all set

.dockerignore

@@ -0,0 +1,48 @@
+# ── Python / cache ────────────────────────────────────────────────────────────
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+
+# ── Virtual environment (rebuilt inside container via uv) ─────────────────────
+.venv/
+
+# ── Build / generated artifacts ───────────────────────────────────────────────
+*.egg-info/
+dist/
+build/
+.pytest_cache/
+.mypy_cache/
+
+# ── VCS and editor noise ──────────────────────────────────────────────────────
+.git/
+.gitignore
+.hfignore
+.dockerignore
+.DS_Store
+.idea/
+.vscode/
+.github/
+
+# ── Local secrets / config ────────────────────────────────────────────────────
+.env
+.env.*
+CLAUDE.md
+
+# ── Local tooling / noise ─────────────────────────────────────────────────────
+.agents/
+.agent/
+node_modules/
+outputs/
+*.log
+
+# ── Hackathon-internal docs (not needed at runtime) ───────────────────────────
+AI_ENGINEERING_PRINCIPLES.txt
+RULES.md
+Tasks.md
+pre-val.sh
+
+# ── Misc ──────────────────────────────────────────────────────────────────────
+test_redirect.py
+openenv_AML_env.egg-info/
+openenv_tracefix_rl.egg-info/

.gitignore

@@ -1,4 +1,28 @@
+# Virtual environment
 .venv/
+
+# Python build artifacts
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+*.egg-info/
+dist/
+build/
+
+# Editor / OS noise
+.DS_Store
+.idea/
+.vscode/
+
+# Test caches
+.pytest_cache/
+.mypy_cache/
+
+# Hackathon-internal docs (not for public repo)
 AI_ENGINEERING_PRINCIPLES.txt
 RULES.md
-openenv_AML_env.egg-info/
+
+# Logs & local outputs
+*.log
+outputs/

.hfignore

@@ -0,0 +1,48 @@
+# ── Python / cache ────────────────────────────────────────────────────────────
+__pycache__/
+*.pyc
+*.pyo
+*.pyd
+
+# ── Virtual environments / local tooling ──────────────────────────────────────
+.venv/
+.agents/
+.agent/
+node_modules/
+
+# ── Local secrets / config ────────────────────────────────────────────────────
+.env
+.env.*
+CLAUDE.md
+
+# ── VCS and editor noise ──────────────────────────────────────────────────────
+.git/
+.gitignore
+.hfignore
+.DS_Store
+.idea/
+.vscode/
+
+# ── Build / generated artifacts ───────────────────────────────────────────────
+*.egg-info/
+dist/
+build/
+.pytest_cache/
+.mypy_cache/
+uv.lock
+
+# ── Local outputs / logs ──────────────────────────────────────────────────────
+outputs/
+*.log
+.github/
+
+# ── Hackathon-internal docs (not for public HF Space) ────────────────────────
+AI_ENGINEERING_PRINCIPLES.txt
+RULES.md
+Tasks.md
+
+# ── Misc ──────────────────────────────────────────────────────────────────────
+test_redirect.py
+pre-val.sh
+openenv_AML_env.egg-info/
+openenv_tracefix_rl.egg-info/

