       "│   │ │ ten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed   │ │\n",
-       "│   │ │ one for every thirty Thousand, but each State shall have at Least one Representative; and until such    │ │\n",
-       "│   │ │ enumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts   │ │\n",
-       "│   │ │ eight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four,    │ │\n",
-       "│   │ │ Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five, │ │\n",
-       "│   │ │ and Georgia three.                                                                                      │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ When vacancies happen in the Representation from any State, the Executive Authority thereof shall issue │ │\n",
-       "│   │ │ Writs of Election to fill such Vacancies.                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "│   │ │ Power of Impeachment.                                                                                   │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "│   │ │ it into.                                                                                                │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ <output>                                                                                                │ │\n",
-       "│   │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"/>                     │ │\n",
-       "│   │ │ </output>                                                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "│   │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "│   │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "│   │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "│   │ │ enter `null`.                                                                                           │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "│   │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "│   │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "│   │ │ etc.]}`                                                                                                 │ │\n",
-       "│   │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "│   │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ Json Output:                                                                                            │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "│   │ │ ┏━━━━━━┳━━━━━━━━━┓                                                                                      │ │\n",
-       "│   │ │ ┃\u001b[1m \u001b[0m\u001b[1mRole\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mContent\u001b[0m\u001b[1m \u001b[0m┃                                                                                      │ │\n",
-       "│   │ │ ┡━━━━━━╇━━━━━━━━━┩                                                                                      │ │\n",
-       "│   │ │ └──────┴─────────┘                                                                                      │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "│   │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"/>                     │ │\n",
-       "│   │ │ </string>                                                                                               │ │\n",
-       "│   │ │                                                                                                         │ │\n",
-       "│   │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "│   │ │ Power of Impeachment.                                                                                   │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "│   │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "│   │ │ None                                                                                                    │ │\n",
-       "│   │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "│   │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSummarize the following document:\u001b[0m\u001b[48;2;240;248;255m                                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSection. 1.\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mAll legislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.\u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mSection. 2.\u001b[0m\u001b[48;2;240;248;255m                                                                                            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe House of Representatives shall be composed of Members chosen every second Year by the People of the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mseveral States, and the Electors in each State shall have the Qualifications requisite for Electors of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mthe most numerous Branch of the State Legislature.\u001b[0m\u001b[48;2;240;248;255m                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNo Person shall be a Representative who shall not have attained to the Age of twenty five Years, and \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbeen seven Years a Citizen of the United States, and who shall not, when elected, be an Inhabitant of \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mthat State in which he shall be chosen.\u001b[0m\u001b[48;2;240;248;255m                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives and direct Taxes shall be apportioned among the several States which may be included \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwithin this Union, according to their respective Numbers, which shall be determined by adding to the \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhole Number of free Persons, including those bound to Service for a Term of Years, and excluding \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mIndians not taxed, three fifths of all other Persons. The actual Enumeration shall be made within three\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYears after the first Meeting of the Congress of the United States, and within every subsequent Term of\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mten Years, in such Manner as they shall by Law direct. The Number of Representatives shall not exceed \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mone for every thirty Thousand, but each State shall have at Least one Representative; and until such \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menumeration shall be made, the State of New Hampshire shall be entitled to chuse three, Massachusetts \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255meight, Rhode-Island and Providence Plantations one, Connecticut five, New-York six, New Jersey four, \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPennsylvania eight, Delaware one, Maryland six, Virginia ten, North Carolina five, South Carolina five,\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mand Georgia three.\u001b[0m\u001b[48;2;240;248;255m                                                                                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mWhen vacancies happen in the Representation from any State, the Executive Authority thereof shall issue\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mWrits of Election to fill such Vacancies.\u001b[0m\u001b[48;2;240;248;255m                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mThe House of Representatives shall chuse their Speaker and other Officers; and shall have the sole \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mPower of Impeachment.\u001b[0m\u001b[48;2;240;248;255m                                                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m<output>\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    <string name=\"summary\" description=\"Summarize the given document faithfully.\" \u001b[0m\u001b[48;2;240;248;255m                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.Section. 2.The House of Representatives shall be composed of Members chosen every \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255msecond Year by the People of the several States, and the Electors in each State shall have the \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mQualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYears a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255min which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mStates which may be included within this Union, according to their respective Numbers, which shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdetermined by adding to the whole Number of free Persons, including those bound to Service for a Term \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be made within three Years after the first Meeting of the Congress of the United States, and \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwithin every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentative; and until such enumeration shall be made, the State of New Hampshire shall be entitled \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mto chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNew-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mCarolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255many State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHouse of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>\u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m</output>\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-M\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "│   │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "│   ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "└── ╭────────────────────────────────────────────────── Step 1 ───────────────────────────────────────────────────╮\n",
-       "    │ ╭──────────────────────────────────────────────── Prompt ─────────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ I was given the following response, which was not parseable as JSON.                                    │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ {                                                                                                       │ │\n",
-       "    │ │   \"incorrect_value\": \"    <string name=\\\"summary\\\" description=\\\"Summarize the given document           │ │\n",
-       "    │ │ faithfully.\\\"/>\\n</string>\\n\\nThe House of Representatives shall chuse their Speaker and other          │ │\n",
-       "    │ │ Officers; and shall have the sole Power of Impeachment.\",                                               │ │\n",
-       "    │ │   \"error_messages\": [                                                                                   │ │\n",
-       "    │ │     \"Output is not parseable as JSON\"                                                                   │ │\n",
-       "    │ │   ]                                                                                                     │ │\n",
-       "    │ │ }                                                                                                       │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Help me correct this by making it valid JSON.                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Given below is XML that describes the information to extract from this document and the tags to extract │ │\n",
-       "    │ │ it into.                                                                                                │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ <output>                                                                                                │ │\n",
-       "    │ │     <string name=\"summary\" description=\"Summarize the given document faithfully.\"/>                     │ │\n",
-       "    │ │ </output>                                                                                               │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Json Output:                                                                                            │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ You are a helpful assistant only capable of communicating with valid JSON, and no other text.           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │ │\n",
-       "    │ │ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │ │\n",
-       "    │ │ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │ │\n",
-       "    │ │ requests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere,     │ │\n",
-       "    │ │ enter `null`.                                                                                           │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ │ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │ │\n",
-       "    │ │ - `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`                     │ │\n",
-       "    │ │ - `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO',     │ │\n",
-       "    │ │ etc.]}`                                                                                                 │ │\n",
-       "    │ │ - `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\"          │ │\n",
-       "    │ │ format=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`                        │ │\n",
-       "    │ │                                                                                                         │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮ │\n",
-       "    │ │ No message history.                                                                                     │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮ │\n",
-       "    │ │ The House of Representatives shall chuse their Speaker and other Officers; and shall have the sole      │ │\n",
-       "    │ │ Power of Impeachment.                                                                                   │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
-       "    │ ╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮ │\n",
-       "    │ │ None                                                                                                    │ │\n",
-       "    │ ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯ │\n",
+       "    │ \u001b[48;2;240;248;255m╭─\u001b[0m\u001b[48;2;240;248;255m───────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m Prompt \u001b[0m\u001b[48;2;240;248;255m────────────────────────────────────────────────\u001b[0m\u001b[48;2;240;248;255m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mI was given the following response, which was not parseable as JSON.\u001b[0m\u001b[48;2;240;248;255m                                   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\"    {\\n        \\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \u001b[0m\u001b[48;2;240;248;255m       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"Section. 1.All legislative Powers herein granted shall be vested in a Congress of the United States, \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwhich shall consist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\": \u001b[0m\u001b[48;2;240;248;255m                 \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mvested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdocument faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbe vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \u001b[0m\u001b[48;2;240;248;255m          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"summary\\\": \\\"Summarize the given document faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.\\\",\\n        \\\"format\\\": \u001b[0m\u001b[48;2;240;248;255m                             \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mvested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \\\"threshold\\\": 0.6,\\n        \\\"model\\\": \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"all-MiniLM-L6-v2\\\"\\n    }\\n\\nJSON Output:\\n\\n    {\\n        \\\"summary\\\": \\\"Summarize the given \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdocument faithfully.\\\",\\n        \\\"string\\\": \\\"Section. 1.All legislative Powers herein granted shall \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mbe vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m            \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.\\\",\\n        \\\"format\\\": \\\"guardrails/similar_to_document: document='Section. 1.All \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mlegislative Powers herein granted shall be vested in a Congress of the United States, which shall \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mconsist of a Senate and House of Representatives.',\\n        \\\"name\\\": \\\"summary\\\",\\n        \u001b[0m\u001b[48;2;240;248;255m          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m\\\"threshold\\\": 0.6,\\n        \\\"model\\\": \\\"all-M\"\u001b[0m\u001b[48;2;240;248;255m                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHelp me correct this by making it valid JSON.\u001b[0m\u001b[48;2;240;248;255m                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m<output>\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    <string name=\"summary\" description=\"Summarize the given document faithfully.\" \u001b[0m\u001b[48;2;240;248;255m                     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein granted \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be vested in a Congress of the United States, which shall consist of a Senate and House of \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives.Section. 2.The House of Representatives shall be composed of Members chosen every \u001b[0m\u001b[48;2;240;248;255m     \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255msecond Year by the People of the several States, and the Electors in each State shall have the \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mQualifications requisite for Electors of the most numerous Branch of the State Legislature.No Person \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be a Representative who shall not have attained to the Age of twenty five Years, and been seven \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mYears a Citizen of the United States, and who shall not, when elected, be an Inhabitant of that State \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255min which he shall be chosen.Representatives and direct Taxes shall be apportioned among the several \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mStates which may be included within this Union, according to their respective Numbers, which shall be \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mdetermined by adding to the whole Number of free Persons, including those bound to Service for a Term \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mof Years, and excluding Indians not taxed, three fifths of all other Persons. The actual Enumeration \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mshall be made within three Years after the first Meeting of the Congress of the United States, and \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mwithin every subsequent Term of ten Years, in such Manner as they shall by Law direct. The Number of \u001b[0m\u001b[48;2;240;248;255m  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentatives shall not exceed one for every thirty Thousand, but each State shall have at Least one \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mRepresentative; and until such enumeration shall be made, the State of New Hampshire shall be entitled \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mto chuse three, Massachusetts eight, Rhode-Island and Providence Plantations one, Connecticut five, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mNew-York six, New Jersey four, Pennsylvania eight, Delaware one, Maryland six, Virginia ten, North \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mCarolina five, South Carolina five, and Georgia three.When vacancies happen in the Representation from \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255many State, the Executive Authority thereof shall issue Writs of Election to fill such Vacancies.The \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHouse of Representatives shall chuse their Speaker and other Officers; and shall have the sole Power of\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mImpeachment.' threshold=0.6 model=all-MiniLM-L6-v2\"/>\u001b[0m\u001b[48;2;240;248;255m                                                  \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m</output>\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise. If you are unsure anywhere, \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255menter `null`.\u001b[0m\u001b[48;2;240;248;255m                                                                                          \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
+       "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-MiniLM-L6-v2\"\u001b[0m\u001b[48;2;245;245;220m                                                                    \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    }\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mJSON Output:\u001b[0m\u001b[48;2;245;245;220m                                                                                           \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m                                                                                                       \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m    {\u001b[0m\u001b[48;2;245;245;220m                                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"summary\": \"Summarize the given document faithfully.\",\u001b[0m\u001b[48;2;245;245;220m                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"string\": \"Section. 1.All legislative Powers herein granted shall be vested in a Congress of \u001b[0m\u001b[48;2;245;245;220m  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mthe United States, which shall consist of a Senate and House of Representatives.\",\u001b[0m\u001b[48;2;245;245;220m                     \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"format\": \"guardrails/similar_to_document: document='Section. 1.All legislative Powers herein \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mgranted shall be vested in a Congress of the United States, which shall consist of a Senate and House \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mof Representatives.',\u001b[0m\u001b[48;2;245;245;220m                                                                                  \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"name\": \"summary\",\u001b[0m\u001b[48;2;245;245;220m                                                                             \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"threshold\": 0.6,\u001b[0m\u001b[48;2;245;245;220m                                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m        \"model\": \"all-M\u001b[0m\u001b[48;2;245;245;220m                                                                                \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240mNone\u001b[0m\u001b[48;2;240;255;240m                                                                                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
      },
@@ -956,7 +1417,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.3"
+   "version": "3.11.9"
   },
   "orig_nbformat": 4
  },
diff --git a/docs/examples/translation_to_specific_language.ipynb b/docs/examples/translation_to_specific_language.ipynb
index 2c03601f8..c8dacdc39 100644
--- a/docs/examples/translation_to_specific_language.ipynb
+++ b/docs/examples/translation_to_specific_language.ipynb
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {
     "tags": []
    },
@@ -32,15 +32,25 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Requirement already satisfied: alt-profanity-check in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (1.3.2)\n",
-      "Requirement already satisfied: joblib>=1.3.2 in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (from alt-profanity-check) (1.3.2)\n",
-      "Requirement already satisfied: scikit-learn==1.3.2 in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (from alt-profanity-check) (1.3.2)\n",
-      "Requirement already satisfied: scipy>=1.5.0 in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (from scikit-learn==1.3.2->alt-profanity-check) (1.9.3)\n",
-      "Requirement already satisfied: numpy<2.0,>=1.17.3 in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (from scikit-learn==1.3.2->alt-profanity-check) (1.24.4)\n",
-      "Requirement already satisfied: threadpoolctl>=2.0.0 in /home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages (from scikit-learn==1.3.2->alt-profanity-check) (3.2.0)\n",
-      "\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.1\u001b[0m\n",
-      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n"
+      "Collecting alt-profanity-check\n",
+      "  Downloading alt_profanity_check-1.5.0.tar.gz (758 kB)\n",
+      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m759.0/759.0 kB\u001b[0m \u001b[31m7.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25h  Installing build dependencies ... \u001b[?25ldone\n",
+      "\u001b[?25h  Getting requirements to build wheel ... \u001b[?25ldone\n",
+      "\u001b[?25h  Installing backend dependencies ... \u001b[?25ldone\n",
+      "\u001b[?25h  Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n",
+      "\u001b[?25hRequirement already satisfied: scikit-learn==1.5.0 in ./.venv/lib/python3.10/site-packages (from alt-profanity-check) (1.5.0)\n",
+      "Requirement already satisfied: joblib>=1.4.0 in ./.venv/lib/python3.10/site-packages (from alt-profanity-check) (1.4.2)\n",
+      "Requirement already satisfied: numpy>=1.19.5 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (1.26.4)\n",
+      "Requirement already satisfied: scipy>=1.6.0 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (1.13.1)\n",
+      "Requirement already satisfied: threadpoolctl>=3.1.0 in ./.venv/lib/python3.10/site-packages (from scikit-learn==1.5.0->alt-profanity-check) (3.5.0)\n",
+      "Building wheels for collected packages: alt-profanity-check\n",
+      "  Building wheel for alt-profanity-check (pyproject.toml) ... \u001b[?25ldone\n",
+      "\u001b[?25h  Created wheel for alt-profanity-check: filename=alt_profanity_check-1.5.0-py3-none-any.whl size=758311 sha256=e0f54f82189ad2c90aeb27cb9239175c71d38606836be9e4762fb64b2e2de0a0\n",
+      "  Stored in directory: /Users/wyatt/Library/Caches/pip/wheels/18/c3/20/637574a9badb43cace85202ca31f49f47e3fe65e076459f3ed\n",
+      "Successfully built alt-profanity-check\n",
+      "Installing collected packages: alt-profanity-check\n",
+      "Successfully installed alt-profanity-check-1.5.0\n"
      ]
     }
    ],
@@ -70,7 +80,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 6,
    "metadata": {
     "tags": []
    },
@@ -79,14 +89,30 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/zayd/workspace/guardrails/.venv/lib/python3.9/site-packages/torch/cuda/__init__.py:611: UserWarning: Can't initialize NVML\n",
-      "  warnings.warn(\"Can't initialize NVML\")\n"
+      "/Users/wyatt/Projects/guardrails/docs/examples/.venv/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
+      "  from .autonotebook import tqdm as notebook_tqdm\n",
+      "/Users/wyatt/Projects/guardrails/guardrails/validators/__init__.py:51: FutureWarning: \n",
+      "    Importing validators from `guardrails.validators` is deprecated.\n",
+      "    All validators are now available in the Guardrails Hub. Please install\n",
+      "    and import them from the hub instead. All validators will be\n",
+      "    removed from this module in the next major release.\n",
+      "\n",
+      "    Install with: `guardrails hub install hub://<namespace>/<validator_name>`\n",
+      "    Import as: from guardrails.hub import `ValidatorName`\n",
+      "    \n",
+      "  warn(\n"
      ]
     }
    ],
    "source": [
     "from profanity_check import predict\n",
-    "from guardrails.validators import Validator, register_validator, ValidationResult, PassResult, FailResult\n",
+    "from guardrails.validators import (\n",
+    "    Validator,\n",
+    "    register_validator,\n",
+    "    ValidationResult,\n",
+    "    PassResult,\n",
+    "    FailResult,\n",
+    ")\n",
     "\n",
     "\n",
     "from typing import Dict, Any\n",
@@ -113,7 +139,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "metadata": {
     "tags": []
    },
@@ -153,9 +179,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/wyatt/Projects/guardrails/guardrails/validator_base.py:460: FutureWarning: Accessing `IsProfanityFree` using\n",
+      "`from guardrails.validators import IsProfanityFree` is deprecated and\n",
+      "support will be removed after version 0.5.x. Please switch to the Guardrails Hub syntax:\n",
+      "`from guardrails.hub import ProfanityFree` for future updates and support.\n",
+      "For additional details, please visit: https://hub.guardrailsai.com/validator/guardrails/profanity_free.\n",
+      "\n",
+      "  warn(\n"
+     ]
+    }
+   ],
    "source": [
     "from pydantic import BaseModel, Field\n",
     "\n",
@@ -167,11 +207,12 @@
     "${gr.complete_json_suffix}\n",
     "\"\"\"\n",
     "\n",
+    "\n",
     "class Translation(BaseModel):\n",
     "    translated_statement: str = Field(\n",
     "        description=\"Translate the given statement into english language\",\n",
-    "        validators=[IsProfanityFree(on_fail=\"fix\")]\n",
-    "        )"
+    "        validators=[IsProfanityFree(on_fail=\"fix\")],\n",
+    "    )"
    ]
   },
   {
@@ -198,7 +239,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -216,11 +257,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 10,
    "metadata": {
     "tags": []
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/wyatt/Projects/guardrails/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
+      "  warn(\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_rail_string(rail_str)"
    ]
@@ -234,9 +284,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 11,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/wyatt/Projects/guardrails/guardrails/validator_base.py:460: FutureWarning: Accessing `IsProfanityFree` using\n",
+      "`from guardrails.validators import IsProfanityFree` is deprecated and\n",
+      "support will be removed after version 0.5.x. Please switch to the Guardrails Hub syntax:\n",
+      "`from guardrails.hub import ProfanityFree` for future updates and support.\n",
+      "For additional details, please visit: https://hub.guardrailsai.com/validator/guardrails/profanity_free.\n",
+      "\n",
+      "  warn(\n",
+      "/Users/wyatt/Projects/guardrails/guardrails/prompt/base_prompt.py:59: FutureWarning: Prompt Primitives are moving! To keep the same behaviour, switch from `json` constants to `xml` constants. Example: ${gr.complete_json_suffix} -> ${gr.complete_xml_suffix}\n",
+      "  warn(\n"
+     ]
+    }
+   ],
    "source": [
     "guard = gd.Guard.from_pydantic(output_class=Translation, prompt=prompt)"
    ]
@@ -250,11 +316,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "metadata": {
     "tags": []
    },
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/8n/8qwytjb11kj_46_w3n2v4jzw0000gn/T/ipykernel_6330/3983563700.py:1: DeprecationWarning: 'Guard.base_prompt' is deprecated and will be removed in versions 0.5.x and beyond. Use 'Guard.history.last.prompt' instead.\n",
+      "  print(guard.base_prompt)\n"
+     ]
+    },
     {
      "data": {
       "text/html": [
@@ -350,21 +424,14 @@
    "execution_count": 13,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'translated_statement'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Chicken Quesadilla'</span><span style=\"font-weight: bold\">}</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'translated_statement'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Chicken quesadilla'</span><span style=\"font-weight: bold\">}</span>\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'Chicken Quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'Chicken quesadilla'\u001b[0m\u001b[1m}\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -375,9 +442,9 @@
     "import openai\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
+    "    openai.chat.completions.create,\n",
     "    prompt_params={\"statement_to_be_translated\": \"quesadilla de pollo\"},\n",
-    "    model=\"text-davinci-003\",\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0,\n",
     ")\n",
@@ -394,7 +461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -432,19 +499,19 @@
        "    │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ You are a helpful assistant, able to express yourself purely through JSON, strictly and precisely       │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ adhering to the provided XML schemas.                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ {\"translated_statement\": \"Chicken Quesadilla\"}                                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ {\"translated_statement\":\"Chicken quesadilla\"}                                                           │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ {'translated_statement': 'Chicken Quesadilla'}                                                          │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ {'translated_statement': 'Chicken quesadilla'}                                                          │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "</pre>\n"
@@ -482,19 +549,19 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant, able to express yourself purely through JSON, strictly and precisely \u001b[0m\u001b[48;2;255;240;242m     \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242madhering to the provided XML schemas.\u001b[0m\u001b[48;2;255;240;242m                                                                  \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\": \"Chicken Quesadilla\"}\u001b[0m\u001b[48;2;245;245;220m                                                         \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"Chicken quesadilla\"}\u001b[0m\u001b[48;2;245;245;220m                                                          \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': 'Chicken Quesadilla'}\u001b[0m\u001b[48;2;240;255;240m                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': 'Chicken quesadilla'}\u001b[0m\u001b[48;2;240;255;240m                                                         \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -519,18 +586,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 15,
    "metadata": {
     "tags": []
    },
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "HTTP Request: POST https://api.openai.com/v1/completions \"HTTP/1.1 200 OK\"\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -547,9 +607,9 @@
    ],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
+    "    openai.chat.completions.create,\n",
     "    prompt_params={\"statement_to_be_translated\": \"убей себя\"},\n",
-    "    model=\"text-davinci-003\",\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0,\n",
     ")\n",
@@ -567,7 +627,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -605,16 +665,16 @@
        "    │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ You are a helpful assistant, able to express yourself purely through JSON, strictly and precisely       │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ adhering to the provided XML schemas.                                                                   │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ {\"translated_statement\": \"Kill yourself\"}                                                               │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ {\"translated_statement\":\"Kill yourself\"}                                                                │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">│ {'translated_statement': ''}                                                                            │</span> │\n",
@@ -655,16 +715,16 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant, able to express yourself purely through JSON, strictly and precisely \u001b[0m\u001b[48;2;255;240;242m     \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242madhering to the provided XML schemas.\u001b[0m\u001b[48;2;255;240;242m                                                                  \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\": \"Kill yourself\"}\u001b[0m\u001b[48;2;245;245;220m                                                              \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\":\"Kill yourself\"}\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': ''}\u001b[0m\u001b[48;2;240;255;240m                                                                           \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
@@ -697,7 +757,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.17"
+   "version": "3.10.3"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/translation_with_quality_check.ipynb b/docs/examples/translation_with_quality_check.ipynb
index 3429514fb..bc7a69d16 100644
--- a/docs/examples/translation_with_quality_check.ipynb
+++ b/docs/examples/translation_with_quality_check.ipynb
@@ -2,9 +2,42 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/brainlogic/\u001b[0m\u001b[95mhigh_quality_translation...\u001b[0m\n",
+      "\u001b[2K\u001b[32m[==  ]\u001b[0m Fetching manifestst\n",
+      "\u001b[2K\u001b[32m[=   ]\u001b[0m Downloading dependenciespendencies  Running command git clone --filter=blob:none --quiet https://github.com/BrainLogicHub/high_quality_translation_validator.git /private/var/folders/c8/jqt82fpx785dpwpp36ljkgm40000gn/T/pip-req-build-cmoa3yt3\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Downloading dependencies\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/guardrails/hub/brainlogic/high_quality_translation/validator already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
+      "\u001b[0m\u001b[33mWARNING: Target directory /Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/guardrails/hub/brainlogic/high_quality_translation/high_quality_translation-0.0.0.dist-info already exists. Specify --upgrade to force replacement.\u001b[0m\u001b[33m\n",
+      "\u001b[2K\u001b[32m[  ==]\u001b[0m Downloading dependencies\n",
+      "\u001b[2K\u001b[32m[   =]\u001b[0m Running post-install setuptall setup/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "\u001b[2K\u001b[32m[====]\u001b[0m Running post-install setup/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "\u001b[2K\u001b[32m[=== ]\u001b[0m Running post-install setup/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "Fetching 5 files: 100%|████████████████████████| 5/5 [00:00<00:00, 92794.34it/s]\n",
+      "\u001b[2K\u001b[32m[====]\u001b[0m Running post-install setupLightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.2.4. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Running post-install setupEncoder model frozen.\n",
+      "\u001b[2K\u001b[32m[    ]\u001b[0m Running post-install setup/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/core/saving.py:188: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n",
+      "\u001b[2K\u001b[32m[   =]\u001b[0m Running post-install setup\n",
+      "\u001b[1A\u001b[2K✅Successfully installed brainlogic/high_quality_translation!\n",
+      "\n",
+      "\n",
+      "\u001b[1mImport validator:\u001b[0m\n",
+      "from guardrails.hub import HighQualityTranslation\n",
+      "\n",
+      "\u001b[1mGet more info:\u001b[0m\n",
+      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/brainlogic/high_quality_translation\u001b[0m\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "!guardrails hub install hub://brainlogic/high_quality_translation"
    ]
@@ -37,13 +70,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
     "import openai\n",
     "from pydantic import BaseModel, Field\n",
-    "import guardrails as gd\n",
+    "from guardrails import Guard\n",
     "from rich import print\n",
     "from guardrails.hub import HighQualityTranslation"
    ]
@@ -52,25 +85,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 1: Create the RAIL Spec / Pydantic model\n",
+    "## Step 1: Define a Guard that uses the validator\n",
     "\n",
-    "Ordinarily, we would create an RAIL spec in a separate file. For the purposes of this example, we will create the spec in this notebook as a string following the RAIL syntax. For more information on RAIL, see the [RAIL documentation](/docs/how_to_guides/rail). We will also show the same RAIL spec in a code-first format using a Pydantic model.\n",
+    "This guard will use the HighQualityTranslation validator to validate some string outputs.\n",
     "\n",
-    "In this RAIL spec, we:\n",
     "\n",
-    "1. Create an `output` schema that returns a single key-value pair. The key should be 'translated_statement', and the value should be the English translation of the given statement. The translated statement should not have any profanity.\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Our RAIL spec as an XML string:\n"
+    "We define the prompt and the guard."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 33,
    "metadata": {
     "tags": []
    },
@@ -79,223 +104,49 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "\n",
-      "Downloading the model. This may take a while the 1st time...\n"
+      "Loading the model Unbabel/wmt22-cometkiwi-da...\n"
      ]
     },
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Loading the model from checkpoint...\n"
-     ]
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "87fd6ea1db6d49a0af904871984c3aa6",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Fetching 5 files:   0%|          | 0/5 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Lightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.1.2. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
+      "Lightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.2.4. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
       "Encoder model frozen.\n",
-      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/pytorch_lightning/core/saving.py:177: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/core/saving.py:188: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n",
       "\n"
      ]
     }
    ],
    "source": [
-    "# rail_str = \"\"\"\n",
-    "# <rail version=\"0.1\">\n",
-    "\n",
-    "# <output>\n",
-    "#     <string\n",
-    "#         name=\"translated_statement\"\n",
-    "#         description=\"Translate the given statement into the English language\"\n",
-    "#         format=\"is-high-quality-translation\"\n",
-    "#         on-fail-is-high-quality-translation=\"fix\"\n",
-    "#     />\n",
-    "# </output>\n",
-    "\n",
-    "\n",
-    "# <prompt>\n",
-    "# Translate the given statement into the English language:\n",
-    "\n",
-    "# ${statement_to_be_translated}\n",
-    "\n",
-    "# ${gr.complete_json_suffix}\n",
-    "# </prompt>\n",
-    "# </rail>\n",
-    "# \"\"\"\n",
-    "\n",
-    "# Or a Pydantic model\n",
     "prompt = \"\"\"\n",
     "Translate the given statement into English:\n",
     "\n",
     "${statement_to_be_translated}\n",
-    "\n",
-    "${gr.complete_json_suffix_v2}\n",
     "\"\"\"\n",
     "\n",
-    "\n",
-    "class HighQualityTranslation(BaseModel):\n",
-    "    translated_statement: str = Field(\n",
-    "        description=\"Validate the translation quality of the given statement\",\n",
-    "        validators=[HighQualityTranslation(on_fail=\"fix\")],\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Step 2: Create a `Guard` object with the RAIL Spec\n",
-    "\n",
-    "We create a `gd.Guard` object that will check, validate and correct the output of the LLM. This object:\n",
-    "\n",
-    "1. Enforces the quality criteria specified in the RAIL spec.\n",
-    "2. Takes corrective action when the quality criteria are not met.\n",
-    "3. Compiles the schema and type info from the RAIL spec and adds it to the prompt.\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "From our RAIL string:\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Downloading the model. This may take a while the 1st time...\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Loading the model from checkpoint...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Lightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.1.2. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
-      "Encoder model frozen.\n"
-     ]
-    }
-   ],
-   "source": [
-    "# guard = gd.Guard.from_rail_string(rail_str)\n",
-    "\n",
-    "# Or a Pydantic model\n",
-    "guard = gd.Guard.from_pydantic(output_class=HighQualityTranslation, prompt=prompt)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We see the prompt that will be sent to the LLM:\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">\n",
-       "Translate the given statement into English:\n",
-       "\n",
-       "$<span style=\"font-weight: bold\">{</span>statement_to_be_translated<span style=\"font-weight: bold\">}</span>\n",
-       "\n",
-       "\n",
-       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
-       "\n",
-       "<span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">    &lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"translated_statement\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">description</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"Validate the translation quality of the given statement\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
-       "<span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"is-high-quality-translation\"</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">&lt;</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">output</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;</span>\n",
-       "\n",
-       "\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">ONLY return a valid JSON object </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #000000; text-decoration-color: #000000\">no other text is necessary</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">, where the key of the field in JSON is the `name` </span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">attribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">MUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and </span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">specific types. Be correct and concise.</span>\n",
-       "\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">Here are examples of simple </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span><span style=\"color: #000000; text-decoration-color: #000000\">XML, JSON</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\"> pairs that show the expected behavior:</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">- `&lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'two-words lower-case'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;` =&gt; `</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'example one'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">`</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">- `&lt;list </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'bar'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;&lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'upper-case'</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;&lt;</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">list</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;` =&gt; `</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">\"bar\"</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'STRING ONE'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'STRING TWO'</span><span style=\"color: #000000; text-decoration-color: #000000\">, etc.</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]}</span><span style=\"color: #000000; text-decoration-color: #000000\">`</span>\n",
-       "<span style=\"color: #000000; text-decoration-color: #000000\">- `&lt;object </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'baz'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;&lt;string </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"foo\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"capitalize two-words\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;&lt;integer </span><span style=\"color: #808000; text-decoration-color: #808000\">name</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"index\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #808000; text-decoration-color: #808000\">format</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"1-indexed\"</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span>\n",
-       "<span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;&lt;</span><span style=\"color: #800080; text-decoration-color: #800080\">/</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">object</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;` =</span><span style=\"font-weight: bold\">&gt;</span> `<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'baz'</span>: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'foo'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Some String'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'index'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"font-weight: bold\">}}</span>`\n",
-       "\n",
-       "\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\n",
-       "Translate the given statement into English:\n",
-       "\n",
-       "$\u001b[1m{\u001b[0mstatement_to_be_translated\u001b[1m}\u001b[0m\n",
-       "\n",
-       "\n",
-       "Given below is XML that describes the information to extract from this document and the tags to extract it into.\n",
-       "\n",
-       "\u001b[1m<\u001b[0m\u001b[1;95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m    <string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"translated_statement\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mdescription\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"Validate\u001b[0m\u001b[32m the translation quality of the given statement\"\u001b[0m\u001b[39m \u001b[0m\n",
-       "\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"is\u001b[0m\u001b[32m-high-quality-translation\"\u001b[0m\u001b[35m/\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\u001b[39m<\u001b[0m\u001b[35m/\u001b[0m\u001b[95moutput\u001b[0m\u001b[39m>\u001b[0m\n",
-       "\n",
-       "\n",
-       "\u001b[39mONLY return a valid JSON object \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mno other text is necessary\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m, where the key of the field in JSON is the `name` \u001b[0m\n",
-       "\u001b[39mattribute of the corresponding XML, and the value is of the type specified by the corresponding XML's tag. The JSON\u001b[0m\n",
-       "\u001b[39mMUST conform to the XML format, including any types and format requests e.g. requests for lists, objects and \u001b[0m\n",
-       "\u001b[39mspecific types. Be correct and concise.\u001b[0m\n",
-       "\n",
-       "\u001b[39mHere are examples of simple \u001b[0m\u001b[1;39m(\u001b[0m\u001b[39mXML, JSON\u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m pairs that show the expected behavior:\u001b[0m\n",
-       "\u001b[39m- `<string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'two-words lower-case'\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'foo'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'example one'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
-       "\u001b[39m- `<list \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'bar'\u001b[0m\u001b[39m><string \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'upper-case'\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mlist\u001b[0m\u001b[39m>` => `\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m\"bar\"\u001b[0m\u001b[39m: \u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'STRING ONE'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'STRING TWO'\u001b[0m\u001b[39m, etc.\u001b[0m\u001b[1;39m]\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m`\u001b[0m\n",
-       "\u001b[39m- `<object \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'baz'\u001b[0m\u001b[39m><string \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"foo\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"capitalize\u001b[0m\u001b[32m two-words\"\u001b[0m\u001b[39m \u001b[0m\u001b[35m/\u001b[0m\u001b[39m><integer \u001b[0m\u001b[33mname\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"index\"\u001b[0m\u001b[39m \u001b[0m\u001b[33mformat\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"1\u001b[0m\u001b[32m-indexed\"\u001b[0m\u001b[39m \u001b[0m\n",
-       "\u001b[35m/\u001b[0m\u001b[39m><\u001b[0m\u001b[35m/\u001b[0m\u001b[95mobject\u001b[0m\u001b[39m>` =\u001b[0m\u001b[1m>\u001b[0m `\u001b[1m{\u001b[0m\u001b[32m'baz'\u001b[0m: \u001b[1m{\u001b[0m\u001b[32m'foo'\u001b[0m: \u001b[32m'Some String'\u001b[0m, \u001b[32m'index'\u001b[0m: \u001b[1;36m1\u001b[0m\u001b[1m}\u001b[0m\u001b[1m}\u001b[0m`\n",
-       "\n",
-       "\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "print(guard.base_prompt)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Here, `statement_to_be_translated` is the the statement and will be provided by the user at runtime.\n"
+    "guard = Guard().use(HighQualityTranslation(on_fail=\"fix\"))\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 3: Wrap the LLM API call with `Guard`\n"
+    "## Step 2: Wrap the LLM API call with `Guard`\n"
    ]
   },
   {
@@ -308,35 +159,45 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "HTTP Request: POST https://api.openai.com/v1/completions \"HTTP/1.1 200 OK\"\n",
+      "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
       "GPU available: True (mps), used: False\n",
       "TPU available: False, using: 0 TPU cores\n",
       "IPU available: False, using: 0 IPUs\n",
-      "HPU available: False, using: 0 HPUs\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Translation quality: 0.8714022040367126\n"
+      "HPU available: False, using: 0 HPUs\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/setup.py:187: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
+      "\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:436: Consider setting `persistent_workers=True` in 'predict_dataloader' to speed up the dataloader worker initialization.\n",
+      "\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "Predicting DataLoader 0: 100%|██████████| 1/1 [00:00<00:00,  9.37it/s]\n"
      ]
     },
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Raw LLM Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">\"translated_statement\"</span>: <span style=\"color: #008000; text-decoration-color: #008000\">\"I have no idea what I should write here.\"</span><span style=\"font-weight: bold\">}</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Raw LLM Output: I have no idea what I should write here.\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "Raw LLM Output: \u001b[1m{\u001b[0m\u001b[32m\"translated_statement\"\u001b[0m: \u001b[32m\"I have no idea what I should write here.\"\u001b[0m\u001b[1m}\u001b[0m\n"
+       "Raw LLM Output: I have no idea what I should write here.\n"
       ]
      },
      "metadata": {},
@@ -345,11 +206,11 @@
     {
      "data": {
       "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: <span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'translated_statement'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'I have no idea what I should write here.'</span><span style=\"font-weight: bold\">}</span>\n",
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Validated Output: I have no idea what I should write here.\n",
        "</pre>\n"
       ],
       "text/plain": [
-       "Validated Output: \u001b[1m{\u001b[0m\u001b[32m'translated_statement'\u001b[0m: \u001b[32m'I have no idea what I should write here.'\u001b[0m\u001b[1m}\u001b[0m\n"
+       "Validated Output: I have no idea what I should write here.\n"
       ]
      },
      "metadata": {},
@@ -359,17 +220,18 @@
    "source": [
     "statement = \"Ich habe keine Ahnung, was ich hier schreiben soll.\"\n",
     "\n",
-    "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
+    "res = guard(\n",
+    "    openai.chat.completions.create,\n",
+    "    prompt=prompt,\n",
     "    prompt_params={\"statement_to_be_translated\": statement},\n",
     "    metadata={\"translation_source\": statement},\n",
-    "    model=\"text-davinci-003\",\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=1024,\n",
     "    temperature=0,\n",
     ")\n",
     "\n",
-    "print(f\"Raw LLM Output: {raw_llm_response}\")\n",
-    "print(f\"Validated Output: {validated_response}\")"
+    "print(f\"Raw LLM Output: {res.raw_llm_output}\")\n",
+    "print(f\"Validated Output: {res.validated_output}\")"
    ]
   },
   {
@@ -382,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
@@ -396,42 +258,18 @@
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│ Ich habe keine Ahnung, was ich hier schreiben soll.                                                     │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ Given below is XML that describes the information to extract from this document and the tags to extract │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ it into.                                                                                                │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;output&gt;                                                                                                │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│     &lt;string name=\"translated_statement\" description=\"Validate the translation quality of the given      │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ statement\" format=\"is-high-quality-translation\"/&gt;                                                       │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ &lt;/output&gt;                                                                                               │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ ONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ `name` attribute of the corresponding XML, and the value is of the type specified by the corresponding  │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ XML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g.        │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ requests for lists, objects and specific types. Be correct and concise.                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ Here are examples of simple (XML, JSON) pairs that show the expected behavior:                          │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;string name='foo' format='two-words lower-case' /&gt;` =&gt; `{'foo': 'example one'}`                     │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;list name='bar'&gt;&lt;string format='upper-case' /&gt;&lt;/list&gt;` =&gt; `{\"bar\": ['STRING ONE', 'STRING TWO',     │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ etc.]}`                                                                                                 │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ - `&lt;object name='baz'&gt;&lt;string name=\"foo\" format=\"capitalize two-words\" /&gt;&lt;integer name=\"index\"          │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ format=\"1-indexed\" /&gt;&lt;/object&gt;` =&gt; `{'baz': {'foo': 'Some String', 'index': 1}}`                        │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│ Json Output:                                                                                            │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
-       "    │ <span style=\"background-color: #f0f8ff\">│                                                                                                         │</span> │\n",
        "    │ <span style=\"background-color: #f0f8ff\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╭───────────────────────────────────────────── Instructions ──────────────────────────────────────────────╮</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">│ You are a helpful assistant, expressing yourself through a string.                                      │</span> │\n",
+       "    │ <span style=\"background-color: #fff0f2\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╭──────────────────────────────────────────── Message History ────────────────────────────────────────────╮</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">│ No message history.                                                                                     │</span> │\n",
        "    │ <span style=\"background-color: #e7dfeb\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╭──────────────────────────────────────────── Raw LLM Output ─────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f5f5dc\">│ {\"translated_statement\": \"I have no idea what I should write here.\"}                                    │</span> │\n",
+       "    │ <span style=\"background-color: #f5f5dc\">│ I have no idea what I should write here.                                                                │</span> │\n",
        "    │ <span style=\"background-color: #f5f5dc\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╭─────────────────────────────────────────── Validated Output ────────────────────────────────────────────╮</span> │\n",
-       "    │ <span style=\"background-color: #f0fff0\">│ {'translated_statement': 'I have no idea what I should write here.'}                                    │</span> │\n",
+       "    │ <span style=\"background-color: #f0fff0\">│ 'I have no idea what I should write here.'                                                              │</span> │\n",
        "    │ <span style=\"background-color: #f0fff0\">╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯</span> │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n",
        "</pre>\n"
@@ -445,42 +283,18 @@
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mIch habe keine Ahnung, was ich hier schreiben soll.\u001b[0m\u001b[48;2;240;248;255m                                                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mGiven below is XML that describes the information to extract from this document and the tags to extract\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mit into.\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m<output>\u001b[0m\u001b[48;2;240;248;255m                                                                                               \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m    <string name=\"translated_statement\" description=\"Validate the translation quality of the given \u001b[0m\u001b[48;2;240;248;255m    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mstatement\" format=\"is-high-quality-translation\"/>\u001b[0m\u001b[48;2;240;248;255m                                                      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m</output>\u001b[0m\u001b[48;2;240;248;255m                                                                                              \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mONLY return a valid JSON object (no other text is necessary), where the key of the field in JSON is the\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m`name` attribute of the corresponding XML, and the value is of the type specified by the corresponding \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mXML's tag. The JSON MUST conform to the XML format, including any types and format requests e.g. \u001b[0m\u001b[48;2;240;248;255m      \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mrequests for lists, objects and specific types. Be correct and concise.\u001b[0m\u001b[48;2;240;248;255m                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mHere are examples of simple (XML, JSON) pairs that show the expected behavior:\u001b[0m\u001b[48;2;240;248;255m                         \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<string name='foo' format='two-words lower-case' />` => `{'foo': 'example one'}`\u001b[0m\u001b[48;2;240;248;255m                    \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<list name='bar'><string format='upper-case' /></list>` => `{\"bar\": ['STRING ONE', 'STRING TWO', \u001b[0m\u001b[48;2;240;248;255m   \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255metc.]}`\u001b[0m\u001b[48;2;240;248;255m                                                                                                \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m- `<object name='baz'><string name=\"foo\" format=\"capitalize two-words\" /><integer name=\"index\" \u001b[0m\u001b[48;2;240;248;255m        \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mformat=\"1-indexed\" /></object>` => `{'baz': {'foo': 'Some String', 'index': 1}}`\u001b[0m\u001b[48;2;240;248;255m                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255mJson Output:\u001b[0m\u001b[48;2;240;248;255m                                                                                           \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
-       "    │ \u001b[48;2;240;248;255m│\u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m                                                                                                       \u001b[0m\u001b[48;2;240;248;255m \u001b[0m\u001b[48;2;240;248;255m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;248;255m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╭─\u001b[0m\u001b[48;2;255;240;242m────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m Instructions \u001b[0m\u001b[48;2;255;240;242m─────────────────────────────────────────────\u001b[0m\u001b[48;2;255;240;242m─╮\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m│\u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242mYou are a helpful assistant, expressing yourself through a string.\u001b[0m\u001b[48;2;255;240;242m                                     \u001b[0m\u001b[48;2;255;240;242m \u001b[0m\u001b[48;2;255;240;242m│\u001b[0m │\n",
+       "    │ \u001b[48;2;255;240;242m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╭─\u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m Message History \u001b[0m\u001b[48;2;231;223;235m───────────────────────────────────────────\u001b[0m\u001b[48;2;231;223;235m─╮\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m│\u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235mNo message history.\u001b[0m\u001b[48;2;231;223;235m                                                                                    \u001b[0m\u001b[48;2;231;223;235m \u001b[0m\u001b[48;2;231;223;235m│\u001b[0m │\n",
        "    │ \u001b[48;2;231;223;235m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╭─\u001b[0m\u001b[48;2;245;245;220m───────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m Raw LLM Output \u001b[0m\u001b[48;2;245;245;220m────────────────────────────────────────────\u001b[0m\u001b[48;2;245;245;220m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m{\"translated_statement\": \"I have no idea what I should write here.\"}\u001b[0m\u001b[48;2;245;245;220m                                   \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
+       "    │ \u001b[48;2;245;245;220m│\u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220mI have no idea what I should write here.\u001b[0m\u001b[48;2;245;245;220m                                                               \u001b[0m\u001b[48;2;245;245;220m \u001b[0m\u001b[48;2;245;245;220m│\u001b[0m │\n",
        "    │ \u001b[48;2;245;245;220m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╭─\u001b[0m\u001b[48;2;240;255;240m──────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m Validated Output \u001b[0m\u001b[48;2;240;255;240m───────────────────────────────────────────\u001b[0m\u001b[48;2;240;255;240m─╮\u001b[0m │\n",
-       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m{'translated_statement': 'I have no idea what I should write here.'}\u001b[0m\u001b[48;2;240;255;240m                                   \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
+       "    │ \u001b[48;2;240;255;240m│\u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m'I have no idea what I should write here.'\u001b[0m\u001b[48;2;240;255;240m                                                             \u001b[0m\u001b[48;2;240;255;240m \u001b[0m\u001b[48;2;240;255;240m│\u001b[0m │\n",
        "    │ \u001b[48;2;240;255;240m╰─────────────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m │\n",
        "    ╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯\n"
       ]
@@ -505,71 +319,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Downloading the model. This may take a while the 1st time...\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Loading the model from checkpoint...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Lightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.1.2. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
-      "Encoder model frozen.\n",
-      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.11/site-packages/pytorch_lightning/core/saving.py:177: Found keys that are not in the model state dict but in the checkpoint: ['encoder.model.embeddings.position_ids']\n",
-      "\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Downloading the model. This may take a while the 1st time...\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "Loading the model from checkpoint...\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "Lightning automatically upgraded your loaded checkpoint from v1.8.2 to v2.1.2. To apply the upgrade to your files permanently, run `python -m pytorch_lightning.utilities.upgrade_checkpoint ../../../../.cache/huggingface/hub/models--Unbabel--wmt22-cometkiwi-da/snapshots/b3a8aea5a5fc22db68a554b92b3d96eb6ea75cc9/checkpoints/model.ckpt`\n",
-      "Encoder model frozen.\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Test with validation method 'full'\n",
-    "guard = gd.Guard.from_string(\n",
-    "    validators=[HighQualityTranslation(on_fail=\"fix\")],\n",
-    "    description=\"Validate the translation quality of the given statement\",\n",
-    ")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
@@ -579,41 +329,26 @@
       "GPU available: True (mps), used: False\n",
       "TPU available: False, using: 0 TPU cores\n",
       "IPU available: False, using: 0 IPUs\n",
-      "HPU available: False, using: 0 HPUs\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Translation quality: 0.4143548011779785\n"
+      "HPU available: False, using: 0 HPUs\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/setup.py:187: GPU available but not used. You can set it by doing `Trainer(accelerator='gpu')`.\n",
+      "\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/pytorch_lightning/trainer/connectors/data_connector.py:436: Consider setting `persistent_workers=True` in 'predict_dataloader' to speed up the dataloader worker initialization.\n",
+      "\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:441: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "/Users/zaydsimjee/workspace/guardrails/.venv/lib/python3.10/site-packages/transformers/utils/generic.py:309: UserWarning: torch.utils._pytree._register_pytree_node is deprecated. Please use torch.utils._pytree.register_pytree_node instead.\n",
+      "  _torch_pytree._register_pytree_node(\n",
+      "Predicting DataLoader 0: 100%|██████████| 1/1 [00:00<00:00,  8.27it/s]\n"
      ]
     },
-    {
-     "data": {
-      "text/html": [
-       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">ValidationOutcome</span><span style=\"font-weight: bold\">(</span>\n",
-       "    <span style=\"color: #808000; text-decoration-color: #808000\">raw_llm_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"It's such a beautiful day, I'm going to the beach.\"</span>,\n",
-       "    <span style=\"color: #808000; text-decoration-color: #808000\">validated_output</span>=<span style=\"color: #008000; text-decoration-color: #008000\">''</span>,\n",
-       "    <span style=\"color: #808000; text-decoration-color: #808000\">reask</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
-       "    <span style=\"color: #808000; text-decoration-color: #808000\">validation_passed</span>=<span style=\"color: #00ff00; text-decoration-color: #00ff00; font-style: italic\">True</span>,\n",
-       "    <span style=\"color: #808000; text-decoration-color: #808000\">error</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>\n",
-       "<span style=\"font-weight: bold\">)</span>\n",
-       "</pre>\n"
-      ],
-      "text/plain": [
-       "\u001b[1;35mValidationOutcome\u001b[0m\u001b[1m(\u001b[0m\n",
-       "    \u001b[33mraw_llm_output\u001b[0m=\u001b[32m\"It\u001b[0m\u001b[32m's such a beautiful day, I'm going to the beach.\"\u001b[0m,\n",
-       "    \u001b[33mvalidated_output\u001b[0m=\u001b[32m''\u001b[0m,\n",
-       "    \u001b[33mreask\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
-       "    \u001b[33mvalidation_passed\u001b[0m=\u001b[3;92mTrue\u001b[0m,\n",
-       "    \u001b[33merror\u001b[0m=\u001b[3;35mNone\u001b[0m\n",
-       "\u001b[1m)\u001b[0m\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
     {
      "data": {
       "text/html": [
@@ -654,14 +389,13 @@
     ")\n",
     "\n",
     "# Print the output\n",
-    "print(output)\n",
     "print(f\"Raw LLM Output: {output.raw_llm_output}\")\n",
     "print(f\"Validated Output: {output.validated_output}\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 37,
    "metadata": {},
    "outputs": [
     {
@@ -736,7 +470,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.10.0"
   }
  },
  "nbformat": 4,
diff --git a/docs/examples/valid_chess_moves.ipynb b/docs/examples/valid_chess_moves.ipynb
index 46b5a5c44..57980d31d 100644
--- a/docs/examples/valid_chess_moves.ipynb
+++ b/docs/examples/valid_chess_moves.ipynb
@@ -339,13 +339,13 @@
     "import openai\n",
     "\n",
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
+    "    openai.chat.completions.create,\n",
     "    prompt_params={\n",
     "        \"board_state\": str(board.move_stack)\n",
     "        if board.move_stack\n",
     "        else \"Starting position.\"\n",
     "    },\n",
-    "    model=\"text-davinci-003\",\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0.3,\n",
     ")"
@@ -476,13 +476,13 @@
    ],
    "source": [
     "raw_llm_response, validated_response, *rest = guard(\n",
-    "    openai.completions.create,\n",
+    "    openai.chat.completions.create,\n",
     "    prompt_params={\n",
     "        \"board_state\": str(board.move_stack)\n",
     "        if board.move_stack\n",
     "        else \"Starting position.\"\n",
     "    },\n",
-    "    model=\"text-davinci-003\",\n",
+    "    model=\"gpt-3.5-turbo\",\n",
     "    max_tokens=2048,\n",
     "    temperature=0.3,\n",
     ")"
diff --git a/docs/examples/value_within_distribution.ipynb b/docs/examples/value_within_distribution.ipynb
index d2f5fc530..15192ed00 100644
--- a/docs/examples/value_within_distribution.ipynb
+++ b/docs/examples/value_within_distribution.ipynb
@@ -2,9 +2,32 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Installing hub:\u001b[35m/\u001b[0m\u001b[35m/guardrails/\u001b[0m\u001b[95msimilar_to_previous_values...\u001b[0m\n",
+      "\u001b[2K\u001b[32m[=   ]\u001b[0m Fetching manifestst\n",
+      "\u001b[2K\u001b[32m[==  ]\u001b[0m Downloading dependencies  Running command git clone --filter=blob:none --quiet https://github.com/guardrails-ai/similar_to_previous_values.git /private/var/folders/w2/ssf16z690zd7_4dggw0y5s_m0000gn/T/pip-req-build-8nvu7jlq\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Downloading dependencies\n",
+      "\u001b[2K\u001b[32m[ ===]\u001b[0m Running post-install setuptall setup/Users/calebcourier/Projects/gr-mono/guardrails/docs/examples/.venv/lib/python3.11/site-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
+      "  warnings.warn(\n",
+      "\u001b[2K\u001b[32m[  ==]\u001b[0m Running post-install setup\n",
+      "\u001b[1A\u001b[2K✅Successfully installed guardrails/similar_to_previous_values!\n",
+      "\n",
+      "\n",
+      "\u001b[1mImport validator:\u001b[0m\n",
+      "from guardrails.hub import SimilarToPreviousValues\n",
+      "\n",
+      "\u001b[1mGet more info:\u001b[0m\n",
+      "\u001b[4;94mhttps://hub.guardrailsai.com/validator/guardrails/similar_to_previous_values\u001b[0m\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "!guardrails hub install hub://guardrails/similar_to_previous_values"
    ]
@@ -26,26 +49,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import guardrails as gd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [],
    "source": [
     "# Create the Guard with the SimilarToList validator\n",
+    "from typing import Union\n",
+    "from pydantic import BaseModel, Field\n",
+    "from guardrails import Guard\n",
     "from guardrails.hub import SimilarToPreviousValues\n",
     "\n",
-    "guard = gd.Guard.from_string(\n",
-    "    validators=[SimilarToPreviousValues(standard_deviations=2, threshold=0.2, on_fail=\"fix\")],\n",
-    "    description=\"testmeout\",\n",
-    ")"
+    "\n",
+    "class MyModel(BaseModel):\n",
+    "    value: int = Field(validators=[SimilarToPreviousValues(standard_deviations=2, threshold=0.8, on_fail=\"fix\")])\n",
+    "\n",
+    "guard = Guard.from_pydantic(MyModel)"
    ]
   },
   {
@@ -57,21 +75,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "3\n"
+      "{'value': 3}\n"
      ]
     }
    ],
    "source": [
     "# Test with a value that is within the distribution\n",
     "output = guard.parse(\n",
-    "    llm_output='3',\n",
+    "    llm_output='{ \"value\": 3 }',\n",
     "    metadata={\"prev_values\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]},\n",
     ")\n",
     "\n",
@@ -87,7 +105,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -101,7 +119,7 @@
    "source": [
     "# Test with a value that is outside the distribution\n",
     "output = guard.parse(\n",
-    "    llm_output='300',\n",
+    "    llm_output='{ \"value\": 300 }',\n",
     "    metadata={\"prev_values\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]},\n",
     ")\n",
     "\n",
@@ -124,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 31,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -142,12 +160,14 @@
     "    )\n",
     "    embeddings = response.data[0].embedding\n",
     "    # response[\"data\"][0][\"embedding\"]\n",
-    "    return np.array(embeddings)"
+    "    return np.array(embeddings)\n",
+    "\n",
+    "guard = Guard().use(SimilarToPreviousValues(standard_deviations=2, threshold=0.8, on_fail=\"fix\"))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -184,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
@@ -236,7 +256,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.6"
+   "version": "3.11.9"
   },
   "orig_nbformat": 4
  },
diff --git a/guardrails/api_client.py b/guardrails/api_client.py
index bf8b7323b..55af0fdaf 100644
--- a/guardrails/api_client.py
+++ b/guardrails/api_client.py
@@ -1,9 +1,11 @@
+import json
 import os
-from typing import Optional
+from typing import Generator, Optional
 