Dockerfile

@@ -0,0 +1,64 @@
+# ============================================================
+# AML Investigator — OpenEnv Environment
+# Hugging Face Spaces compliant Docker image
+# ============================================================
+#
+# Build (from repo root):
+#   docker build -t aml-env .
+#
+# Run locally:
+#   docker run -p 7860:7860 aml-env
+# ============================================================
+
+FROM python:3.11-slim
+
+# --- System dependencies -------------------------------------------------
+# curl  → healthcheck
+# git   → uv may resolve VCS dependencies (openenv from git)
+RUN apt-get update && \
+    apt-get install -y --no-install-recommends curl git && \
+    rm -rf /var/lib/apt/lists/*
+
+# --- Install uv ----------------------------------------------------------
+# uv is the canonical package manager for this project (see uv.lock).
+# We download the pre-built binary so Docker layer caching is fast.
+RUN curl -LsSf https://astral.sh/uv/install.sh | sh && \
+    mv /root/.local/bin/uv /usr/local/bin/uv && \
+    mv /root/.local/bin/uvx /usr/local/bin/uvx
+
+# --- Working directory ---------------------------------------------------
+WORKDIR /app
+
+# --- Copy full project context -------------------------------------------
+# Copy everything so uv sync can resolve the full project graph.
+# Unwanted paths are excluded via .dockerignore.
+COPY . /app/
+
+# --- Install dependencies via uv -----------------------------------------
+# Use --frozen to honour the checked-in uv.lock for reproducibility.
+# Falls back to a live resolve if uv.lock is absent (shouldn't happen).
+RUN if [ -f uv.lock ]; then \
+        uv sync --frozen --no-editable; \
+    else \
+        uv sync --no-editable; \
+    fi
+
+# --- Runtime environment -------------------------------------------------
+# Add the uv-managed venv to PATH so uvicorn / python resolve correctly.
+ENV PATH="/app/.venv/bin:$PATH"
+
+# PYTHONPATH → repo root so that both of these import patterns work:
+#   from models import AmlAction           (absolute, no package prefix)
+#   from server.AML_env_environment import AmlEnvironment
+ENV PYTHONPATH="/app"
+
+# Hugging Face Spaces mandates port 7860.
+EXPOSE 7860
+
+# --- Health check --------------------------------------------------------
+HEALTHCHECK --interval=30s --timeout=5s --start-period=15s --retries=3 \
+    CMD curl -f http://localhost:7860/health || exit 1
+
+# --- Start server --------------------------------------------------------
+# Module path: server/app.py → server.app:app
+CMD ["uvicorn", "server.app:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

@@ -5,7 +5,7 @@ colorFrom: indigo
 colorTo: red
 sdk: docker
 pinned: false
-app_port: 8000
+app_port: 7860
 base_path: /web
 tags:
   - openenv