+import requests
 from guardrails_api_client import AuthenticatedClient
 from guardrails_api_client.api.guard import update_guard, validate
-from guardrails_api_client.models import Guard, ValidatePayload
+from guardrails_api_client.models import Guard, ValidatePayload, ValidationOutput
 from guardrails_api_client.types import UNSET
 from httpx import Timeout
 
@@ -49,3 +51,34 @@ def validate(
             body=payload,
             x_openai_api_key=_openai_api_key,
         )
+
+    def stream_validate(
+        self,
+        guard: Guard,
+        payload: ValidatePayload,
+        openai_api_key: Optional[str] = None,
+    ) -> Generator[ValidationOutput, None, None]:
+        _openai_api_key = (
+            openai_api_key
+            if openai_api_key is not None
+            else os.environ.get("OPENAI_API_KEY", UNSET)
+        )
+
+        url = f"{self.base_url}/guards/{guard.name}/validate"
+        headers = {
+            "Content-Type": "application/json",
+            "x-openai-api-key": _openai_api_key,
+        }
+
+        s = requests.Session()
+
+        with s.post(url, json=payload.to_dict(), headers=headers, stream=True) as resp:
+            for line in resp.iter_lines():
+                if not resp.ok:
+                    raise ValueError(
+                        f"status_code: {resp.status_code}"
+                        " reason: {resp.reason} text: {resp.text}"
+                    )
+                if line:
+                    json_output = json.loads(line)
+                    yield ValidationOutput.from_dict(json_output)
diff --git a/guardrails/async_guard.py b/guardrails/async_guard.py
index 77d5e5ccf..561edd2d3 100644
--- a/guardrails/async_guard.py
+++ b/guardrails/async_guard.py
@@ -2,6 +2,7 @@
 import inspect
 from typing import (
     Any,
+    AsyncIterable,
     Awaitable,
     Callable,
     Dict,
@@ -9,16 +10,24 @@
     List,
     Optional,
     Union,
+    cast,
 )
 
+from guardrails_api_client.models import ValidatePayload, ValidationOutput
+
 from guardrails import Guard
 from guardrails.classes import OT, ValidationOutcome
 from guardrails.classes.history import Call
 from guardrails.classes.history.call_inputs import CallInputs
 from guardrails.llm_providers import get_async_llm_ask, model_is_supported_server_side
 from guardrails.logger import set_scope
-from guardrails.run import AsyncRunner
-from guardrails.stores.context import set_call_kwargs, set_tracer, set_tracer_context
+from guardrails.run import AsyncRunner, AsyncStreamRunner
+from guardrails.stores.context import (
+    get_call_kwarg,
+    set_call_kwargs,
+    set_tracer,
+    set_tracer_context,
+)
 
 
 class AsyncGuard(Guard):
@@ -139,6 +148,7 @@ async def __call(
                 full_schema_reask=full_schema_reask,
                 args=list(args),
                 kwargs=kwargs,
+                stream=kwargs.get("stream"),
             )
             call_log = Call(inputs=call_inputs)
             set_scope(str(id(call_log)))
@@ -147,7 +157,7 @@ async def __call(
             if self._api_client is not None and model_is_supported_server_side(
                 llm_api, *args, **kwargs
             ):
-                return self._call_server(
+                result = self._call_server(
                     llm_api=llm_api,
                     num_reasks=self.num_reasks,
                     prompt_params=prompt_params,
@@ -156,30 +166,24 @@ async def __call(
                     *args,
                     **kwargs,
                 )
-
-            # If the LLM API is not async, fail
-            # FIXME: it seems like this check isn't actually working?
-            if not inspect.isawaitable(llm_api) and not inspect.iscoroutinefunction(
-                llm_api
-            ):
-                raise RuntimeError(
-                    f"The LLM API `{llm_api.__name__}` is not a coroutine. "
-                    "Please use an async LLM API."
+            else:
+                result = self._call_async(
+                    llm_api,
+                    prompt_params=prompt_params,
+                    num_reasks=self.num_reasks,
+                    prompt=prompt,
+                    instructions=instructions,
+                    msg_history=msg_history,
+                    metadata=metadata,
+                    full_schema_reask=full_schema_reask,
+                    call_log=call_log,
+                    *args,
+                    **kwargs,
                 )
-            # Otherwise, call the LLM
-            return await self._call_async(
-                llm_api,
-                prompt_params=prompt_params,
-                num_reasks=self.num_reasks,
-                prompt=prompt,
-                instructions=instructions,
-                msg_history=msg_history,
-                metadata=metadata,
-                full_schema_reask=full_schema_reask,
-                call_log=call_log,
-                *args,
-                **kwargs,
-            )
+
+            if inspect.isawaitable(result):
+                return await result
+            return result
 
         guard_context = contextvars.Context()
         return await guard_context.run(
@@ -210,7 +214,7 @@ async def _call_async(
         call_log: Call,
         *args,
         **kwargs,
-    ) -> ValidationOutcome[OT]:
+    ) -> Union[ValidationOutcome[OT], AsyncIterable[ValidationOutcome[OT]]]:
         """Call the LLM asynchronously and validate the output.
 
         Args:
@@ -238,24 +242,48 @@ async def _call_async(
                     "You must provide a prompt if msg_history is empty. "
                     "Alternatively, you can provide a prompt in the RAIL spec."
                 )
-
-        runner = AsyncRunner(
-            instructions=instructions_obj,
-            prompt=prompt_obj,
-            msg_history=msg_history_obj,
-            api=get_async_llm_ask(llm_api, *args, **kwargs),
-            prompt_schema=self.rail.prompt_schema,
-            instructions_schema=self.rail.instructions_schema,
-            msg_history_schema=self.rail.msg_history_schema,
-            output_schema=self.rail.output_schema,
-            num_reasks=num_reasks,
-            metadata=metadata,
-            base_model=self.base_model,
-            full_schema_reask=full_schema_reask,
-            disable_tracer=self._disable_tracer,
-        )
-        call = await runner.async_run(call_log=call_log, prompt_params=prompt_params)
-        return ValidationOutcome[OT].from_guard_history(call)
+        if kwargs.get("stream", False):
+            runner = AsyncStreamRunner(
+                instructions=instructions_obj,
+                prompt=prompt_obj,
+                msg_history=msg_history_obj,
+                api=get_async_llm_ask(llm_api, *args, **kwargs),
+                prompt_schema=self.rail.prompt_schema,
+                instructions_schema=self.rail.instructions_schema,
+                msg_history_schema=self.rail.msg_history_schema,
+                output_schema=self.rail.output_schema,
+                num_reasks=num_reasks,
+                metadata=metadata,
+                base_model=self.base_model,
+                full_schema_reask=full_schema_reask,
+                disable_tracer=self._disable_tracer,
+            )
+            # Here we have an async generator
+            async_generator = runner.async_run(
+                call_log=call_log, prompt_params=prompt_params
+            )
+            return async_generator
+
+        else:
+            runner = AsyncRunner(
+                instructions=instructions_obj,
+                prompt=prompt_obj,
+                msg_history=msg_history_obj,
+                api=get_async_llm_ask(llm_api, *args, **kwargs),
+                prompt_schema=self.rail.prompt_schema,
+                instructions_schema=self.rail.instructions_schema,
+                msg_history_schema=self.rail.msg_history_schema,
+                output_schema=self.rail.output_schema,
+                num_reasks=num_reasks,
+                metadata=metadata,
+                base_model=self.base_model,
+                full_schema_reask=full_schema_reask,
+                disable_tracer=self._disable_tracer,
+            )
+            call = await runner.async_run(
+                call_log=call_log, prompt_params=prompt_params
+            )
+            return ValidationOutcome[OT].from_guard_history(call)
 
     async def parse(
         self,
@@ -347,6 +375,7 @@ async def __parse(
                 full_schema_reask=full_schema_reask,
                 args=list(args),
                 kwargs=kwargs,
+                stream=kwargs.get("stream"),
             )
             call_log = Call(inputs=call_inputs)
             set_scope(str(id(call_log)))
@@ -366,31 +395,17 @@ async def __parse(
                     **kwargs,
                 )
 
-            # FIXME: checking not llm_api because it can still fall back on defaults and
-            # function as expected. We should handle this better.
-            if (
-                not llm_api
-                or inspect.iscoroutinefunction(llm_api)
-                or inspect.isasyncgenfunction(llm_api)
-            ):
-                return await self._async_parse(
-                    llm_output,
-                    metadata,
-                    llm_api=llm_api,
-                    num_reasks=self.num_reasks,
-                    prompt_params=prompt_params,
-                    full_schema_reask=full_schema_reask,
-                    call_log=call_log,
-                    *args,
-                    **kwargs,
-                )
-
-            else:
-                raise NotImplementedError(
-                    "AsyncGuard does not support non-async LLM APIs. "
-                    "Please use the synchronous API Guard or supply an asynchronous "
-                    "LLM API."
-                )
+            return await self._async_parse(
+                llm_output,
+                metadata,
+                llm_api=llm_api,
+                num_reasks=self.num_reasks,
+                prompt_params=prompt_params,
+                full_schema_reask=full_schema_reask,
+                call_log=call_log,
+                *args,
+                **kwargs,
+            )
 
         guard_context = contextvars.Context()
         return await guard_context.run(
@@ -447,3 +462,50 @@ async def _async_parse(
         call = await runner.async_run(call_log=call_log, prompt_params=prompt_params)
 
         return ValidationOutcome[OT].from_guard_history(call)
+
+    async def _stream_server_call(
+        self,
+        *,
+        payload: Dict[str, Any],
+        llm_output: Optional[str] = None,
+        num_reasks: Optional[int] = None,
+        prompt_params: Optional[Dict] = None,
+        metadata: Optional[Dict] = {},
+        full_schema_reask: Optional[bool] = True,
+        call_log: Optional[Call],
+    ) -> AsyncIterable[ValidationOutcome[OT]]:
+        # TODO: Once server side supports async streaming, this function will need to
+        # yield async generators, not generators
+        if self._api_client:
+            validation_output: Optional[ValidationOutput] = None
+            response = self._api_client.stream_validate(
+                guard=self,  # type: ignore
+                payload=ValidatePayload.from_dict(payload),
+                openai_api_key=get_call_kwarg("api_key"),
+            )
+            for fragment in response:
+                validation_output = fragment
+                if not validation_output:
+                    yield ValidationOutcome[OT](
+                        raw_llm_output=None,
+                        validated_output=None,
+                        validation_passed=False,
+                        error="The response from the server was empty!",
+                    )
+                yield ValidationOutcome[OT](
+                    raw_llm_output=validation_output.raw_llm_response,  # type: ignore
+                    validated_output=cast(OT, validation_output.validated_output),
+                    validation_passed=validation_output.result,
+                )
+            if validation_output:
+                self._construct_history_from_server_response(
+                    validation_output=validation_output,
+                    llm_output=llm_output,
+                    num_reasks=num_reasks,
+                    prompt_params=prompt_params,
+                    metadata=metadata,
+                    full_schema_reask=full_schema_reask,
+                    call_log=call_log,
+                )
+        else:
+            raise ValueError("Guard does not have an api client!")
diff --git a/guardrails/classes/history/call.py b/guardrails/classes/history/call.py
index 503cefb9a..6598e3c12 100644
--- a/guardrails/classes/history/call.py
+++ b/guardrails/classes/history/call.py
@@ -20,7 +20,7 @@
     sub_reasks_with_fixed_values,
 )
 from guardrails.utils.safe_get import get_value_from_path
-from guardrails.validator_base import Filter, Refrain
+from guardrails.validator_base import Filter, Refrain, ValidationResult
 
 
 # We can't inherit from Iteration because python
@@ -353,6 +353,7 @@ def failed_validations(self) -> Stack[ValidatorLogs]:
                 log
                 for log in self.validator_logs
                 if log.validation_result is not None
+                and isinstance(log.validation_result, ValidationResult)
                 and log.validation_result.outcome == "fail"
             ]
         )
diff --git a/guardrails/classes/history/inputs.py b/guardrails/classes/history/inputs.py
index fd9e6762a..07a34920e 100644
--- a/guardrails/classes/history/inputs.py
+++ b/guardrails/classes/history/inputs.py
@@ -46,3 +46,7 @@ class Inputs(ArbitraryModel):
         "or at the field level.",
         default=None,
     )
+    stream: Optional[bool] = Field(
+        description="Whether to use streaming.",
+        default=False,
+    )
diff --git a/guardrails/classes/history/iteration.py b/guardrails/classes/history/iteration.py
index 1eb9e12dd..a8fb67ada 100644
--- a/guardrails/classes/history/iteration.py
+++ b/guardrails/classes/history/iteration.py
@@ -15,6 +15,7 @@
 from guardrails.utils.logs_utils import ValidatorLogs
 from guardrails.utils.pydantic_utils import ArbitraryModel
 from guardrails.utils.reask_utils import ReAsk
+from guardrails.validator_base import ErrorSpan
 
 
 class Iteration(ArbitraryModel):
@@ -136,6 +137,13 @@ def reasks(self) -> Sequence[ReAsk]:
     def validator_logs(self) -> List[ValidatorLogs]:
         """The results of each individual validation performed on the LLM
         response during this iteration."""
+        if self.inputs.stream:
+            filtered_logs = [
+                log
+                for log in self.outputs.validator_logs
+                if log.validation_result and log.validation_result.validated_chunk
+            ]
+            return filtered_logs
         return self.outputs.validator_logs
 
     @property
@@ -155,6 +163,14 @@ def failed_validations(self) -> List[ValidatorLogs]:
         iteration."""
         return self.outputs.failed_validations
 
+    @property
+    def error_spans_in_output(self) -> List[ErrorSpan]:
+        """The error spans from the LLM response.
+
+        These indices are relative to the complete LLM output.
+        """
+        return self.outputs.error_spans_in_output
+
     @property
     def status(self) -> str:
         """Representation of the end state of this iteration.
diff --git a/guardrails/classes/history/outputs.py b/guardrails/classes/history/outputs.py
index 9d4d19544..ead39de20 100644
--- a/guardrails/classes/history/outputs.py
+++ b/guardrails/classes/history/outputs.py
@@ -8,7 +8,7 @@
 from guardrails.utils.logs_utils import ValidatorLogs
 from guardrails.utils.pydantic_utils import ArbitraryModel
 from guardrails.utils.reask_utils import ReAsk
-from guardrails.validator_base import FailResult
+from guardrails.validator_base import ErrorSpan, FailResult, ValidationResult
 
 
 class Outputs(ArbitraryModel):
@@ -71,10 +71,36 @@ def failed_validations(self) -> List[ValidatorLogs]:
                 log
                 for log in self.validator_logs
                 if log.validation_result is not None
+                and isinstance(log.validation_result, ValidationResult)
                 and log.validation_result.outcome == "fail"
             ]
         )
 
+    @property
+    def error_spans_in_output(self) -> List[ErrorSpan]:
+        """The error spans from the LLM response.
+
+        These indices are relative to the complete LLM output.
+        """
+        total_len = 0
+        spans_in_output = []
+        for log in self.validator_logs:
+            result = log.validation_result
+            if isinstance(result, FailResult):
+                if result.error_spans is not None:
+                    for error_span in result.error_spans:
+                        spans_in_output.append(
+                            ErrorSpan(
+                                start=error_span.start + total_len,
+                                end=error_span.end + total_len,
+                                reason=error_span.reason,
+                            )
+                        )
+            if isinstance(result, ValidationResult):
+                if result and result.validated_chunk is not None:
+                    total_len += len(result.validated_chunk)
+        return spans_in_output
+
     @property
     def status(self) -> str:
         """Representation of the end state of the validation run.
diff --git a/guardrails/cli/hub/install.py b/guardrails/cli/hub/install.py
index d4d94ad6f..931b2383f 100644
--- a/guardrails/cli/hub/install.py
+++ b/guardrails/cli/hub/install.py
@@ -156,6 +156,7 @@ def install_hub_module(
         flags=[f"--path={install_directory}"],
         format=json_format,
         quiet=quiet,
+        no_color=True,
     )
 
     # throw if inspect_output is a string. Mostly for pyright
@@ -169,7 +170,7 @@ def install_hub_module(
         .get("metadata", {})  # type: ignore
         .get("requires_dist", [])  # type: ignore
     )
-    requirements = filter(lambda dep: "extra" not in dep, dependencies)
+    requirements = list(filter(lambda dep: "extra" not in dep, dependencies))
     for req in requirements:
         if "git+" in req:
             install_spec = req.replace(" ", "")
diff --git a/guardrails/cli/hub/utils.py b/guardrails/cli/hub/utils.py
index 384e76ee2..6c0b2d968 100644
--- a/guardrails/cli/hub/utils.py
+++ b/guardrails/cli/hub/utils.py
@@ -1,5 +1,6 @@
 import json
 import os
+import re
 import subprocess
 import sys
 from email.parser import BytesHeaderParser
@@ -20,33 +21,44 @@ def pip_process(
     flags: List[str] = [],
     format: Union[Literal["string"], Literal["json"]] = string_format,
     quiet: bool = False,
+    no_color: bool = False,
 ) -> Union[str, dict]:
     try:
         if not quiet:
             logger.debug(f"running pip {action} {' '.join(flags)} {package}")
-        command = [sys.executable, "-m", "pip", action] + flags
+        command = [sys.executable, "-m", "pip", action]
+        command.extend(flags)
         if package:
             command.append(package)
 
+        env = dict(os.environ)
+        if no_color:
+            env["NO_COLOR"] = "true"
         if not quiet:
             logger.debug(f"decoding output from pip {action} {package}")
-            output = subprocess.check_output(command)
+            output = subprocess.check_output(command, env=env)
         else:
-            output = subprocess.check_output(command, stderr=subprocess.DEVNULL)
+            output = subprocess.check_output(
+                command, stderr=subprocess.DEVNULL, env=env
+            )
 
         if format == json_format:
             parsed = BytesHeaderParser().parsebytes(output)
             try:
-                return json.loads(str(parsed))
+                remove_color_codes = re.compile(r"\x1b\[[0-9;]*m")
+                parsed_as_string = re.sub(
+                    remove_color_codes, "", parsed.as_string().strip()
+                )
+                return json.loads(parsed_as_string)
             except Exception:
                 logger.debug(
                     f"JSON parse exception in decoding output from pip \
 {action} {package}. Falling back to accumulating the byte stream",
                 )
-                accumulator = {}
-                for key, value in parsed.items():
-                    accumulator[key] = value
-                return accumulator
+            accumulator = {}
+            for key, value in parsed.items():
+                accumulator[key] = value
+            return accumulator
         return str(output.decode())
     except subprocess.CalledProcessError as exc:
         logger.error(
diff --git a/guardrails/cli/server/module_manifest.py b/guardrails/cli/server/module_manifest.py
index 454d718a8..61a5c7ccf 100644
--- a/guardrails/cli/server/module_manifest.py
+++ b/guardrails/cli/server/module_manifest.py
@@ -28,6 +28,13 @@ class ModuleTags(Serializeable):
     process_requirements: Optional[List[str]] = field(default_factory=list)
 
 
+@dataclass
+class ModelAuth(Serializeable):
+    type: str
+    name: str
+    displayName: Optional[str] = None
+
+
 @dataclass
 class ModuleManifest(Serializeable):
     id: str
@@ -43,6 +50,7 @@ class ModuleManifest(Serializeable):
     requires_auth: Optional[bool] = True
     post_install: Optional[str] = None
     index: Optional[str] = None
+    required_model_auth: Optional[List[ModelAuth]] = field(default_factory=list)
 
     # @override
     @classmethod
diff --git a/guardrails/document_store.py b/guardrails/document_store.py
index 4a9a31298..8e6ad7c25 100644
--- a/guardrails/document_store.py
+++ b/guardrails/document_store.py
@@ -238,21 +238,23 @@ def get_pages_for_for_indexes(self, indexes: List[int]) -> List[Page]:
 except ImportError:
 
     class FallbackEphemeralDocumentStore:
-        def __init__(self):
+        def __init__(self, *args, **kwargs):
+            # Why don't we just raise this when the import
+            # error occurs instead of at runtime?
             raise ImportError(
                 "SQLAlchemy is required for EphemeralDocumentStore"
                 "Please install it using `poetry add SqlAlchemy`"
             )
 
     class FallbackSQLDocument:
-        def __init__(self):
+        def __init__(self, *args, **kwargs):
             raise ImportError(
                 "SQLAlchemy is required for SQLDocument"
                 "Please install it using `poetry add SqlAlchemy`"
             )
 
     class FallbackSQLMetadataStore:
-        def __init__(self):
+        def __init__(self, *args, **kwargs):
             raise ImportError(
                 "SQLAlchemy is required for SQLMetadataStore"
                 "Please install it using `poetry add SqlAlchemy`"
diff --git a/guardrails/guard.py b/guardrails/guard.py
index 63e9e6da9..f8fc4627b 100644
--- a/guardrails/guard.py
+++ b/guardrails/guard.py
@@ -10,6 +10,7 @@
     Awaitable,
     Callable,
     Dict,
+    Generator,
     Generic,
     Iterable,
     List,
@@ -66,6 +67,7 @@
     set_tracer,
     set_tracer_context,
 )
+from guardrails.utils.api_utils import extract_serializeable_metadata
 from guardrails.utils.hub_telemetry_utils import HubTelemetry
 from guardrails.utils.llm_response import LLMResponse
 from guardrails.utils.reask_utils import FieldReAsk
@@ -146,18 +148,7 @@ def __init__(
         self.description = description
         self.name = name
 
-        api_key = os.environ.get("GUARDRAILS_API_KEY")
-        if api_key is not None:
-            if self.name is None:
-                self.name = f"gr-{str(self._guard_id)}"
-                logger.warn("Warning: No name passed to guard!")
-                logger.warn(
-                    "Use this auto-generated name to re-use this guard: {name}".format(
-                        name=self.name
-                    )
-                )
-            self._api_client = GuardrailsApiClient(api_key=api_key)
-            self.upsert_guard()
+        self._save()
 
     @property
     @deprecated(
@@ -643,6 +634,7 @@ def __call(
                 full_schema_reask=full_schema_reask,
                 args=list(args),
                 kwargs=kwargs,
+                stream=kwargs.get("stream"),
             )
             call_log = Call(inputs=call_inputs)
             set_scope(str(id(call_log)))
@@ -653,8 +645,12 @@ def __call(
             ):
                 return self._call_server(
                     llm_api=llm_api,
-                    num_reasks=self.num_reasks,
                     prompt_params=prompt_params,
+                    num_reasks=self.num_reasks,
+                    prompt=prompt,
+                    instructions=instructions,
+                    msg_history=msg_history,
+                    metadata=metadata,
                     full_schema_reask=full_schema_reask,
                     call_log=call_log,
                     *args,
@@ -999,6 +995,7 @@ def __parse(
                 full_schema_reask=full_schema_reask,
                 args=list(args),
                 kwargs=kwargs,
+                stream=kwargs.get("stream"),
             )
             call_log = Call(inputs=call_inputs)
             set_scope(str(id(call_log)))
@@ -1009,6 +1006,7 @@ def __parse(
             ):
                 return self._call_server(
                     llm_output=llm_output,
+                    metadata=metadata,
                     llm_api=llm_api,
                     num_reasks=self.num_reasks,
                     prompt_params=prompt_params,
@@ -1148,6 +1146,18 @@ async def _async_parse(
 
         return ValidationOutcome[OT].from_guard_history(call)
 
+    def error_spans_in_output(self):
+        try:
+            call = self.history.last
+            if call:
+                iter = call.iterations.last
+                if iter:
+                    llm_spans = iter.error_spans_in_output
+                    return llm_spans
+            return []
+        except (AttributeError, TypeError):
+            return []
+
     @deprecated(
         """The `with_prompt_validation` method is deprecated,
         and will be removed in 0.5.x. Instead, please use
@@ -1295,6 +1305,7 @@ def use(
         """
         hydrated_validator = get_validator(validator, *args, **kwargs)
         self.__add_validator(hydrated_validator, on=on)
+        self._save()
         return self
 
     @overload
@@ -1336,6 +1347,7 @@ def use_many(
         for v in validators:
             hydrated_validator = get_validator(v)
             self.__add_validator(hydrated_validator, on=on)
+        self._save()
         return self
 
     def validate(self, llm_output: str, *args, **kwargs) -> ValidationOutcome[str]:
@@ -1358,6 +1370,7 @@ def validate(self, llm_output: str, *args, **kwargs) -> ValidationOutcome[str]:
                 if self.rail.output_schema.reask_instructions_template
                 else None,
             )
+            self._save()
 
         return self.parse(llm_output=llm_output, *args, **kwargs)
 
@@ -1417,39 +1430,114 @@ def upsert_guard(self):
         else:
             raise ValueError("Guard does not have an api client!")
 
-    def _call_server(
+    def _construct_history_from_server_response(
         self,
-        *args,
-        llm_output: Optional[str] = None,
+        *,
+        validation_output: Optional[ValidationOutput] = None,
         llm_api: Optional[Callable] = None,
+        llm_output: Optional[str] = None,
         num_reasks: Optional[int] = None,
         prompt_params: Optional[Dict] = None,
         metadata: Optional[Dict] = {},
         full_schema_reask: Optional[bool] = True,
         call_log: Optional[Call],
-        # prompt: Optional[str],
-        # instructions: Optional[str],
-        # msg_history: Optional[List[Dict]],
-        **kwargs,
+        stream: Optional[bool] = False,
     ):
+        call_log = call_log or Call()
+        if llm_api is not None:
+            llm_api = get_llm_ask(llm_api)
+            if asyncio.iscoroutinefunction(llm_api):
+                llm_api = get_async_llm_ask(llm_api)
+        session_history = (
+            validation_output.session_history
+            if validation_output is not None and validation_output.session_history
+            else []
+        )
+        history: History
+        for history in session_history:
+            history_events: Optional[List[HistoryEvent]] = (  # type: ignore
+                history.history if history.history != UNSET else None
+            )
+            if history_events is None:
+                continue
+
+            iterations = [
+                Iteration(
+                    inputs=Inputs(
+                        llm_api=llm_api,
+                        llm_output=llm_output,
+                        instructions=(
+                            Instructions(h.instructions) if h.instructions else None
+                        ),
+                        prompt=(
+                            Prompt(h.prompt.source)  # type: ignore
+                            if h.prompt is not None and h.prompt != UNSET
+                            else None
+                        ),
+                        prompt_params=prompt_params,
+                        num_reasks=(num_reasks or 0),
+                        metadata=metadata,
+                        full_schema_reask=full_schema_reask,
+                        stream=stream,
+                    ),
+                    outputs=Outputs(
+                        llm_response_info=LLMResponse(output=h.output),  # type: ignore
+                        raw_output=h.output,
+                        parsed_output=(
+                            h.parsed_output.to_dict()
+                            if isinstance(h.parsed_output, AnyObject)
+                            else h.parsed_output
+                        ),
+                        validation_output=(
+                            h.validated_output.to_dict()
+                            if isinstance(h.validated_output, AnyObject)
+                            else h.validated_output
+                        ),
+                        reasks=list(
+                            [
+                                FieldReAsk(
+                                    incorrect_value=r.to_dict().get("incorrect_value"),
+                                    path=r.to_dict().get("path"),
+                                    fail_results=[
+                                        FailResult(
+                                            error_message=r.to_dict().get(
+                                                "error_message"
+                                            ),
+                                            fix_value=r.to_dict().get("fix_value"),
+                                        )
+                                    ],
+                                )
+                                for r in h.reasks  # type: ignore
+                            ]
+                            if h.reasks != UNSET
+                            else []
+                        ),
+                    ),
+                )
+                for h in history_events
+            ]
+            call_log.iterations.extend(iterations)
+            if self.history.length == 0:
+                self.history.push(call_log)
+
+    def _single_server_call(
+        self,
+        *,
+        payload: Dict[str, Any],
+        llm_output: Optional[str] = None,
+        num_reasks: Optional[int] = None,
+        prompt_params: Optional[Dict] = None,
+        metadata: Optional[Dict] = {},
+        full_schema_reask: Optional[bool] = True,
+        call_log: Optional[Call],
+        stream: Optional[bool] = False,
+    ) -> ValidationOutcome[OT]:
         if self._api_client:
-            payload: Dict[str, Any] = {"args": list(args)}
-            payload.update(**kwargs)
-            if llm_output is not None:
-                payload["llmOutput"] = llm_output
-            if num_reasks is not None:
-                payload["numReasks"] = num_reasks
-            if prompt_params is not None:
-                payload["promptParams"] = prompt_params
-            if llm_api is not None:
-                payload["llmApi"] = get_llm_api_enum(llm_api)
-            # TODO: get enum for llm_api
-            validation_output: Optional[ValidationOutput] = self._api_client.validate(
+            validation_output: ValidationOutput = self._api_client.validate(
                 guard=self,  # type: ignore
                 payload=ValidatePayload.from_dict(payload),
                 openai_api_key=get_call_kwarg("api_key"),
             )
-
             if not validation_output:
                 return ValidationOutcome[OT](
                     raw_llm_output=None,
@@ -1457,86 +1545,16 @@ def _call_server(
                     validation_passed=False,
                     error="The response from the server was empty!",
                 )
-
-            call_log = call_log or Call()
-            if llm_api is not None:
-                llm_api = get_llm_ask(llm_api)
-                if asyncio.iscoroutinefunction(llm_api):
-                    llm_api = get_async_llm_ask(llm_api)
-            session_history = (
-                validation_output.session_history
-                if validation_output is not None and validation_output.session_history
-                else []
+            self._construct_history_from_server_response(
+                validation_output=validation_output,
+                llm_output=llm_output,
+                num_reasks=num_reasks,
+                prompt_params=prompt_params,
+                metadata=metadata,
+                full_schema_reask=full_schema_reask,
+                call_log=call_log,
+                stream=stream,
             )
-            history: History
-            for history in session_history:
-                history_events: Optional[List[HistoryEvent]] = (  # type: ignore
-                    history.history if history.history != UNSET else None
-                )
-                if history_events is None:
-                    continue
-
-                iterations = [
-                    Iteration(
-                        inputs=Inputs(
-                            llm_api=llm_api,
-                            llm_output=llm_output,
-                            instructions=(
-                                Instructions(h.instructions) if h.instructions else None
-                            ),
-                            prompt=(
-                                Prompt(h.prompt.source)  # type: ignore
-                                if h.prompt is not None and h.prompt != UNSET
-                                else None
-                            ),
-                            prompt_params=prompt_params,
-                            num_reasks=(num_reasks or 0),
-                            metadata=metadata,
-                            full_schema_reask=full_schema_reask,
-                        ),
-                        outputs=Outputs(
-                            llm_response_info=LLMResponse(
-                                output=h.output  # type: ignore
-                            ),
-                            raw_output=h.output,
-                            parsed_output=(
-                                h.parsed_output.to_dict()
-                                if isinstance(h.parsed_output, AnyObject)
-                                else h.parsed_output
-                            ),
-                            validation_output=(
-                                h.validated_output.to_dict()
-                                if isinstance(h.validated_output, AnyObject)
-                                else h.validated_output
-                            ),
-                            reasks=list(
-                                [
-                                    FieldReAsk(
-                                        incorrect_value=r.to_dict().get(
-                                            "incorrect_value"
-                                        ),
-                                        path=r.to_dict().get("path"),
-                                        fail_results=[
-                                            FailResult(
-                                                error_message=r.to_dict().get(
-                                                    "error_message"
-                                                ),
-                                                fix_value=r.to_dict().get("fix_value"),
-                                            )
-                                        ],
-                                    )
-                                    for r in h.reasks  # type: ignore
-                                ]
-                                if h.reasks != UNSET
-                                else []
-                            ),
-                        ),
-                    )
-                    for h in history_events
-                ]
-                call_log.iterations.extend(iterations)
-                if self.history.length == 0:
-                    self.history.push(call_log)
 
             # Our interfaces are too different for this to work right now.
             # Once we move towards shared interfaces for both the open source
@@ -1550,6 +1568,120 @@ def _call_server(
         else:
             raise ValueError("Guard does not have an api client!")
 