Tasks.md

@@ -0,0 +1,82 @@
+1. The Environment Setup: The Noisy Haystack
+
+Instead of 15 nodes, your mock database will now simulate a slice of a real bank with hundreds of entities and thousands of transactions.
+
+The Noise (False Flags & Legitimate Activity):
+
+    Payroll & Utilities: 80% of transactions are just companies paying hundreds of employees or paying server hosting bills.
+
+    The "False Positive" Trap: An account transfers $12.50 to a coffee shop whose owner happens to share the exact name as someone on an international watchlist. The LLM must not waste its API budget investigating a coffee purchase.
+
+    High Fan-Out: When the agent queries an active corporate account, it won't get 3 transactions; it will get 150.
+
+2. The Tool Upgrades (Pagination is Mandatory)
+
+Because the dataset is now massive, if the agent queries a major corporate account, returning 150 transactions will instantly blow up the context window and cause an Out-Of-Memory (OOM) failure for the LLM. You must introduce pagination to the tools.
+
+    query_transactions(account_id: str, limit: int = 10, offset: int = 0): The agent must actively choose to page through history or search by date ranges.
+
+    search_transactions_by_keyword(account_id: str, keyword: str): Allows the agent to search the "notes" or "memo" field (e.g., searching for "consulting" or "invoice") to filter noise.
+
+    get_kyc_record(entity_id: str): Returns corporate directors, registration addresses, and incorporation dates.
+
+    submit_decision(decision: Literal["FRAUD", "CLEAR"], evidence_links: List[str]): The final action.
+
+    
+Task 1: The False Positive Triage (Easy)
+
+    The Alert: The automated system flags ACC-101 (A local construction company) because it transferred $50,000 to ACC-909 (A newly registered entity in a high-risk jurisdiction).
+
+    The Environment State: ACC-101 has 200 normal transactions (buying lumber, paying contractors). The $50,000 transfer has the memo "Heavy Machinery Purchase - Unit 4".
+
+    The Trap: A naive model will see "High-Risk Jurisdiction," panic, and flag it as FRAUD.
+
+    The Solution Path: 1.  The agent calls query_transactions('ACC-101').
+    2.  Reads the memo indicating a machinery purchase.
+    3.  Calls get_kyc_record('ACC-909') and sees it is registered as "Global Tractor Sales Ltd."
+    4.  Calls query_transactions('ACC-909') and sees 50 other legitimate inbound payments from global construction firms.
+    5.  Agent Action: Calls submit_decision("CLEAR"). The agent proves it can dismiss noise.
+
+Task 2: The Smurf Network (Medium)
+
+    The Alert: The system flags ACC-200 (A used car dealership) for a sudden spike in cash deposits over a 5-day period.
+
+    The Environment State: The dealership has hundreds of regular car sale transactions. However, mixed into the ledger are 14 incoming cash deposits, all for exactly $9,900 or $9,500.
+
+    The Trap: The LLM must notice that these deposits are suspiciously just below the standard $10,000 AML reporting threshold.
+
+    The Solution Path:
+
+        The agent pages through query_transactions('ACC-200') and spots the pattern of $9,900 deposits.
+
+        The agent notes the senders: ACC-301, ACC-302, ACC-303 (The Smurfs).
+
+        The agent queries the KYC for those three accounts.
+
+        The KYC reveals all three accounts were opened on the exact same day, and they all list their occupation as "Student."
+
+        Agent Action: Calls submit_decision("FRAUD", ["ACC-301", "ACC-302", "ACC-303"]). The agent proves it can identify data anomalies (structuring) without a direct loop.
+
+Task 3: The Ultimate Corporate Mirage (Hard)
+
+    The Alert: The system flags a $2.5 million transfer from ACC-500 (A major logistics firm) to ACC-700 (A generic consulting agency).
+
+    The Environment State: This is the massive haystack. ACC-500 has 500+ transactions. ACC-700 also has hundreds of transactions paying out to various vendors, charities, and payroll.
+
+    The Trap: ACC-500 also sends $100 to an entity named "Al-Qaeda Watchlist Target" (A complete false flag designed to bait the LLM into wasting its API budget).
+
+    The Solution Path:
+
+        Agent ignores the $100 false flag and focuses on the $2.5M transfer.
+
+        Agent queries ACC-700 (The consultant) and uses pagination or search tools to filter out payroll.
+
+        Agent finds that exactly 48 hours after receiving the $2.5M, ACC-700 transferred $2.4M to ACC-888 (An offshore holding company).
+
+        Agent queries get_kyc_record('ACC-888'). The director is listed as "Robert House."
+
+        Agent queries get_kyc_record('ACC-500') (The original sender). The director is listed as "Apex Management Corp."
+
+        Agent queries get_kyc_record('Apex Management Corp'). The CEO of Apex is "Robert House."
+
+        Agent Action: Calls submit_decision("FRAUD", ["ACC-500", "ACC-700", "ACC-888"]). The agent proves it can ignore severe false flags, navigate pagination, and cross-reference multi-hop KYC records to find the hidden loop.