+    def _stream_server_call(
+        self,
+        *,
+        payload: Dict[str, Any],
+        llm_output: Optional[str] = None,
+        num_reasks: Optional[int] = None,
+        prompt_params: Optional[Dict] = None,
+        metadata: Optional[Dict] = {},
+        full_schema_reask: Optional[bool] = True,
+        call_log: Optional[Call],
+        stream: Optional[bool] = False,
+    ) -> Generator[ValidationOutcome[OT], None, None]:
+        if self._api_client:
+            validation_output: Optional[ValidationOutput] = None
+            response = self._api_client.stream_validate(
+                guard=self,  # type: ignore
+                payload=ValidatePayload.from_dict(payload),
+                openai_api_key=get_call_kwarg("api_key"),
+            )
+            for fragment in response:
+                validation_output = fragment
+                if not validation_output:
+                    yield ValidationOutcome[OT](
+                        raw_llm_output=None,
+                        validated_output=None,
+                        validation_passed=False,
+                        error="The response from the server was empty!",
+                    )
+                yield ValidationOutcome[OT](
+                    raw_llm_output=validation_output.raw_llm_response,  # type: ignore
+                    validated_output=cast(OT, validation_output.validated_output),
+                    validation_passed=validation_output.result,
+                )
+            if validation_output:
+                self._construct_history_from_server_response(
+                    validation_output=validation_output,
+                    llm_output=llm_output,
+                    num_reasks=num_reasks,
+                    prompt_params=prompt_params,
+                    metadata=metadata,
+                    full_schema_reask=full_schema_reask,
+                    call_log=call_log,
+                    stream=stream,
+                )
+        else:
+            raise ValueError("Guard does not have an api client!")
+
+    def _call_server(
+        self,
+        *args,
+        llm_output: Optional[str] = None,
+        llm_api: Optional[Callable] = None,
+        num_reasks: Optional[int] = None,
+        prompt_params: Optional[Dict] = None,
+        metadata: Optional[Dict] = {},
+        full_schema_reask: Optional[bool] = True,
+        call_log: Optional[Call],
+        **kwargs,
+    ) -> Union[ValidationOutcome[OT], Generator[ValidationOutcome[OT], None, None]]:
+        if self._api_client:
+            payload: Dict[str, Any] = {"args": list(args)}
+            payload.update(**kwargs)
+            if metadata:
+                payload["metadata"] = extract_serializeable_metadata(metadata)
+            if llm_output is not None:
+                payload["llmOutput"] = llm_output
+            if num_reasks is not None:
+                payload["numReasks"] = num_reasks
+            if prompt_params is not None:
+                payload["promptParams"] = prompt_params
+            if llm_api is not None:
+                payload["llmApi"] = get_llm_api_enum(llm_api, *args, **kwargs)
+
+            should_stream = kwargs.get("stream", False)
+            if should_stream:
+                return self._stream_server_call(
+                    payload=payload,
+                    llm_output=llm_output,
+                    num_reasks=num_reasks,
+                    prompt_params=prompt_params,
+                    metadata=metadata,
+                    full_schema_reask=full_schema_reask,
+                    call_log=call_log,
+                    stream=should_stream,
+                )
+            else:
+                return self._single_server_call(
+                    payload=payload,
+                    llm_output=llm_output,
+                    num_reasks=num_reasks,
+                    prompt_params=prompt_params,
+                    metadata=metadata,
+                    full_schema_reask=full_schema_reask,
+                    call_log=call_log,
+                    stream=should_stream,
+                )
+        else:
+            raise ValueError("Guard does not have an api client!")
+
+    def _save(self):
+        api_key = os.environ.get("GUARDRAILS_API_KEY")
+        if api_key is not None:
+            if self.name is None:
+                self.name = f"gr-{str(self._guard_id)}"
+                logger.warn("Warning: No name passed to guard!")
+                logger.warn(
+                    "Use this auto-generated name to re-use this guard: {name}".format(
+                        name=self.name
+                    )
+                )
+            if not self._api_client:
+                self._api_client = GuardrailsApiClient(api_key=api_key)
+            self.upsert_guard()
+
     def to_runnable(self) -> Runnable:
         from guardrails.integrations.langchain.guard_runnable import GuardRunnable
 
diff --git a/guardrails/llm_providers.py b/guardrails/llm_providers.py
index 9bea2d850..a5b224330 100644
--- a/guardrails/llm_providers.py
+++ b/guardrails/llm_providers.py
@@ -781,6 +781,7 @@ async def invoke_llm(
             api_key = None
 
         aclient = AsyncOpenAIClient(api_key=api_key)
+        # FIXME: OpenAI async streaming seems to be broken
         return await aclient.create_chat_completion(
             model=model,
             messages=chat_prompt(
@@ -831,6 +832,14 @@ async def invoke_llm(
             *args,
             **kwargs,
         )
+        if kwargs.get("stream", False):
+            # If stream is defined and set to True,
+            # the callable returns a generator object
+            # response = cast(AsyncIterable[str], response)
+            return LLMResponse(
+                output="",
+                async_stream_output=response.completion_stream,  # pyright: ignore[reportGeneralTypeIssues]
+            )
 
         return LLMResponse(
             output=response.choices[0].message.content,  # type: ignore
@@ -872,6 +881,10 @@ async def invoke_llm(
             *args,
             **kwargs,
         )
+        if kwargs.get("stream", False):
+            raise NotImplementedError(
+                "Manifest async streaming is not yet supported by manifest."
+            )
         return LLMResponse(
             output=manifest_response[0],
         )
@@ -895,6 +908,13 @@ async def invoke_llm(self, *args, **kwargs) -> LLMResponse:
         ```
         """
         output = await self.llm_api(*args, **kwargs)
+        if kwargs.get("stream", False):
+            # If stream is defined and set to True,
+            # the callable returns a generator object
+            return LLMResponse(
+                output="",
+                async_stream_output=output.completion_stream,
+            )
         return LLMResponse(
             output=output,
         )
@@ -939,16 +959,20 @@ def model_is_supported_server_side(
     model = get_llm_ask(llm_api, *args, **kwargs)
     if asyncio.iscoroutinefunction(llm_api):
         model = get_async_llm_ask(llm_api, *args, **kwargs)
-    return issubclass(type(model), OpenAIModel) or issubclass(
-        type(model), AsyncOpenAIModel
+    return (
+        issubclass(type(model), OpenAIModel)
+        or issubclass(type(model), AsyncOpenAIModel)
+        or isinstance(model, LiteLLMCallable)
+        or isinstance(model, AsyncLiteLLMCallable)
     )
 
 
 # FIXME: Update with newly supported LLMs
 def get_llm_api_enum(
-    llm_api: Callable[[Any], Awaitable[Any]],
+    llm_api: Callable[[Any], Awaitable[Any]], *args, **kwargs
 ) -> Optional[ValidatePayloadLlmApi]:
     # TODO: Distinguish between v1 and v2
+    model = get_llm_ask(llm_api, *args, **kwargs)
     if llm_api == get_static_openai_create_func():
         return ValidatePayloadLlmApi.OPENAI_COMPLETION_CREATE
     elif llm_api == get_static_openai_chat_create_func():
@@ -957,5 +981,10 @@ def get_llm_api_enum(
         return ValidatePayloadLlmApi.OPENAI_COMPLETION_ACREATE
     elif llm_api == get_static_openai_chat_acreate_func():
         return ValidatePayloadLlmApi.OPENAI_CHATCOMPLETION_ACREATE
+    elif isinstance(model, LiteLLMCallable):
+        return ValidatePayloadLlmApi.LITELLM_COMPLETION
+    elif isinstance(model, AsyncLiteLLMCallable):
+        return ValidatePayloadLlmApi.LITELLM_ACOMPLETION
+
     else:
         return None
diff --git a/guardrails/run/__init__.py b/guardrails/run/__init__.py
index e777106f7..9893f2124 100644
--- a/guardrails/run/__init__.py
+++ b/guardrails/run/__init__.py
@@ -1,12 +1,14 @@
 from guardrails.run.async_runner import AsyncRunner
 from guardrails.run.runner import Runner
 from guardrails.run.stream_runner import StreamRunner
+from guardrails.run.async_stream_runner import AsyncStreamRunner
 from guardrails.run.utils import msg_history_source, msg_history_string
 
 __all__ = [
     "Runner",
     "AsyncRunner",
     "StreamRunner",
+    "AsyncStreamRunner",
     "msg_history_source",
     "msg_history_string",
 ]
diff --git a/guardrails/run/async_runner.py b/guardrails/run/async_runner.py
index 95b00d9c2..762cfa0d7 100644
--- a/guardrails/run/async_runner.py
+++ b/guardrails/run/async_runner.py
@@ -144,7 +144,8 @@ async def async_run(
 
         return call_log
 
-    @async_trace(name="step")
+    # TODO: Do we want to revert this name to step?
+    @async_trace(name="async_step")
     async def async_step(
         self,
         index: int,
@@ -281,7 +282,6 @@ async def async_call(
             llm_response = await api_fn(prompt.source)
         else:
             raise ValueError("'output', 'prompt' or 'msg_history' must be provided.")
-
         return llm_response
 
     async def async_validate(
diff --git a/guardrails/run/async_stream_runner.py b/guardrails/run/async_stream_runner.py
new file mode 100644
index 000000000..fc1fd4018
--- /dev/null
+++ b/guardrails/run/async_stream_runner.py
@@ -0,0 +1,518 @@
+import copy
+from functools import partial
+from typing import (
+    Any,
+    AsyncIterable,
+    Dict,
+    List,
+    Optional,
+    Sequence,
+    Tuple,
+    Type,
+    Union,
+    cast,
+    Awaitable,
+)
+
+from pydantic import BaseModel
+
+from guardrails.classes import ValidationOutcome
+from guardrails.classes.history import Call, Inputs, Iteration, Outputs
+from guardrails.constants import pass_status
+from guardrails.datatypes import verify_metadata_requirements
+from guardrails.errors import ValidationError
+from guardrails.llm_providers import (
+    AsyncLiteLLMCallable,
+    AsyncPromptCallableBase,
+    LiteLLMCallable,
+    OpenAICallable,
+    OpenAIChatCallable,
+    PromptCallableBase,
+)
+from guardrails.prompt import Instructions, Prompt
+from guardrails.run import StreamRunner
+from guardrails.run.utils import msg_history_source, msg_history_string
+from guardrails.schema import Schema, StringSchema
+from guardrails.utils.llm_response import LLMResponse
+from guardrails.utils.openai_utils import OPENAI_VERSION
+from guardrails.utils.reask_utils import ReAsk, SkeletonReAsk
+from guardrails.utils.telemetry_utils import async_trace
+from guardrails.validator_base import ValidationResult
+
+
+class AsyncStreamRunner(StreamRunner):
+    def __init__(
+        self,
+        output_schema: Schema,
+        num_reasks: int,
+        prompt: Optional[Union[str, Prompt]] = None,
+        instructions: Optional[Union[str, Instructions]] = None,
+        msg_history: Optional[List[Dict]] = None,
+        api: Optional[AsyncPromptCallableBase] = None,
+        prompt_schema: Optional[StringSchema] = None,
+        instructions_schema: Optional[StringSchema] = None,
+        msg_history_schema: Optional[StringSchema] = None,
+        metadata: Optional[Dict[str, Any]] = None,
+        output: Optional[str] = None,
+        base_model: Optional[
+            Union[Type[BaseModel], Type[List[Type[BaseModel]]]]
+        ] = None,
+        full_schema_reask: bool = False,
+        disable_tracer: Optional[bool] = True,
+    ):
+        super().__init__(
+            output_schema=output_schema,
+            num_reasks=num_reasks,
+            prompt=prompt,
+            instructions=instructions,
+            msg_history=msg_history,
+            api=api,
+            prompt_schema=prompt_schema,
+            instructions_schema=instructions_schema,
+            msg_history_schema=msg_history_schema,
+            metadata=metadata,
+            output=output,
+            base_model=base_model,
+            full_schema_reask=full_schema_reask,
+            disable_tracer=disable_tracer,
+        )
+        self.api: Optional[AsyncPromptCallableBase] = api
+
+    async def async_run(
+        self, call_log: Call, prompt_params: Optional[Dict] = None
+    ) -> AsyncIterable[ValidationOutcome]:
+        if prompt_params is None:
+            prompt_params = {}
+
+        missing_keys = verify_metadata_requirements(
+            self.metadata, self.output_schema.root_datatype
+        )
+
+        if missing_keys:
+            raise ValueError(
+                f"Missing required metadata keys: {', '.join(missing_keys)}"
+            )
+
+        (
+            instructions,
+            prompt,
+            msg_history,
+            prompt_schema,
+            instructions_schema,
+            msg_history_schema,
+            output_schema,
+        ) = (
+            self.instructions,
+            self.prompt,
+            self.msg_history,
+            self.prompt_schema,
+            self.instructions_schema,
+            self.msg_history_schema,
+            self.output_schema,
+        )
+
+        result = self.async_step(
+            index=0,
+            api=self.api,
+            instructions=instructions,
+            prompt=prompt,
+            msg_history=msg_history,
+            prompt_params=prompt_params,
+            prompt_schema=prompt_schema,
+            instructions_schema=instructions_schema,
+            msg_history_schema=msg_history_schema,
+            output_schema=output_schema,
+            output=self.output,
+            call_log=call_log,
+        )
+        # FIXME: Where can this be moved to be less verbose? This is an await call on
+        # the async generator.
+        async for call in result:
+            yield call
+
+    # @async_trace(name="step")
+    async def async_step(
+        self,
+        index: int,
+        api: Optional[AsyncPromptCallableBase],
+        instructions: Optional[Instructions],
+        prompt: Optional[Prompt],
+        msg_history: Optional[List[Dict]],
+        prompt_params: Dict,
+        prompt_schema: Optional[StringSchema],
+        instructions_schema: Optional[StringSchema],
+        msg_history_schema: Optional[StringSchema],
+        output_schema: Schema,
+        call_log: Call,
+        output: Optional[str] = None,
+    ) -> AsyncIterable[ValidationOutcome]:
+        inputs = Inputs(
+            llm_api=api,
+            llm_output=output,
+            instructions=instructions,
+            prompt=prompt,
+            msg_history=msg_history,
+            prompt_params=prompt_params,
+            num_reasks=self.num_reasks,
+            metadata=self.metadata,
+            full_schema_reask=self.full_schema_reask,
+            stream=True,
+        )
+        outputs = Outputs()
+        iteration = Iteration(inputs=inputs, outputs=outputs)
+        call_log.iterations.push(iteration)
+        if output:
+            instructions = None
+            prompt = None
+            msg_history = None
+        else:
+            instructions, prompt, msg_history = await self.async_prepare(
+                call_log,
+                index,
+                instructions,
+                prompt,
+                msg_history,
+                prompt_params,
+                api,
+                prompt_schema,
+                instructions_schema,
+                msg_history_schema,
+                output_schema,
+            )
+
+        iteration.inputs.prompt = prompt
+        iteration.inputs.instructions = instructions
+        iteration.inputs.msg_history = msg_history
+
+        llm_response = await self.async_call(
+            index, instructions, prompt, msg_history, api, output
+        )
+        stream_output = llm_response.async_stream_output
+        if not stream_output:
+            raise ValueError(
+                "No async stream was returned from the API. Please check that "
+                "the API is returning an async generator."
+            )
+
+        fragment = ""
+        parsed_fragment, validated_fragment, valid_op = None, None, None
+        verified = set()
+
+        if isinstance(output_schema, StringSchema):
+            async for chunk in stream_output:
+                chunk_text = self.get_chunk_text(chunk, api)
+                _ = self.is_last_chunk(chunk, api)
+                fragment += chunk_text
+
+                parsed_chunk, move_to_next = self.parse(
+                    index, chunk_text, output_schema, verified
+                )
+                if move_to_next:
+                    continue
+                validated_fragment = await self.async_validate(
+                    iteration,
+                    index,
+                    parsed_chunk,
+                    output_schema,
+                    validate_subschema=True,
+                    stream=True,
+                )
+                if isinstance(validated_fragment, SkeletonReAsk):
+                    raise ValueError(
+                        "Received fragment schema is an invalid sub-schema "
+                        "of the expected output JSON schema."
+                    )
+
+                reasks, valid_op = await self.introspect(
+                    index, validated_fragment, output_schema
+                )
+                if reasks:
+                    raise ValueError(
+                        "Reasks are not yet supported with streaming. Please "
+                        "remove reasks from schema or disable streaming."
+                    )
+                passed = call_log.status == pass_status
+                yield ValidationOutcome(
+                    raw_llm_output=chunk_text,
+                    validated_output=validated_fragment,
+                    validation_passed=passed,
+                )
+        else:
+            async for chunk in stream_output:
+                chunk_text = self.get_chunk_text(chunk, api)
+                fragment += chunk_text
+
+                parsed_fragment, move_to_next = self.parse(
+                    index, fragment, output_schema, verified
+                )
+                if move_to_next:
+                    continue
+                validated_fragment = await self.async_validate(
+                    iteration,
+                    index,
+                    parsed_fragment,
+                    output_schema,
+                    validate_subschema=True,
+                )
+                if isinstance(validated_fragment, SkeletonReAsk):
+                    raise ValueError(
+                        "Received fragment schema is an invalid sub-schema "
+                        "of the expected output JSON schema."
+                    )
+
+                reasks, valid_op = await self.introspect(
+                    index, validated_fragment, output_schema
+                )
+                if reasks:
+                    raise ValueError(
+                        "Reasks are not yet supported with streaming. Please "
+                        "remove reasks from schema or disable streaming."
+                    )
+
+                yield ValidationOutcome(
+                    raw_llm_output=fragment,
+                    validated_output=chunk_text,
+                    validation_passed=validated_fragment is not None,
+                )
+
+        iteration.outputs.raw_output = fragment
+        iteration.outputs.parsed_output = parsed_fragment
+        iteration.outputs.guarded_output = valid_op
+        iteration.outputs.validation_response = (
+            cast(str, validated_fragment) if validated_fragment else None
+        )
+
+    @async_trace(name="call")
+    async def async_call(
+        self,
+        index: int,
+        instructions: Optional[Instructions],
+        prompt: Optional[Prompt],
+        msg_history: Optional[List[Dict]],
+        api: Optional[AsyncPromptCallableBase],
+        output: Optional[str] = None,
+    ) -> LLMResponse:
+        api_fn = api
+        if api is not None:
+            supports_base_model = getattr(api, "supports_base_model", False)
+            if supports_base_model:
+                api_fn = partial(api, base_model=self.base_model)
+        if output is not None:
+            llm_response = LLMResponse(
+                output=output,
+            )
+        elif api_fn is None:
+            raise ValueError("Either API or output must be provided.")
+        elif msg_history:
+            llm_response = await api_fn(msg_history=msg_history_source(msg_history))
+        elif prompt and instructions:
+            llm_response = await api_fn(prompt.source, instructions=instructions.source)
+        elif prompt:
+            llm_response = await api_fn(prompt.source)
+        else:
+            raise ValueError("'output', 'prompt' or 'msg_history' must be provided.")
+        return llm_response
+
+    async def async_validate(
+        self,
+        iteration: Iteration,
+        index: int,
+        parsed_output: Any,
+        output_schema: Schema,
+        validate_subschema: bool = False,
+        stream: Optional[bool] = False,
+    ) -> Optional[Union[Awaitable[ValidationResult], ValidationResult]]:
+        # FIXME: Subschema is currently broken, it always returns a string from async
+        # streaming.
+        # Should return None/empty if fail result?
+        _ = await output_schema.async_validate(
+            iteration, parsed_output, self.metadata, attempt_number=index, stream=stream
+        )
+        try:
+            return iteration.outputs.validator_logs[-1].validation_result
+        except IndexError:
+            return None
+
+    async def introspect(
+        self,
+        index: int,
+        validated_output: Any,
+        output_schema: Schema,
+    ) -> Tuple[Sequence[ReAsk], Any]:
+        # Introspect: inspect validated output for reasks.
+        if validated_output is None:
+            return [], None
+        reasks, valid_output = output_schema.introspect(validated_output)
+
+        return reasks, valid_output
+
+    async def async_prepare(
+        self,
+        call_log: Call,
+        index: int,
+        instructions: Optional[Instructions],
+        prompt: Optional[Prompt],
+        msg_history: Optional[List[Dict]],
+        prompt_params: Dict,
+        api: Optional[Union[PromptCallableBase, AsyncPromptCallableBase]],
+        prompt_schema: Optional[StringSchema],
+        instructions_schema: Optional[StringSchema],
+        msg_history_schema: Optional[StringSchema],
+        output_schema: Schema,
+    ) -> Tuple[Optional[Instructions], Optional[Prompt], Optional[List[Dict]]]:
+        if api is None:
+            raise ValueError("API must be provided.")
+
+        if prompt_params is None:
+            prompt_params = {}
+
+        if msg_history:
+            msg_history = copy.deepcopy(msg_history)
+            for msg in msg_history:
+                msg["content"] = msg["content"].format(**prompt_params)
+
+            prompt, instructions = None, None
+
+            if msg_history_schema is not None:
+                msg_str = msg_history_string(msg_history)
+                inputs = Inputs(
+                    llm_output=msg_str,
+                )
+                iteration = Iteration(inputs=inputs)
+                call_log.iterations.insert(0, iteration)
+                validated_msg_history = await msg_history_schema.async_validate(
+                    iteration, msg_str, self.metadata
+                )
+                if isinstance(validated_msg_history, ReAsk):
+                    raise ValidationError(
+                        f"Message history validation failed: "
+                        f"{validated_msg_history}"
+                    )
+                if validated_msg_history != msg_str:
+                    raise ValidationError("Message history validation failed")
+        elif prompt is not None:
+            if isinstance(prompt, str):
+                prompt = Prompt(prompt)
+
+            prompt = prompt.format(**prompt_params)
+
+            if instructions is not None and isinstance(instructions, Instructions):
+                instructions = instructions.format(**prompt_params)
+
+            instructions, prompt = output_schema.preprocess_prompt(
+                api, instructions, prompt
+            )
+
+            if prompt_schema is not None and prompt is not None:
+                inputs = Inputs(
+                    llm_output=prompt.source,
+                )
+                iteration = Iteration(inputs=inputs)
+                call_log.iterations.insert(0, iteration)
+                validated_prompt = await prompt_schema.async_validate(
+                    iteration, prompt.source, self.metadata
+                )
+                iteration.outputs.validation_response = validated_prompt
+                if validated_prompt is None:
+                    raise ValidationError("Prompt validation failed")
+                if isinstance(validated_prompt, ReAsk):
+                    raise ValidationError(
+                        f"Prompt validation failed: {validated_prompt}"
+                    )
+                prompt = Prompt(validated_prompt)
+
+            if instructions_schema is not None and instructions is not None:
+                inputs = Inputs(
+                    llm_output=instructions.source,
+                )
+                iteration = Iteration(inputs=inputs)
+                call_log.iterations.insert(0, iteration)
+                validated_instructions = await instructions_schema.async_validate(
+                    iteration, instructions.source, self.metadata
+                )
+                iteration.outputs.validation_response = validated_instructions
+                if validated_instructions is None:
+                    raise ValidationError("Instructions validation failed")
+                if isinstance(validated_instructions, ReAsk):
+                    raise ValidationError(
+                        f"Instructions validation failed: {validated_instructions}"
+                    )
+                instructions = Instructions(validated_instructions)
+        else:
+            raise ValueError("Prompt or message history must be provided.")
+
+        return instructions, prompt, msg_history
+
+    def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str:
+        """Get the text from a chunk."""
+        chunk_text = ""
+        if isinstance(api, OpenAICallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                if "text" in chunk["choices"][0]:
+                    content = chunk["choices"][0]["text"]
+                    if not finished and content:
+                        chunk_text = content
+            else:
+                finished = chunk.choices[0].finish_reason
+                content = chunk.choices[0].text
+                if not finished and content:
+                    chunk_text = content
+        elif isinstance(api, OpenAIChatCallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                if "content" in chunk["choices"][0]["delta"]:
+                    content = chunk["choices"][0]["delta"]["content"]
+                    if not finished and content:
+                        chunk_text = content
+            else:
+                finished = chunk.choices[0].finish_reason
+                content = chunk.choices[0].delta.content
+                if not finished and content:
+                    chunk_text = content
+        elif isinstance(api, LiteLLMCallable):
+            finished = chunk.choices[0].finish_reason
+            content = chunk.choices[0].delta.content
+            if not finished and content:
+                chunk_text = content
+        elif isinstance(api, AsyncLiteLLMCallable):
+            finished = chunk.choices[0].finish_reason
+            content = chunk.choices[0].delta.content
+            if not finished and content:
+                chunk_text = content
+        else:
+            try:
+                chunk_text = chunk
+            except Exception as e:
+                raise ValueError(
+                    f"Error getting chunk from stream: {e}. "
+                    "Non-OpenAI API callables expected to return "
+                    "a generator of strings."
+                ) from e
+        return chunk_text
+
+    def is_last_chunk(self, chunk: Any, api: Union[PromptCallableBase, None]) -> bool:
+        """Detect if chunk is final chunk."""
+        if isinstance(api, OpenAICallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                return finished is not None
+            else:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+        elif isinstance(api, OpenAIChatCallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                return finished is not None
+            else:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+        elif isinstance(api, LiteLLMCallable):
+            finished = chunk.choices[0].finish_reason
+            return finished is not None
+        else:
+            try:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+            except (AttributeError, TypeError):
+                return False
diff --git a/guardrails/run/runner.py b/guardrails/run/runner.py
index 9688d43ea..eba815973 100644
--- a/guardrails/run/runner.py
+++ b/guardrails/run/runner.py
@@ -547,17 +547,29 @@ def validate(
         index: int,
         parsed_output: Any,
         output_schema: Schema,
+        stream: Optional[bool] = False,
         **kwargs,
     ):
         """Validate the output."""
-        validated_output = output_schema.validate(
-            iteration,
-            parsed_output,
-            self.metadata,
-            attempt_number=index,
-            disable_tracer=self._disable_tracer,
-            **kwargs,
-        )
+        if isinstance(output_schema, StringSchema):
+            validated_output = output_schema.validate(
+                iteration,
+                parsed_output,
+                self.metadata,
+                index,
+                self._disable_tracer,
+                stream,
+                **kwargs,
+            )
+        else:
+            validated_output = output_schema.validate(
+                iteration,
+                parsed_output,
+                self.metadata,
+                attempt_number=index,
+                disable_tracer=self._disable_tracer,
+                **kwargs,
+            )
 
         return validated_output
 
diff --git a/guardrails/run/stream_runner.py b/guardrails/run/stream_runner.py
index 890c3fd9c..56e7873eb 100644
--- a/guardrails/run/stream_runner.py
+++ b/guardrails/run/stream_runner.py
@@ -15,6 +15,7 @@
 from guardrails.schema import Schema, StringSchema
 from guardrails.utils.openai_utils import OPENAI_VERSION
 from guardrails.utils.reask_utils import SkeletonReAsk
+from guardrails.constants import pass_status
 
 
 class StreamRunner(Runner):
@@ -108,6 +109,7 @@ def step(
             num_reasks=self.num_reasks,
             metadata=self.metadata,
             full_schema_reask=self.full_schema_reask,
+            stream=True,
         )
         outputs = Outputs()
         iteration = Iteration(inputs=inputs, outputs=outputs)
@@ -153,47 +155,118 @@ def step(
         verified = set()
         # Loop over the stream
         # and construct "fragments" of concatenated chunks
-        for chunk in stream:
-            # 1. Get the text from the chunk and append to fragment
-            chunk_text = self.get_chunk_text(chunk, api)
-            fragment += chunk_text
+        # for now, handle string and json schema differently
 
-            # 2. Parse the fragment
-            parsed_fragment, move_to_next = self.parse(
-                index, fragment, output_schema, verified
-            )
-            if move_to_next:
-                # Continue to next chunk
-                continue
+        if isinstance(output_schema, StringSchema):
+            stream_finished = False
+            last_chunk_text = ""
+            for chunk in stream:
+                # 1. Get the text from the chunk and append to fragment
+                chunk_text = self.get_chunk_text(chunk, api)
+                last_chunk_text = chunk_text
+                finished = self.is_last_chunk(chunk, api)
+                if finished:
+                    stream_finished = True
+                fragment += chunk_text
 
-            # 3. Run output validation
-            validated_fragment = self.validate(
-                iteration,
-                index,
-                parsed_fragment,
-                output_schema,
-                validate_subschema=True,
-            )
-            if isinstance(validated_fragment, SkeletonReAsk):
-                raise ValueError(
-                    "Received fragment schema is an invalid sub-schema "
-                    "of the expected output JSON schema."
+                # 2. Parse the chunk
+                parsed_chunk, move_to_next = self.parse(
+                    index, chunk_text, output_schema, verified
+                )
+                if move_to_next:
+                    # Continue to next chunk
+                    continue
+                validated_text = self.validate(
+                    iteration,
+                    index,
+                    parsed_chunk,
+                    output_schema,
+                    True,
+                    validate_subschema=True,
+                    # if it is the last chunk, validate everything that's left
+                    remainder=finished,
                 )
+                if isinstance(validated_text, SkeletonReAsk):
+                    raise ValueError(
+                        "Received fragment schema is an invalid sub-schema "
+                        "of the expected output JSON schema."
+                    )
 
-            # 4. Introspect: inspect the validated fragment for reasks
-            reasks, valid_op = self.introspect(index, validated_fragment, output_schema)
-            if reasks:
-                raise ValueError(
-                    "Reasks are not yet supported with streaming. Please "
-                    "remove reasks from schema or disable streaming."
+                # 4. Introspect: inspect the validated fragment for reasks
+                reasks, valid_op = self.introspect(index, validated_text, output_schema)
+                if reasks:
+                    raise ValueError(
+                        "Reasks are not yet supported with streaming. Please "
+                        "remove reasks from schema or disable streaming."
+                    )
+                # 5. Convert validated fragment to a pretty JSON string
+                passed = call_log.status == pass_status
+                yield ValidationOutcome(
+                    #  The chunk or the whole output?
+                    raw_llm_output=chunk_text,
+                    validated_output=validated_text,
+                    validation_passed=passed,
+                )
+            # handle case where generator doesn't give finished status
+            if not stream_finished:
+                last_result = self.validate(
+                    iteration,
+                    index,
+                    "",
+                    output_schema,
+                    True,
+                    validate_subschema=True,
+                    remainder=True,
                 )
+                if len(last_result) > 0:
+                    passed = call_log.status == pass_status
+                    yield ValidationOutcome(
+                        raw_llm_output=last_chunk_text,
+                        validated_output=last_result,
+                        validation_passed=passed,
+                    )
+        # handle non string schema
+        else:
+            for chunk in stream:
+                # 1. Get the text from the chunk and append to fragment
+                chunk_text = self.get_chunk_text(chunk, api)
+                fragment += chunk_text
 
-            # 5. Convert validated fragment to a pretty JSON string
-            yield ValidationOutcome(
-                raw_llm_output=fragment,
-                validated_output=validated_fragment,
-                validation_passed=validated_fragment is not None,
-            )
+                parsed_fragment, move_to_next = self.parse(
+                    index, fragment, output_schema, verified
+                )
+                if move_to_next:
+                    # Continue to next chunk
+                    continue
+                validated_fragment = self.validate(
+                    iteration,
+                    index,
+                    parsed_fragment,
+                    output_schema,
+                    validate_subschema=True,
+                )
+                if isinstance(validated_fragment, SkeletonReAsk):
+                    raise ValueError(
+                        "Received fragment schema is an invalid sub-schema "
+                        "of the expected output JSON schema."
+                    )
+
+                # 4. Introspect: inspect the validated fragment for reasks
+                reasks, valid_op = self.introspect(
+                    index, validated_fragment, output_schema
+                )
+                if reasks:
+                    raise ValueError(
+                        "Reasks are not yet supported with streaming. Please "
+                        "remove reasks from schema or disable streaming."
+                    )
+
+                # 5. Convert validated fragment to a pretty JSON string
+                yield ValidationOutcome(
+                    raw_llm_output=fragment,
+                    validated_output=validated_fragment,
+                    validation_passed=validated_fragment is not None,
+                )
 
         # Finally, add to logs
         iteration.outputs.raw_output = fragment
@@ -201,6 +274,32 @@ def step(
         iteration.outputs.validation_response = validated_fragment
         iteration.outputs.guarded_output = valid_op
 
+    def is_last_chunk(self, chunk: Any, api: Union[PromptCallableBase, None]) -> bool:
+        """Detect if chunk is final chunk."""
+        if isinstance(api, OpenAICallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                return finished is not None
+            else:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+        elif isinstance(api, OpenAIChatCallable):
+            if OPENAI_VERSION.startswith("0"):
+                finished = chunk["choices"][0]["finish_reason"]
+                return finished is not None
+            else:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+        elif isinstance(api, LiteLLMCallable):
+            finished = chunk.choices[0].finish_reason
+            return finished is not None
+        else:
+            try:
+                finished = chunk.choices[0].finish_reason
+                return finished is not None
+            except (AttributeError, TypeError):
+                return False
+
     def get_chunk_text(self, chunk: Any, api: Union[PromptCallableBase, None]) -> str:
         """Get the text from a chunk."""
         chunk_text = ""
diff --git a/guardrails/schema/schema.py b/guardrails/schema/schema.py
index 7d8dad8c0..6b6eb33cf 100644
--- a/guardrails/schema/schema.py
+++ b/guardrails/schema/schema.py
@@ -87,7 +87,13 @@ def validate(
         raise NotImplementedError
 
     async def async_validate(
-        self, iteration: Iteration, data: Any, metadata: Dict, attempt_number: int = 0
+        self,
+        iteration: Iteration,
+        data: Any,
+        metadata: Dict,
+        attempt_number: int = 0,
+        stream: Optional[bool] = False,
+        **kwargs,
     ) -> Any:
         """Asynchronously validate a dictionary of data against the schema.
 
diff --git a/guardrails/schema/string_schema.py b/guardrails/schema/string_schema.py
index cbff5d5d1..4b9e76634 100644
--- a/guardrails/schema/string_schema.py
+++ b/guardrails/schema/string_schema.py
@@ -134,6 +134,7 @@ def validate(
         metadata: Dict,
         attempt_number: int = 0,
         disable_tracer: Optional[bool] = True,
+        stream: Optional[bool] = False,
         **kwargs,
     ) -> Any:
         """Validate a dictionary of data against the schema.
@@ -160,19 +161,20 @@ def validate(
                 dummy_key: data,
             },
         )
-
         validated_response, metadata = validator_service.validate(
             value=data,
             metadata=metadata,
             validator_setup=validation,
             iteration=iteration,
             disable_tracer=disable_tracer,
+            stream=stream,
+            **kwargs,
         )
 
         validated_response = {dummy_key: validated_response}
 
         if check_refrain_in_dict(validated_response):
-            # If the data contains a `Refain` value, we return an empty
+            # If the data contains a `Refrain` value, we return an empty
             # dictionary.
             logger.debug("Refrain detected.")
             validated_response = {}
@@ -194,6 +196,7 @@ async def async_validate(
         data: Any,
         metadata: Dict,
         attempt_number: int = 0,
+        stream: Optional[bool] = False,
     ) -> Any:
         """Validate a dictionary of data against the schema.
 
@@ -223,6 +226,7 @@ async def async_validate(
             metadata=metadata,
             validator_setup=validation,
             iteration=iteration,
+            stream=stream,
         )
 
         validated_response = {dummy_key: validated_response}
diff --git a/guardrails/utils/api_utils.py b/guardrails/utils/api_utils.py
new file mode 100644
index 000000000..8d91f64f2
--- /dev/null
+++ b/guardrails/utils/api_utils.py
@@ -0,0 +1,16 @@
+import json
+from typing import Any, Dict
+
+
+def try_to_json(value: Any):
+    try:
+        json.dumps(value)
+        return True
+    except ValueError:
+        return False
+    except TypeError:
+        return False
+
+
+def extract_serializeable_metadata(metadata: Dict[str, Any]) -> Dict[str, Any]:
+    return {k: metadata[k] for k in metadata if try_to_json(metadata[k])}
diff --git a/guardrails/utils/hub_telemetry_utils.py b/guardrails/utils/hub_telemetry_utils.py
index 719f80050..6d9517130 100644
--- a/guardrails/utils/hub_telemetry_utils.py
+++ b/guardrails/utils/hub_telemetry_utils.py
@@ -115,7 +115,7 @@ def create_new_span(
         if self._tracer is None:
             return
         with self._tracer.start_as_current_span(
-            span_name,
+            span_name,  # type: ignore (Fails in Python 3.8 for invalid reason)
             context=self.extract_current_context() if has_parent else None,
         ) as span:
             if is_parent:
diff --git a/guardrails/utils/llm_response.py b/guardrails/utils/llm_response.py
index f0248fe0d..b797f5b5a 100644
--- a/guardrails/utils/llm_response.py
+++ b/guardrails/utils/llm_response.py
@@ -1,4 +1,4 @@
-from typing import Iterable, Optional
+from typing import Iterable, Optional, AsyncIterable
 
 from guardrails.utils.pydantic_utils import ArbitraryModel
 
@@ -8,3 +8,4 @@ class LLMResponse(ArbitraryModel):
     response_token_count: Optional[int] = None
     output: str
     stream_output: Optional[Iterable] = None
+    async_stream_output: Optional[AsyncIterable] = None
diff --git a/guardrails/utils/telemetry_utils.py b/guardrails/utils/telemetry_utils.py
index 599d013b6..35c453491 100644
--- a/guardrails/utils/telemetry_utils.py
+++ b/guardrails/utils/telemetry_utils.py
@@ -156,7 +156,8 @@ def with_trace(*args, **kwargs):
             if _tracer is None:
                 return fn(*args, **kwargs)
             with _tracer.start_as_current_span(
-                span_name, trace_context
+                span_name,  # type: ignore (Fails in Python 3.8 for invalid reason)
+                trace_context,
             ) as validator_span:
                 try:
                     validator_span.set_attribute(
@@ -200,7 +201,7 @@ def to_trace_or_not_to_trace(*args, **kwargs):
 
             if _tracer is not None and hasattr(_tracer, "start_as_current_span"):
                 trace_context = get_current_context()
-                with _tracer.start_as_current_span(name, trace_context) as trace_span:
+                with _tracer.start_as_current_span(name, trace_context) as trace_span:  # type: ignore (Fails in Python 3.8 for invalid reason)
                     try:
                         # TODO: Capture args and kwargs as attributes?
                         response = fn(*args, **kwargs)
@@ -226,7 +227,7 @@ async def to_trace_or_not_to_trace(*args, **kwargs):
 
             if _tracer is not None and hasattr(_tracer, "start_as_current_span"):
                 trace_context = get_current_context()
-                with _tracer.start_as_current_span(name, trace_context) as trace_span:
+                with _tracer.start_as_current_span(name, trace_context) as trace_span:  # type: ignore (Fails in Python 3.8 for invalid reason)
                     try:
                         # TODO: Capture args and kwargs as attributes?
                         response = await fn(*args, **kwargs)
diff --git a/guardrails/validator_base.py b/guardrails/validator_base.py
index fa01573f1..1a636d6c5 100644
--- a/guardrails/validator_base.py
+++ b/guardrails/validator_base.py
@@ -1,4 +1,5 @@
 import inspect
+import nltk
 from collections import defaultdict
 from copy import deepcopy
 from enum import Enum
@@ -176,6 +177,37 @@ class Refrain:
     pass
 
 
+# functions to get chunks
+
+
+def split_sentence_str(chunk: str):
+    """A naive sentence splitter that splits on periods."""
+    if "." not in chunk:
+        return []
+    fragments = chunk.split(".")
+    return [fragments[0] + ".", ".".join(fragments[1:])]
+
+
+def split_sentence_nltk(chunk: str):
+    """
+    NOTE: this approach currently does not work
+    Use a sentence tokenizer to split the chunk into sentences.
+
+    Because using the tokenizer is expensive, we only use it if there
+    is a period present in the chunk.
+    """
+    # using the sentence tokenizer is expensive
+    # we check for a . to avoid wastefully calling the tokenizer
+    if "." not in chunk:
+        return []
+    sentences = nltk.sent_tokenize(chunk)
+    if len(sentences) == 0:
+        return []
+    # return the sentence
+    # then the remaining chunks that aren't finished accumulating
+    return [sentences[0], "".join(sentences[1:])]
+
+
 def check_refrain_in_list(schema: List) -> bool:
     """Checks if a Refrain object exists in a list.
 
@@ -356,6 +388,9 @@ def get_validator(name: str):
 class ValidationResult(BaseModel):
     outcome: str
     metadata: Optional[Dict[str, Any]] = None
+    # value argument passed to validator.validate
+    # or validator.validate_stream
+    validated_chunk: Optional[Any] = None
 
 
 class PassResult(ValidationResult):
@@ -368,11 +403,21 @@ class ValueOverrideSentinel:
     value_override: Optional[Any] = Field(default=ValueOverrideSentinel)
 
 
+# specifies the start and end of segment of validate_chunk
+class ErrorSpan(BaseModel):
+    start: int
+    end: int
+    # reason validation failed, specific to this chunk
+    reason: str
+
+
 class FailResult(ValidationResult):
     outcome: Literal["fail"] = "fail"
 
     error_message: str
     fix_value: Optional[Any] = None
+    # segments that caused validation to fail
+    error_spans: Optional[List[ErrorSpan]] = None
 
 
 class OnFailAction(str, Enum):
@@ -391,6 +436,10 @@ class Validator(Runnable):
 
     rail_alias: str = ""
 
+    # chunking function returns empty list or list of 2 chunks
+    # first chunk is the chunk to validate
+    # second chunk is incomplete chunk that needs further accumulation
+    accumulated_chunks = []
     run_in_separate_process = False
     override_value_on_pass = False
     required_metadata_keys = []
@@ -449,10 +498,49 @@ def __init__(
             self.rail_alias in validators_registry
         ), f"Validator {self.__class__.__name__} is not registered. "
 
+    def chunking_function(self, chunk: str):
+        return split_sentence_str(chunk)
+
     def validate(self, value: Any, metadata: Dict[str, Any]) -> ValidationResult:
         """Validates a value and return a validation result."""
         raise NotImplementedError
 
+    def validate_stream(
+        self, chunk: Any, metadata: Dict[str, Any], **kwargs
+    ) -> Optional[ValidationResult]:
+        """Validates a chunk emitted by an LLM. If the LLM chunk is smaller
+        than the validator's chunking strategy, it will be accumulated until it
+        reaches the desired size. In the meantime, the validator will return
+        None.
+
+        If the LLM chunk is larger than the validator's chunking
+        strategy, it will split it into validator-sized chunks and
+        validate each one, returning an array of validation results.
+
+        Otherwise, the validator will validate the chunk and return the
+        result.
+        """
+        # combine accumulated chunks and new [:-1]chunk
+        self.accumulated_chunks.append(chunk)
+        accumulated_text = "".join(self.accumulated_chunks)
+        # check if enough chunks have accumulated for validation
+        splitcontents = self.chunking_function(accumulated_text)
+
+        # if remainder kwargs is passed, validate remainder regardless
+        remainder = kwargs.get("remainder", False)
+        if remainder:
+            splitcontents = [accumulated_text, ""]
+        if len(splitcontents) == 0:
+            return PassResult()
+        [chunk_to_validate, new_accumulated_chunks] = splitcontents
+        self.accumulated_chunks = [new_accumulated_chunks]
+        # exclude last chunk, because it may not be a complete chunk
+        validation_result = self.validate(chunk_to_validate, metadata)
+        # if validate doesn't set validated chunk, we set it
+        if validation_result.validated_chunk is None:
+            validation_result.validated_chunk = chunk_to_validate
+        return validation_result
+
     def to_prompt(self, with_keywords: bool = True) -> str:
         """Convert the validator to a prompt.
 
diff --git a/guardrails/validator_service.py b/guardrails/validator_service.py
index 92b7879a2..070dbe230 100644
--- a/guardrails/validator_service.py
+++ b/guardrails/validator_service.py
@@ -3,12 +3,12 @@
 import os
 from concurrent.futures import ProcessPoolExecutor
 from datetime import datetime
-from typing import Any, Dict, List, Optional, Tuple, Union
+from typing import Any, Awaitable, Dict, List, Optional, Tuple, Union, cast
 
 from guardrails.classes.history import Iteration
 from guardrails.datatypes import FieldValidation
 from guardrails.errors import ValidationError
-from guardrails.logger import logger
+from guardrails.utils.exception_utils import UserFacingException
 from guardrails.utils.hub_telemetry_utils import HubTelemetry
 from guardrails.utils.logs_utils import ValidatorLogs
 from guardrails.utils.reask_utils import FieldReAsk, ReAsk
@@ -24,6 +24,8 @@
     Validator,
 )
 
+ValidatorResult = Optional[Union[ValidationResult, Awaitable[ValidationResult]]]
+
 
 def key_not_empty(key: str) -> bool:
     return key is not None and len(str(key)) > 0
@@ -42,8 +44,14 @@ def __init__(self, disable_tracer: Optional[bool] = True):
     #       Using `fork` instead of `spawn` may alleviate the symptom for POSIX systems,
     #       but is relatively unsupported on Windows.
     def execute_validator(
-        self, validator: Validator, value: Any, metadata: Optional[Dict]
-    ) -> ValidationResult:
+        self,
+        validator: Validator,
+        value: Any,
+        metadata: Optional[Dict],
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidatorResult:
+        validate_func = validator.validate_stream if stream else validator.validate
         traced_validator = trace_validator(
             validator_name=validator.rail_alias,
             obj_id=id(validator),
@@ -51,8 +59,8 @@ def execute_validator(
             # namespace=validator.namespace,
             on_fail_descriptor=validator.on_fail_descriptor,
             **validator._kwargs,
-        )(validator.validate)
-        result = traced_validator(value, metadata)
+        )(validate_func)
+        result = traced_validator(value, metadata, **kwargs)
         return result
 
     def perform_correction(
@@ -61,6 +69,7 @@ def perform_correction(
         value: Any,
         validator: Validator,
         on_fail_descriptor: Union[OnFailAction, str],
+        rechecked_value: Optional[ValidationResult] = None,
     ):
         if on_fail_descriptor == OnFailAction.FIX:
             # FIXME: Should we still return fix_value if it is None?
@@ -69,11 +78,8 @@ def perform_correction(
         elif on_fail_descriptor == OnFailAction.FIX_REASK:
             # FIXME: Same thing here
             fixed_value = results[0].fix_value
-            result = self.execute_validator(
-                validator, fixed_value, results[0].metadata or {}
-            )
 