data/accounts.json

@@ -0,0 +1,2062 @@
+[
+  {
+    "account_id": "ACC-0001",
+    "owner_entity_id": "ENT-0284",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0002",
+    "owner_entity_id": "ENT-0006",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0003",
+    "owner_entity_id": "ENT-0059",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0004",
+    "owner_entity_id": "ENT-0275",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0005",
+    "owner_entity_id": "ENT-0175",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0006",
+    "owner_entity_id": "ENT-0223",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0007",
+    "owner_entity_id": "ENT-0002",
+    "status": "Closed"
+  },
+  {
+    "account_id": "ACC-0008",
+    "owner_entity_id": "ENT-0135",
+    "status": "Closed"
+  },
+  {
+    "account_id": "ACC-0009",
+    "owner_entity_id": "ENT-0092",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0010",
+    "owner_entity_id": "ENT-0055",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0011",
+    "owner_entity_id": "ENT-0153",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0012",
+    "owner_entity_id": "ENT-0260",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0013",
+    "owner_entity_id": "ENT-0079",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0014",
+    "owner_entity_id": "ENT-0083",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0015",
+    "owner_entity_id": "ENT-0272",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0016",
+    "owner_entity_id": "ENT-0166",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0017",
+    "owner_entity_id": "ENT-0058",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0018",
+    "owner_entity_id": "ENT-0158",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0019",
+    "owner_entity_id": "ENT-0124",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0020",
+    "owner_entity_id": "ENT-0041",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0021",
+    "owner_entity_id": "ENT-0249",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0022",
+    "owner_entity_id": "ENT-0273",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0023",
+    "owner_entity_id": "ENT-0066",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0024",
+    "owner_entity_id": "ENT-0282",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0025",
+    "owner_entity_id": "ENT-0271",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0026",
+    "owner_entity_id": "ENT-0217",
+    "status": "Closed"
+  },
+  {
+    "account_id": "ACC-0027",
+    "owner_entity_id": "ENT-0277",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0028",
+    "owner_entity_id": "ENT-0103",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0029",
+    "owner_entity_id": "ENT-0205",
+    "status": "Closed"
+  },
+  {
+    "account_id": "ACC-0030",
+    "owner_entity_id": "ENT-0192",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0031",
+    "owner_entity_id": "ENT-0265",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0032",
+    "owner_entity_id": "ENT-0127",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0033",
+    "owner_entity_id": "ENT-0174",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0034",
+    "owner_entity_id": "ENT-0284",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0035",
+    "owner_entity_id": "ENT-0113",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0036",
+    "owner_entity_id": "ENT-0031",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0037",
+    "owner_entity_id": "ENT-0017",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0038",
+    "owner_entity_id": "ENT-0037",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0039",
+    "owner_entity_id": "ENT-0143",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0040",
+    "owner_entity_id": "ENT-0110",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0041",
+    "owner_entity_id": "ENT-0293",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0042",
+    "owner_entity_id": "ENT-0125",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0043",
+    "owner_entity_id": "ENT-0209",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0044",
+    "owner_entity_id": "ENT-0050",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0045",
+    "owner_entity_id": "ENT-0182",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0046",
+    "owner_entity_id": "ENT-0240",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0047",
+    "owner_entity_id": "ENT-0028",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0048",
+    "owner_entity_id": "ENT-0051",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0049",
+    "owner_entity_id": "ENT-0174",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0050",
+    "owner_entity_id": "ENT-0056",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0051",
+    "owner_entity_id": "ENT-0098",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0052",
+    "owner_entity_id": "ENT-0072",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0053",
+    "owner_entity_id": "ENT-0143",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0054",
+    "owner_entity_id": "ENT-0039",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0055",
+    "owner_entity_id": "ENT-0282",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0056",
+    "owner_entity_id": "ENT-0277",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0057",
+    "owner_entity_id": "ENT-0048",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0058",
+    "owner_entity_id": "ENT-0122",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0059",
+    "owner_entity_id": "ENT-0249",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0060",
+    "owner_entity_id": "ENT-0206",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0061",
+    "owner_entity_id": "ENT-0085",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0062",
+    "owner_entity_id": "ENT-0200",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0063",
+    "owner_entity_id": "ENT-0233",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0064",
+    "owner_entity_id": "ENT-0285",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0065",
+    "owner_entity_id": "ENT-0250",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0066",
+    "owner_entity_id": "ENT-0152",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0067",
+    "owner_entity_id": "ENT-0030",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0068",
+    "owner_entity_id": "ENT-0278",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0069",
+    "owner_entity_id": "ENT-0161",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0070",
+    "owner_entity_id": "ENT-0300",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0071",
+    "owner_entity_id": "ENT-0272",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0072",
+    "owner_entity_id": "ENT-0261",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0073",
+    "owner_entity_id": "ENT-0096",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0074",
+    "owner_entity_id": "ENT-0035",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0075",
+    "owner_entity_id": "ENT-0121",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0076",
+    "owner_entity_id": "ENT-0292",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0077",
+    "owner_entity_id": "ENT-0021",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0078",
+    "owner_entity_id": "ENT-0215",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0079",
+    "owner_entity_id": "ENT-0290",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0080",
+    "owner_entity_id": "ENT-0134",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0081",
+    "owner_entity_id": "ENT-0161",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0082",
+    "owner_entity_id": "ENT-0203",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0083",
+    "owner_entity_id": "ENT-0154",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0084",
+    "owner_entity_id": "ENT-0038",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0085",
+    "owner_entity_id": "ENT-0289",
+    "status": "Closed"
+  },
+  {
+    "account_id": "ACC-0086",
+    "owner_entity_id": "ENT-0038",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0087",
+    "owner_entity_id": "ENT-0260",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0088",
+    "owner_entity_id": "ENT-0179",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0089",
+    "owner_entity_id": "ENT-0126",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0090",
+    "owner_entity_id": "ENT-0081",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0091",
+    "owner_entity_id": "ENT-0279",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0092",
+    "owner_entity_id": "ENT-0271",
+    "status": "Active"
+  },
+  {
+    "account_id": "ACC-0093",
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+    "_task": "HARD",
+    "account_id": "ACC-9021",
+    "owner_entity_id": "ENT-9021",
+    "status": "Active"
+  },
+  {
+    "_task": "HARD",
+    "account_id": "ACC-9022",
+    "owner_entity_id": "ENT-9022",
+    "status": "Active"
+  },
+  {
+    "_task": "HARD",
+    "account_id": "ACC-9023",
+    "owner_entity_id": "ENT-9023",
+    "status": "Active"
+  },
+  {
+    "_task": "HARD",
+    "account_id": "ACC-9026",
+    "owner_entity_id": "ENT-9026",
+    "status": "Active"
+  }
+]