-            if isinstance(result, FailResult):
+            if isinstance(rechecked_value, FailResult):
                 return FieldReAsk(
                     incorrect_value=fixed_value,
                     fail_results=results,
@@ -106,12 +112,11 @@ def perform_correction(
                 f"expected 'fix' or 'exception'."
             )
 
-    def run_validator(
+    def before_run_validator(
         self,
         iteration: Iteration,
         validator: Validator,
         value: Any,
-        metadata: Dict,
         property_path: str,
     ) -> ValidatorLogs:
         validator_class_name = validator.__class__.__name__
@@ -120,21 +125,26 @@ def run_validator(
             value_before_validation=value,
             registered_name=validator.rail_alias,
             property_path=property_path,
+            # If we ever re-use validator instances across multiple properties,
+            #   this will have to change.
+            instance_id=id(validator),
         )
         iteration.outputs.validator_logs.append(validator_logs)
 
         start_time = datetime.now()
-        result = self.execute_validator(validator, value, metadata)
-        end_time = datetime.now()
-        if result is None:
-            result = PassResult()
+        validator_logs.start_time = start_time
 
+        return validator_logs
+
+    def after_run_validator(
+        self,
+        validator: Validator,
+        validator_logs: ValidatorLogs,
+        result: ValidationResult,
+    ):
+        end_time = datetime.now()
         validator_logs.validation_result = result
-        validator_logs.start_time = start_time
         validator_logs.end_time = end_time
-        # If we ever re-use validator instances across multiple properties,
-        #   this will have to change.
-        validator_logs.instance_id = id(validator)
 
         if not self._disable_tracer:
             # Get HubTelemetry singleton and create a new span to
@@ -145,7 +155,12 @@ def run_validator(
                 attributes=[
                     ("validator_name", validator.rail_alias),
                     ("validator_on_fail", validator.on_fail_descriptor),
-                    ("validator_result", result.outcome),
+                    (
+                        "validator_result",
+                        result.outcome
+                        if isinstance(result, ValidationResult)
+                        else None,
+                    ),
                 ],
                 is_parent=False,  # This span will have no children
                 has_parent=True,  # This span has a parent
@@ -153,8 +168,61 @@ def run_validator(
 
         return validator_logs
 
+    def run_validator(
+        self,
+        iteration: Iteration,
+        validator: Validator,
+        value: Any,
+        metadata: Dict,
+        property_path: str,
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidatorLogs:
+        raise NotImplementedError
+
 
 class SequentialValidatorService(ValidatorServiceBase):
+    def run_validator_sync(
+        self,
+        validator: Validator,
+        value: Any,
+        metadata: Dict,
+        validator_logs: ValidatorLogs,
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidationResult:
+        result = self.execute_validator(validator, value, metadata, stream, **kwargs)
+        if asyncio.iscoroutine(result):
+            raise UserFacingException(
+                ValueError(
+                    "Cannot use async validators with a synchronous Guard! "
+                    f"Either use AsyncGuard or remove {validator_logs.validator_name}."
+                )
+            )
+        elif result is None:
+            result = PassResult()
+        return cast(ValidationResult, result)
+
+    def run_validator(
+        self,
+        iteration: Iteration,
+        validator: Validator,
+        value: Any,
+        metadata: Dict,
+        property_path: str,
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidatorLogs:
+        validator_logs = self.before_run_validator(
+            iteration, validator, value, property_path
+        )
+
+        result = self.run_validator_sync(
+            validator, value, metadata, validator_logs, stream, **kwargs
+        )
+
+        return self.after_run_validator(validator, validator_logs, result)
+
     def run_validators(
         self,
         iteration: Iteration,
@@ -162,17 +230,34 @@ def run_validators(
         value: Any,
         metadata: Dict[str, Any],
         property_path: str,
+        stream: Optional[bool] = False,
+        **kwargs,
     ) -> Tuple[Any, Dict[str, Any]]:
         # Validate the field
         for validator in validator_setup.validators:
             validator_logs = self.run_validator(
-                iteration, validator, value, metadata, property_path
+                iteration, validator, value, metadata, property_path, stream, **kwargs
             )
-
             result = validator_logs.validation_result
+            result = cast(ValidationResult, result)
             if isinstance(result, FailResult):
+                rechecked_value = None
+                if validator.on_fail_descriptor == OnFailAction.FIX_REASK:
+                    fixed_value = result.fix_value
+                    rechecked_value = self.run_validator_sync(
+                        validator,
+                        fixed_value,
+                        metadata,
+                        validator_logs,
+                        stream,
+                        **kwargs,
+                    )
                 value = self.perform_correction(
-                    [result], value, validator, validator.on_fail_descriptor
+                    [result],
+                    value,
+                    validator,
+                    validator.on_fail_descriptor,
+                    rechecked_value=rechecked_value,
                 )
             elif isinstance(result, PassResult):
                 if (
@@ -180,11 +265,11 @@ def run_validators(
                     and result.value_override is not result.ValueOverrideSentinel
                 ):
                     value = result.value_override
-            else:
+            elif not stream:
                 raise RuntimeError(f"Unexpected result type {type(result)}")
 
             validator_logs.value_after_validation = value
-            if result.metadata is not None:
+            if result and result.metadata is not None:
                 metadata = result.metadata
 
             if isinstance(value, (Refrain, Filter, ReAsk)):
@@ -229,6 +314,29 @@ def validate(
         value, metadata = self.run_validators(
             iteration, validator_setup, value, metadata, property_path
         )
+        return value, metadata
+
+    def validate_stream(
+        self,
+        value: Any,
+        metadata: dict,
+        validator_setup: FieldValidation,
+        iteration: Iteration,
+        path: str = "$",
+        **kwargs,
+    ) -> Tuple[Any, dict]:
+        property_path = (
+            f"{path}.{validator_setup.key}"
+            if key_not_empty(validator_setup.key)
+            else path
+        )
+        # I assume validate stream doesn't need validate_dependents
+        # because right now we're only handling StringSchema
+
+        # Validate the field
+        value, metadata = self.run_validators(
+            iteration, validator_setup, value, metadata, property_path, True, **kwargs
+        )
 
         return value, metadata
 
@@ -245,6 +353,46 @@ def __init__(self):
 
 
 class AsyncValidatorService(ValidatorServiceBase, MultiprocMixin):
+    async def run_validator_async(
+        self,
+        validator: Validator,
+        value: Any,
+        metadata: Dict,
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidationResult:
+        result: ValidatorResult = self.execute_validator(
+            validator, value, metadata, stream, **kwargs
+        )
+        if asyncio.iscoroutine(result):
+            result = await result
+
+        if result is None:
+            result = PassResult()
+        else:
+            result = cast(ValidationResult, result)
+        return result
+
+    async def run_validator(
+        self,
+        iteration: Iteration,
+        validator: Validator,
+        value: Any,
+        metadata: Dict,
+        property_path: str,
+        stream: Optional[bool] = False,
+        **kwargs,
+    ) -> ValidatorLogs:
+        validator_logs = self.before_run_validator(
+            iteration, validator, value, property_path
+        )
+
+        result = await self.run_validator_async(
+            validator, value, metadata, stream, **kwargs
+        )
+
+        return self.after_run_validator(validator, validator_logs, result)
+
     def group_validators(self, validators):
         groups = itertools.groupby(
             validators, key=lambda v: (v.on_fail_descriptor, v.override_value_on_pass)
@@ -267,6 +415,7 @@ async def run_validators(
         value: Any,
         metadata: Dict,
         property_path: str,
+        stream: Optional[bool] = False,
     ):
         loop = asyncio.get_running_loop()
         for on_fail, validator_group in self.group_validators(
@@ -286,19 +435,30 @@ async def run_validators(
                             value,
                             metadata,
                             property_path,
+                            stream,
                         )
                     )
                 else:
                     # run the validators in the current process
-                    result = self.run_validator(
-                        iteration, validator, value, metadata, property_path
+                    result = await self.run_validator(
+                        iteration,
+                        validator,
+                        value,
+                        metadata,
+                        property_path,
+                        stream=stream,
                     )
                     validators_logs.append(result)
 
             # wait for the parallel tasks to finish
             if parallel_tasks:
                 parallel_results = await asyncio.gather(*parallel_tasks)
-                validators_logs.extend(parallel_results)
+                awaited_results = []
+                for res in parallel_results:
+                    if asyncio.iscoroutine(res):
+                        res = await res
+                    awaited_results.append(res)
+                validators_logs.extend(awaited_results)
 
             # process the results, handle failures
             fails = [
@@ -308,8 +468,19 @@ async def run_validators(
             ]
             if fails:
                 fail_results = [logs.validation_result for logs in fails]
+                rechecked_value = None
+                validator: Validator = validator_group[0]
+                if validator.on_fail_descriptor == OnFailAction.FIX_REASK:
+                    fixed_value = fail_results[0].fix_value
+                    rechecked_value = await self.run_validator_async(
+                        validator, fixed_value, fail_results[0].metadata or {}, stream
+                    )
                 value = self.perform_correction(
-                    fail_results, value, validator_group[0], on_fail
+                    fail_results,
+                    value,
+                    validator_group[0],
+                    on_fail,
+                    rechecked_value=rechecked_value,
                 )
 
             # handle overrides
@@ -363,6 +534,7 @@ async def async_validate(
         validator_setup: FieldValidation,
         iteration: Iteration,
         path: str = "$",
+        stream: Optional[bool] = False,
     ) -> Tuple[Any, dict]:
         property_path = (
             f"{path}.{validator_setup.key}"
@@ -377,7 +549,7 @@ async def async_validate(
 
         # Validate the field
         value, metadata = await self.run_validators(
-            iteration, validator_setup, value, metadata, property_path
+            iteration, validator_setup, value, metadata, property_path, stream=stream
         )
 
         return value, metadata
@@ -412,27 +584,27 @@ def validate(
     validator_setup: FieldValidation,
     iteration: Iteration,
     disable_tracer: Optional[bool] = True,
+    stream: Optional[bool] = False,
+    **kwargs,
 ):
     process_count = int(os.environ.get("GUARDRAILS_PROCESS_COUNT", 10))
-
+    if stream:
+        sequential_validator_service = SequentialValidatorService(disable_tracer)
+        return sequential_validator_service.validate_stream(
+            value, metadata, validator_setup, iteration, **kwargs
+        )
     try:
         loop = asyncio.get_event_loop()
     except RuntimeError:
         loop = None
 
     if process_count == 1:
-        logger.warning(
-            "Process count was set to 1 via the GUARDRAILS_PROCESS_COUNT"
-            "environment variable."
-            "This will cause all validations to run synchronously."
-            "To run asynchronously, specify a process count"
-            "greater than 1 or unset this environment variable."
-        )
         validator_service = SequentialValidatorService(disable_tracer)
     elif loop is not None and not loop.is_running():
         validator_service = AsyncValidatorService(disable_tracer)
     else:
         validator_service = SequentialValidatorService(disable_tracer)
+
     return validator_service.validate(
         value,
         metadata,
@@ -447,11 +619,9 @@ async def async_validate(
     validator_setup: FieldValidation,
     iteration: Iteration,
     disable_tracer: Optional[bool] = True,
-):
+    stream: Optional[bool] = False,
+) -> Tuple[Any, dict]:
     validator_service = AsyncValidatorService(disable_tracer)
     return await validator_service.async_validate(
-        value,
-        metadata,
-        validator_setup,
-        iteration,
+        value, metadata, validator_setup, iteration, "$", stream
     )
diff --git a/guardrails/validatorsattr.py b/guardrails/validatorsattr.py
index fbf5e3f99..9d5468ebf 100644
--- a/guardrails/validatorsattr.py
+++ b/guardrails/validatorsattr.py
@@ -327,7 +327,10 @@ def get_validators(
                 continue
 
             # See if the formatter has an associated on_fail method.
-            on_fail = on_fail_handlers.get(validator_name, None)
+            escaped_validator_name = validator_name.replace("/", "_")
+            on_fail = on_fail_handlers.get(
+                validator_name, on_fail_handlers.get(escaped_validator_name)
+            )
             # TODO(shreya): Load the on_fail method.
             # This method should be loaded from an optional script given at the
             # beginning of a rail file.
diff --git a/poetry.lock b/poetry.lock
index 228329555..a4cd0ea91 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -368,17 +368,6 @@ files = [
     {file = "backcall-0.2.0.tar.gz", hash = "sha256:5cbdbf27be5e7cfadb448baf0aa95508f91f2bbc6c6437cd9cd06e2a4c215e1e"},
 ]
 
-[[package]]
-name = "backoff"
-version = "2.2.1"
-description = "Function decoration for backoff and retry"
-optional = false
-python-versions = ">=3.7,<4.0"
-files = [
-    {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
-    {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
-]
-
 [[package]]
 name = "backports-tarfile"
 version = "1.1.1"
@@ -1741,71 +1730,71 @@ colorama = ">=0.4"
 
 [[package]]
 name = "grpcio"
-version = "1.63.0"
+version = "1.64.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "grpcio-1.63.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:2e93aca840c29d4ab5db93f94ed0a0ca899e241f2e8aec6334ab3575dc46125c"},
-    {file = "grpcio-1.63.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:91b73d3f1340fefa1e1716c8c1ec9930c676d6b10a3513ab6c26004cb02d8b3f"},
-    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_aarch64.whl", hash = "sha256:b3afbd9d6827fa6f475a4f91db55e441113f6d3eb9b7ebb8fb806e5bb6d6bd0d"},
-    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8f3f6883ce54a7a5f47db43289a0a4c776487912de1a0e2cc83fdaec9685cc9f"},
-    {file = "grpcio-1.63.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cf8dae9cc0412cb86c8de5a8f3be395c5119a370f3ce2e69c8b7d46bb9872c8d"},
-    {file = "grpcio-1.63.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:08e1559fd3b3b4468486b26b0af64a3904a8dbc78d8d936af9c1cf9636eb3e8b"},
-    {file = "grpcio-1.63.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:5c039ef01516039fa39da8a8a43a95b64e288f79f42a17e6c2904a02a319b357"},
-    {file = "grpcio-1.63.0-cp310-cp310-win32.whl", hash = "sha256:ad2ac8903b2eae071055a927ef74121ed52d69468e91d9bcbd028bd0e554be6d"},
-    {file = "grpcio-1.63.0-cp310-cp310-win_amd64.whl", hash = "sha256:b2e44f59316716532a993ca2966636df6fbe7be4ab6f099de6815570ebe4383a"},
-    {file = "grpcio-1.63.0-cp311-cp311-linux_armv7l.whl", hash = "sha256:f28f8b2db7b86c77916829d64ab21ff49a9d8289ea1564a2b2a3a8ed9ffcccd3"},
-    {file = "grpcio-1.63.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:65bf975639a1f93bee63ca60d2e4951f1b543f498d581869922910a476ead2f5"},
-    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_aarch64.whl", hash = "sha256:b5194775fec7dc3dbd6a935102bb156cd2c35efe1685b0a46c67b927c74f0cfb"},
-    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e4cbb2100ee46d024c45920d16e888ee5d3cf47c66e316210bc236d5bebc42b3"},
-    {file = "grpcio-1.63.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1ff737cf29b5b801619f10e59b581869e32f400159e8b12d7a97e7e3bdeee6a2"},
-    {file = "grpcio-1.63.0-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:cd1e68776262dd44dedd7381b1a0ad09d9930ffb405f737d64f505eb7f77d6c7"},
-    {file = "grpcio-1.63.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:93f45f27f516548e23e4ec3fbab21b060416007dbe768a111fc4611464cc773f"},
-    {file = "grpcio-1.63.0-cp311-cp311-win32.whl", hash = "sha256:878b1d88d0137df60e6b09b74cdb73db123f9579232c8456f53e9abc4f62eb3c"},
-    {file = "grpcio-1.63.0-cp311-cp311-win_amd64.whl", hash = "sha256:756fed02dacd24e8f488f295a913f250b56b98fb793f41d5b2de6c44fb762434"},
-    {file = "grpcio-1.63.0-cp312-cp312-linux_armv7l.whl", hash = "sha256:93a46794cc96c3a674cdfb59ef9ce84d46185fe9421baf2268ccb556f8f81f57"},
-    {file = "grpcio-1.63.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:a7b19dfc74d0be7032ca1eda0ed545e582ee46cd65c162f9e9fc6b26ef827dc6"},
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-    {file = "grpcio-1.63.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2d60cd1d58817bc5985fae6168d8b5655c4981d448d0f5b6194bbcc038090d2"},
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+protobuf = ["grpcio-tools (>=1.64.0)"]
 
 [[package]]
 name = "guardrails-api-client"
-version = "0.1.1"
+version = "0.2.1"
 description = "A client library for accessing Guardrails API"
 optional = false
 python-versions = "<4,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2230,7 +2219,7 @@ i18n = ["Babel (>=2.7)"]
 name = "joblib"
 version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
-optional = true
+optional = false
 python-versions = ">=3.8"
 files = [
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@@ -3808,7 +3797,7 @@ files = [
 name = "nltk"
 version = "3.8.1"
 description = "Natural Language Toolkit"
-optional = true
+optional = false
 python-versions = ">=3.7"
 files = [
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@@ -4142,91 +4131,85 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Python API"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<7.0"
+importlib-metadata = ">=6.0,<=7.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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-opentelemetry-proto = "1.20.0"
+opentelemetry-proto = "1.24.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 grpcio = ">=1.0.0,<2.0.0"
 opentelemetry-api = ">=1.15,<2.0"
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-opentelemetry-proto = "1.20.0"
-opentelemetry-sdk = ">=1.20.0,<1.21.0"
+opentelemetry-exporter-otlp-proto-common = "1.24.0"
+opentelemetry-proto = "1.24.0"
+opentelemetry-sdk = ">=1.24.0,<1.25.0"
 
 [package.extras]
 test = ["pytest-grpc"]
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.20.0-py3-none-any.whl", hash = "sha256:03f6e768ad25f1c3a9586e8c695db4a4adf978f8546a1285fa962e16bfbb0bd6"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.20.0.tar.gz", hash = "sha256:500f42821420fdf0759193d6438edc0f4e984a83e14c08a23023c06a188861b4"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0-py3-none-any.whl", hash = "sha256:25af10e46fdf4cd3833175e42f4879a1255fc01655fe14c876183a2903949836"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.24.0.tar.gz", hash = "sha256:704c066cc96f5131881b75c0eac286cd73fc735c490b054838b4513254bd7850"},
 ]
 
 [package.dependencies]
-backoff = {version = ">=1.10.0,<3.0.0", markers = "python_version >= \"3.7\""}
 deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.20.0"
-opentelemetry-proto = "1.20.0"
-opentelemetry-sdk = ">=1.20.0,<1.21.0"
+opentelemetry-exporter-otlp-proto-common = "1.24.0"
+opentelemetry-proto = "1.24.0"
+opentelemetry-sdk = ">=1.24.0,<1.25.0"
 requests = ">=2.7,<3.0"
 
-[package.extras]
-test = ["responses (==0.22.0)"]
-
 [[package]]
 name = "opentelemetry-proto"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Python Proto"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_proto-1.20.0-py3-none-any.whl", hash = "sha256:512c3d2c6864fb7547a69577c3907348e6c985b7a204533563cb4c4c5046203b"},
-    {file = "opentelemetry_proto-1.20.0.tar.gz", hash = "sha256:cf01f49b3072ee57468bccb1a4f93bdb55411f4512d0ac3f97c5c04c0040b5a2"},
+    {file = "opentelemetry_proto-1.24.0-py3-none-any.whl", hash = "sha256:bcb80e1e78a003040db71ccf83f2ad2019273d1e0828089d183b18a1476527ce"},
+    {file = "opentelemetry_proto-1.24.0.tar.gz", hash = "sha256:ff551b8ad63c6cabb1845ce217a6709358dfaba0f75ea1fa21a61ceddc78cab8"},
 ]
 
 [package.dependencies]
@@ -4234,29 +4217,29 @@ protobuf = ">=3.19,<5.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.20.0"
+version = "1.24.0"
 description = "OpenTelemetry Python SDK"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_sdk-1.20.0-py3-none-any.whl", hash = "sha256:f2230c276ff4c63ea09b3cb2e2ac6b1265f90af64e8d16bbf275c81a9ce8e804"},
-    {file = "opentelemetry_sdk-1.20.0.tar.gz", hash = "sha256:702e432a457fa717fd2ddfd30640180e69938f85bb7fec3e479f85f61c1843f8"},
+    {file = "opentelemetry_sdk-1.24.0-py3-none-any.whl", hash = "sha256:fa731e24efe832e98bcd90902085b359dcfef7d9c9c00eb5b9a18587dae3eb59"},
+    {file = "opentelemetry_sdk-1.24.0.tar.gz", hash = "sha256:75bc0563affffa827700e0f4f4a68e1e257db0df13372344aebc6f8a64cde2e5"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.20.0"
-opentelemetry-semantic-conventions = "0.41b0"
+opentelemetry-api = "1.24.0"
+opentelemetry-semantic-conventions = "0.45b0"
 typing-extensions = ">=3.7.4"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.41b0"
+version = "0.45b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "opentelemetry_semantic_conventions-0.41b0-py3-none-any.whl", hash = "sha256:45404391ed9e50998183a4925ad1b497c01c143f06500c3b9c3d0013492bb0f2"},
-    {file = "opentelemetry_semantic_conventions-0.41b0.tar.gz", hash = "sha256:0ce5b040b8a3fc816ea5879a743b3d6fe5db61f6485e4def94c6ee4d402e1eb7"},
+    {file = "opentelemetry_semantic_conventions-0.45b0-py3-none-any.whl", hash = "sha256:a4a6fb9a7bacd9167c082aa4681009e9acdbfa28ffb2387af50c2fef3d30c864"},
+    {file = "opentelemetry_semantic_conventions-0.45b0.tar.gz", hash = "sha256:7c84215a44ac846bc4b8e32d5e78935c5c43482e491812a0bb8aaf87e4d92118"},
 ]
 
 [[package]]
@@ -8349,11 +8332,11 @@ manifest = ["manifest-ml"]
 pii = ["presidio_analyzer", "presidio_anonymizer"]
 profanity = ["alt-profanity-check"]
 sql = ["sqlalchemy", "sqlglot", "sqlvalidator"]
-summary = ["nltk", "thefuzz"]
+summary = ["thefuzz"]
 toxic-language = ["torch", "transformers"]
 vectordb = ["faiss-cpu", "numpy"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8.1"
-content-hash = "fe6b6c42df209d16b013d3b8cd070399bb5804d4c10a28868a92d513c7fc520a"
+content-hash = "f2c26b1ad671f41fb695448f5f007d9f29609581db2a23301169a4d0a5ab11f1"
diff --git a/pyproject.toml b/pyproject.toml
index 64d9bd868..f0fb1a292 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "guardrails-ai"
-version = "0.4.4"
+version = "0.4.5"
 description = "Adding guardrails to large language models."
 authors = ["Guardrails AI <contact@guardrailsai.com>"]
 license = "Apache License 2.0"
@@ -26,12 +26,12 @@ rstr = "^3.2.2"
 typing-extensions = "^4.8.0"
 python-dateutil = "^2.8.2"
 tiktoken = ">=0.5.1"
+nltk = "^3.8.1"
 
 sqlvalidator = {version = "^0.0.20", optional = true}
 sqlalchemy = {version = ">=2.0.9", optional = true}
 sqlglot = {version = "^19.0.3", optional = true}
 thefuzz = {version = "^0.20.0", optional = true}
-nltk = {version = "^3.8.1", optional = true}
 faiss-cpu = {version = "^1.7.4", optional = true}
 numpy = {version = ">=1.24", optional = true}
 alt-profanity-check = {version = "^1.3.1", optional = true}
@@ -50,19 +50,19 @@ huggingface_hub = {version = "^0.19.3", optional = true}
 pydash = "^7.0.6"
 docspec_python = "2.2.1"
 pydoc-markdown = "4.8.2"
-opentelemetry-sdk = "1.20.0"
-opentelemetry-exporter-otlp-proto-grpc = "1.20.0"
-opentelemetry-exporter-otlp-proto-http = "1.20.0"
 langchain-core = ">=0.1,<0.3"
 coloredlogs = "^15.0.1"
 requests = "^2.31.0"
-guardrails-api-client = "^0.1.1"
+guardrails-api-client = "^0.2.1"
 jwt = "^1.3.1"
 pip = ">=22"
+opentelemetry-sdk = "^1.24.0"
+opentelemetry-exporter-otlp-proto-grpc = "^1.24.0"
+opentelemetry-exporter-otlp-proto-http = "^1.24.0"
 
 [tool.poetry.extras]
 sql = ["sqlvalidator", "sqlalchemy", "sqlglot"]
-summary = ["thefuzz", "nltk"]
+summary = ["thefuzz"]
 vectordb = ["faiss-cpu", "numpy"]
 profanity = ["alt-profanity-check"]
 detect-secrets = ["detect-secrets"]


Test patch:
diff --git a/tests/integration_tests/test_streaming.py b/tests/integration_tests/test_streaming.py
index 4551f8f4e..149ddd62d 100644
--- a/tests/integration_tests/test_streaming.py
+++ b/tests/integration_tests/test_streaming.py
@@ -1,17 +1,27 @@
-# 2 tests
+# 3 tests
 # 1. Test streaming with OpenAICallable (mock openai.Completion.create)
 # 2. Test streaming with OpenAIChatCallable (mock openai.ChatCompletion.create)
-# Using the LowerCase Validator
+# 3. Test string schema streaming
+# Using the LowerCase Validator, and a custom validator to show new streaming behavior
 import json
-from typing import Iterable
+from typing import Any, Callable, Dict, Iterable, List, Optional, Union
 
 import openai
 import pytest
 from pydantic import BaseModel, Field
 
 import guardrails as gd
+from guardrails.utils.casting_utils import to_int
 from guardrails.utils.openai_utils import OPENAI_VERSION
-from guardrails.validator_base import OnFailAction
+from guardrails.validator_base import (
+    ErrorSpan,
+    FailResult,
+    OnFailAction,
+    PassResult,
+    ValidationResult,
+    Validator,
+    register_validator,
+)
 from guardrails.validators import LowerCase
 
 expected_raw_output = {"statement": "I am DOING well, and I HOPE you aRe too."}
@@ -20,6 +30,65 @@
 expected_filter_refrain_output = {}
 
 
+@register_validator(name="minsentencelength", data_type=["string", "list"])
+class MinSentenceLengthValidator(Validator):
+    def __init__(
+        self,
+        min: Optional[int] = None,
+        max: Optional[int] = None,
+        on_fail: Optional[Callable] = None,
+    ):
+        super().__init__(
+            on_fail=on_fail,
+            min=min,
+            max=max,
+        )
+        self._min = to_int(min)
+        self._max = to_int(max)
+
+    def sentence_split(self, value):
+        return list(map(lambda x: x + ".", value.split(".")[:-1]))
+
+    def validate(self, value: Union[str, List], metadata: Dict) -> ValidationResult:
+        sentences = self.sentence_split(value)
+        error_spans = []
+        index = 0
+        for sentence in sentences:
+            if len(sentence) < self._min:
+                error_spans.append(
+                    ErrorSpan(
+                        start=index,
+                        end=index + len(sentence),
+                        reason=f"Sentence has length less than {self._min}. "
+                        f"Please return a longer output, "
+                        f"that is shorter than {self._max} characters.",
+                    )
+                )
+            if len(sentence) > self._max:
+                error_spans.append(
+                    ErrorSpan(
+                        start=index,
+                        end=index + len(sentence),
+                        reason=f"Sentence has length greater than {self._max}. "
+                        f"Please return a shorter output, "
+                        f"that is shorter than {self._max} characters.",
+                    )
+                )
+            index = index + len(sentence)
+        if len(error_spans) > 0:
+            return FailResult(
+                validated_chunk=value,
+                error_spans=error_spans,
+                error_message=f"Sentence has length less than {self._min}. "
+                f"Please return a longer output, "
+                f"that is shorter than {self._max} characters.",
+            )
+        return PassResult(validated_chunk=value)
+
+    def validate_stream(self, chunk: Any, metadata: Dict, **kwargs) -> ValidationResult:
+        return super().validate_stream(chunk, metadata, **kwargs)
+
+
 class Delta:
     content: str
 
@@ -49,20 +118,18 @@ def __init__(self, choices, model):
         self.model = model
 
 
-def mock_openai_completion_create():
+def mock_openai_completion_create(chunks):
     # Returns a generator
-    chunks = [
-        '{"statement":',
-        ' "I am DOING',
-        " well, and I",
-        " HOPE you aRe",
-        ' too."}',
-    ]
-
     def gen():
+        index = 0
         for chunk in chunks:
+            index = index + 1
+            # finished = index == len(chunks)
+            # finish_reason = "stop" if finished else None
+            # print("FINISH REASON", finish_reason)
             if OPENAI_VERSION.startswith("0"):
                 yield {
+                    # TODO: for some reason using finish_reason here breaks everything
                     "choices": [{"text": chunk, "finish_reason": None}],
                     "model": "OpenAI model name",
                 }
@@ -72,6 +139,7 @@ def gen():
                         Choice(
                             text=chunk,
                             delta=Delta(content=""),
+                            # TODO: for some reason using finish_reason here breaks everything  # noqa
                             finish_reason=None,
                         )
                     ],
@@ -81,24 +149,22 @@ def gen():
     return gen()
 
 
-def mock_openai_chat_completion_create():
+def mock_openai_chat_completion_create(chunks):
     # Returns a generator
-    chunks = [
-        '{"statement":',
-        ' "I am DOING',
-        " well, and I",
-        " HOPE you aRe",
-        ' too."}',
-    ]
-
     def gen():
+        index = 0
         for chunk in chunks:
+            index = index + 1
+            # finished = index == len(chunks)
+            # finish_reason = "stop" if finished else None
+            # print("FINISH REASON", finish_reason)
             if OPENAI_VERSION.startswith("0"):
                 yield {
                     "choices": [
                         {
                             "index": 0,
                             "delta": {"content": chunk},
+                            # TODO: for some reason using finish_reason here breaks everything  # noqa
                             "finish_reason": None,
                         }
                     ]
@@ -109,6 +175,7 @@ def gen():
                         Choice(
                             text="",
                             delta=Delta(content=chunk),
+                            # TODO: for some reason using finish_reason here breaks everything  # noqa
                             finish_reason=None,
                         )
                     ],
@@ -146,25 +213,57 @@ class LowerCaseRefrain(BaseModel):
     )
 
 
+expected_minsentence_noop_output = ""
+
+
+class MinSentenceLengthNoOp(BaseModel):
+    statement: str = Field(
+        description="Validates whether the text is in lower case.",
+        validators=[MinSentenceLengthValidator(on_fail=OnFailAction.NOOP)],
+    )
+
+
+STR_PROMPT = "Say something nice to me."
+
 PROMPT = """
 Say something nice to me.
 
 ${gr.complete_json_suffix}
 """
 
+JSON_LLM_CHUNKS = [
+    '{"statement":',
+    ' "I am DOING',
+    " well, and I",
+    " HOPE you aRe",
+    ' too."}',
+]
+
 
 @pytest.mark.parametrize(
-    "op_class, expected_validated_output",
+    "guard, expected_validated_output",
     [
-        (LowerCaseNoop, expected_noop_output),
-        (LowerCaseFix, expected_fix_output),
-        (LowerCaseFilter, expected_filter_refrain_output),
-        (LowerCaseRefrain, expected_filter_refrain_output),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseNoop, prompt=PROMPT),
+            expected_noop_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseFix, prompt=PROMPT),
+            expected_fix_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseFilter, prompt=PROMPT),
+            expected_filter_refrain_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseRefrain, prompt=PROMPT),
+            expected_filter_refrain_output,
+        ),
     ],
 )
 def test_streaming_with_openai_callable(
     mocker,
-    op_class,
+    guard,
     expected_validated_output,
 ):
     """Test streaming with OpenAICallable.
@@ -173,17 +272,15 @@ def test_streaming_with_openai_callable(
     """
     if OPENAI_VERSION.startswith("0"):
         mocker.patch(
-            "openai.Completion.create", return_value=mock_openai_completion_create()
+            "openai.Completion.create",
+            return_value=mock_openai_completion_create(JSON_LLM_CHUNKS),
         )
     else:
         mocker.patch(
             "openai.resources.Completions.create",
-            return_value=mock_openai_completion_create(),
+            return_value=mock_openai_completion_create(JSON_LLM_CHUNKS),
         )
 
-    # Create a guard object
-    guard = gd.Guard.from_pydantic(output_class=op_class, prompt=PROMPT)
-
     method = (
         openai.Completion.create
         if OPENAI_VERSION.startswith("0")
@@ -210,17 +307,29 @@ def test_streaming_with_openai_callable(
 
 
 @pytest.mark.parametrize(
-    "op_class, expected_validated_output",
+    "guard, expected_validated_output",
     [
-        (LowerCaseNoop, expected_noop_output),
-        (LowerCaseFix, expected_fix_output),
-        (LowerCaseFilter, expected_filter_refrain_output),
-        (LowerCaseRefrain, expected_filter_refrain_output),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseNoop, prompt=PROMPT),
+            expected_noop_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseFix, prompt=PROMPT),
+            expected_fix_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseFilter, prompt=PROMPT),
+            expected_filter_refrain_output,
+        ),
+        (
+            gd.Guard.from_pydantic(output_class=LowerCaseRefrain, prompt=PROMPT),
+            expected_filter_refrain_output,
+        ),
     ],
 )
 def test_streaming_with_openai_chat_callable(
     mocker,
-    op_class,
+    guard,
     expected_validated_output,
 ):
     """Test streaming with OpenAIChatCallable.
@@ -230,17 +339,14 @@ def test_streaming_with_openai_chat_callable(
     if OPENAI_VERSION.startswith("0"):
         mocker.patch(
             "openai.ChatCompletion.create",
-            return_value=mock_openai_chat_completion_create(),
+            return_value=mock_openai_chat_completion_create(JSON_LLM_CHUNKS),
         )
     else:
         mocker.patch(
             "openai.resources.chat.completions.Completions.create",
-            return_value=mock_openai_chat_completion_create(),
+            return_value=mock_openai_chat_completion_create(JSON_LLM_CHUNKS),
         )
 
-    # Create a guard object
-    guard = gd.Guard.from_pydantic(output_class=op_class, prompt=PROMPT)
-
     method = (
         openai.ChatCompletion.create
         if OPENAI_VERSION.startswith("0")
@@ -265,3 +371,99 @@ def test_streaming_with_openai_chat_callable(
 
     assert actual_output.raw_llm_output == json.dumps(expected_raw_output)
     assert actual_output.validated_output == expected_validated_output
+
+
+STR_LLM_CHUNKS = [
+    # 38 characters
+    "This sentence is simply just ",
+    "too long."
+    # 25 characters long
+    "This ",
+    "sentence ",
+    "is 2 ",
+    "short."
+    # 29 characters long
+    "This sentence is just ",
+    "right.",
+]
+
+
+@pytest.mark.parametrize(
+    "guard, expected_error_spans",
+    [
+        (
+            gd.Guard.from_string(
+                # only the middle sentence should pass
+                validators=[
+                    MinSentenceLengthValidator(26, 30, on_fail=OnFailAction.NOOP)
+                ],
+                prompt=STR_PROMPT,
+            ),
+            # each value is a tuple
+            # first is expected text inside span
+            # second is the reason for failure
+            [
+                [
+                    "This sentence is simply just too long.",
+                    (
+                        "Sentence has length greater than 30. "
+                        "Please return a shorter output, "
+                        "that is shorter than 30 characters."
+                    ),
+                ],
+                [
+                    "This sentence is 2 short.",
+                    (
+                        "Sentence has length less than 26. "
+                        "Please return a longer output, "
+                        "that is shorter than 30 characters."
+                    ),
+                ],
+            ],
+        )
+    ],
+)
+def test_string_schema_streaming_with_openai_chat(mocker, guard, expected_error_spans):
+    """Test string schema streaming with OpenAIChatCallable.
+
+    Mocks openai.ChatCompletion.create.
+    """
+    if OPENAI_VERSION.startswith("0"):
+        mocker.patch(
+            "openai.ChatCompletion.create",
+            return_value=mock_openai_chat_completion_create(STR_LLM_CHUNKS),
+        )
+    else:
+        mocker.patch(
+            "openai.resources.chat.completions.Completions.create",
+            return_value=mock_openai_chat_completion_create(STR_LLM_CHUNKS),
+        )
+
+    method = (
+        openai.ChatCompletion.create
+        if OPENAI_VERSION.startswith("0")
+        else openai.chat.completions.create
+    )
+
+    method.__name__ = "mock_openai_chat_completion_create"
+    generator = guard(
+        method,
+        model="gpt-3.5-turbo",
+        max_tokens=10,
+        temperature=0,
+        stream=True,
+    )
+
+    assert isinstance(generator, Iterable)
+
+    accumulated_output = ""
+    for op in generator:
+        accumulated_output += op.raw_llm_output
+    error_spans = guard.error_spans_in_output()
+
+    # print spans
+    assert len(error_spans) == len(expected_error_spans)
+    for error_span, expected in zip(error_spans, expected_error_spans):
+        assert accumulated_output[error_span.start : error_span.end] == expected[0]
+        assert error_span.reason == expected[1]
+    # TODO assert something about these error spans
diff --git a/tests/unit_tests/cli/hub/test_install.py b/tests/unit_tests/cli/hub/test_install.py
index 89865567c..a5bf4bf8f 100644
--- a/tests/unit_tests/cli/hub/test_install.py
+++ b/tests/unit_tests/cli/hub/test_install.py
@@ -88,6 +88,7 @@ def test_happy_path(self, mocker):
 
 class TestPipProcess:
     def test_no_package_string_format(self, mocker):
+        mocker.patch("guardrails.cli.hub.install.os.environ", return_value={})
         mock_logger_debug = mocker.patch("guardrails.cli.hub.utils.logger.debug")
 
         mock_sys_executable = mocker.patch("guardrails.cli.hub.install.sys.executable")
@@ -109,12 +110,14 @@ def test_no_package_string_format(self, mocker):
         mock_logger_debug.assert_has_calls(debug_calls)
 
         mock_subprocess_check_output.assert_called_once_with(
-            [mock_sys_executable, "-m", "pip", "inspect", "--path=./install-here"]
+            [mock_sys_executable, "-m", "pip", "inspect", "--path=./install-here"],
+            env={},
         )
 
         assert response == "string output"
 
     def test_json_format(self, mocker):
+        mocker.patch("guardrails.cli.hub.install.os.environ", return_value={})
         mock_logger_debug = mocker.patch("guardrails.cli.hub.install.logger.debug")
 
         mock_sys_executable = mocker.patch("guardrails.cli.hub.install.sys.executable")
@@ -147,7 +150,7 @@ def parsebytes(self, *args):
         mock_logger_debug.assert_has_calls(debug_calls)
 
         mock_subprocess_check_output.assert_called_once_with(
-            [mock_sys_executable, "-m", "pip", "show", "pip"]
+            [mock_sys_executable, "-m", "pip", "show", "pip"], env={}
         )
 
         assert response == {"output": "json"}
@@ -708,6 +711,7 @@ def test_install_hub_module(mocker):
             flags=["--path=mock/install/directory"],
             format="json",
             quiet=False,
+            no_color=True,
         ),
         call("install", "rstr", quiet=False),
         call("install", "openai<2", quiet=False),
@@ -783,6 +787,7 @@ def test_quiet_install(mocker):
             flags=["--path=mock/install/directory"],
             format="json",
             quiet=True,
+            no_color=True,
         ),
         call("install", "rstr", quiet=True),
         call("install", "openai<2", quiet=True),
diff --git a/tests/unit_tests/test_async_validator_service.py b/tests/unit_tests/test_async_validator_service.py
index 34431fe14..8e314c095 100644
--- a/tests/unit_tests/test_async_validator_service.py
+++ b/tests/unit_tests/test_async_validator_service.py
@@ -91,7 +91,7 @@ async def test_async_validate_with_children(mocker):
 
     assert run_validators_mock.call_count == 1
     run_validators_mock.assert_called_once_with(
-        iteration, field_validation, True, {}, "$.mock-parent-key"
+        iteration, field_validation, True, {}, "$.mock-parent-key", stream=False
     )
 
     assert validated_value == "run_validators_mock"
@@ -118,7 +118,7 @@ async def test_async_validate_without_children(mocker):
 
     assert run_validators_mock.call_count == 1
     run_validators_mock.assert_called_once_with(
-        iteration, empty_field_validation, True, {}, "$.mock-key"
+        iteration, empty_field_validation, True, {}, "$.mock-key", stream=False
     )
 
     assert validated_value == "run_validators_mock"
@@ -186,7 +186,9 @@ async def test_run_validators(mocker):
         (OnFailAction.NOOP, [noop_validator_1, noop_validator_2]),
     ]
 
-    def mock_run_validator(iteration, validator, value, metadata, property_path):
+    def mock_run_validator(
+        iteration, validator, value, metadata, property_path, stream
+    ):
         return ValidatorLogs(
             registered_name=validator.name,
             validator_name=validator.name,
@@ -234,6 +236,7 @@ async def mock_gather(*args):
         empty_field_validation.value,
         {},
         "$",
+        False,
     )
 
     assert run_validator_mock.call_count == 3
diff --git a/tests/unit_tests/test_validators.py b/tests/unit_tests/test_validators.py
index 3f6f2c8c9..e8cf1ea73 100644
--- a/tests/unit_tests/test_validators.py
+++ b/tests/unit_tests/test_validators.py
@@ -899,11 +899,11 @@ async def mock_llm_api(*args, **kwargs):
     [
         (
             OnFailAction.REASK,
-            "Prompt validation failed: incorrect_value='What kind of pet should I get?\\n\\nJson Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Prompt validation failed: incorrect_value='\\nThis is not two words\\n\\n\\nString Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='This is')] path=None",  # noqa
-            "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='This also')] path=None",  # noqa
+            "Prompt validation failed: incorrect_value='What kind of pet should I get?\\n\\nJson Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Prompt validation failed: incorrect_value='\\nThis is not two words\\n\\n\\nString Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='This is', error_spans=None)] path=None",  # noqa
+            "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='This also', error_spans=None)] path=None",  # noqa
         ),
         (
             OnFailAction.FILTER,
@@ -1044,11 +1044,11 @@ def test_input_validation_fail(
     [
         (
             OnFailAction.REASK,
-            "Prompt validation failed: incorrect_value='What kind of pet should I get?\\n\\nJson Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='What kind')] path=None",  # noqa
-            "Prompt validation failed: incorrect_value='\\nThis is not two words\\n\\n\\nString Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='This is')] path=None",  # noqa
-            "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', metadata=None, error_message='must be exactly two words', fix_value='This also')] path=None",  # noqa
+            "Prompt validation failed: incorrect_value='What kind of pet should I get?\\n\\nJson Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Instructions validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Message history validation failed: incorrect_value='What kind of pet should I get?' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='What kind', error_spans=None)] path=None",  # noqa
+            "Prompt validation failed: incorrect_value='\\nThis is not two words\\n\\n\\nString Output:\\n\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='This is', error_spans=None)] path=None",  # noqa
+            "Instructions validation failed: incorrect_value='\\nThis also is not two words\\n' fail_results=[FailResult(outcome='fail', metadata=None, validated_chunk=None, error_message='must be exactly two words', fix_value='This also', error_spans=None)] path=None",  # noqa
         ),
         (
             OnFailAction.FILTER,
diff --git a/tests/unit_tests/utils/test_api_utils.py b/tests/unit_tests/utils/test_api_utils.py
new file mode 100644
index 000000000..4a74cea67
--- /dev/null
+++ b/tests/unit_tests/utils/test_api_utils.py
@@ -0,0 +1,19 @@
+from guardrails.utils.api_utils import extract_serializeable_metadata
+
+
+def test_extract_serializeable_metadata():
+    def baz():
+        print("baz")
+
+    class NonMeta:
+        data = "data"
+
+    metadata = {
+        "foo": "bar",
+        "baz": baz,
+        "non_meta": NonMeta(),
+    }
+
+    extracted_metadata = extract_serializeable_metadata(metadata)
+
+    assert extracted_metadata == {"foo": "bar"}