data/entities.json

@@ -0,0 +1,2381 @@
+[
+  {
+    "entity_id": "ENT-0001",
+    "name": "Allison Hill",
+    "type": "Individual",
+    "registration_address": "819 Johnson Course, East William, AK 74064",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0002",
+    "name": "Matthew Gardner",
+    "type": "Individual",
+    "registration_address": "26542 Susan Junction Apt. 161, Melanieview, AS 06196",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0003",
+    "name": "Kimberly Dudley",
+    "type": "Individual",
+    "registration_address": "959 Janet Cape Apt. 413, South Joshuastad, GA 49021",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0004",
+    "name": "Michael Miles",
+    "type": "Individual",
+    "registration_address": "283 Steven Groves, Lake Mark, WI 07832",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0005",
+    "name": "Andrew Stewart",
+    "type": "Individual",
+    "registration_address": "537 Wilkerson Row, Thomasberg, IA 98148",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0006",
+    "name": "Deborah Richards",
+    "type": "Individual",
+    "registration_address": "PSC 6532, Box 8710, APO AE 20534",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0007",
+    "name": "Rebecca Henderson",
+    "type": "Individual",
+    "registration_address": "784 Erin Crescent Suite 514, Mooretown, VA 94830",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0008",
+    "name": "Jonathan White",
+    "type": "Individual",
+    "registration_address": "PSC 4893, Box 2528, APO AP 00575",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0009",
+    "name": "Katherine Rodriguez",
+    "type": "Individual",
+    "registration_address": "03911 Cabrera Trace Apt. 278, West Allison, PA 55962",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0010",
+    "name": "Tanya Campos",
+    "type": "Individual",
+    "registration_address": "5787 John Circles Suite 098, New Jeffrey, CA 93279",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0011",
+    "name": "Crystal Whitehead",
+    "type": "Individual",
+    "registration_address": "347 Amber Stream, Sanchezfort, AS 53855",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0012",
+    "name": "Brent Jordan",
+    "type": "Individual",
+    "registration_address": "010 Chandler Union Apt. 333, Taylorburgh, KY 61138",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0013",
+    "name": "Thomas Ramos",
+    "type": "Individual",
+    "registration_address": "80132 Tucker Forest, Barreraburgh, MS 00783",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0014",
+    "name": "Mrs. Rachel Gibson",
+    "type": "Individual",
+    "registration_address": "34309 Julie Centers Apt. 978, North Susan, CO 24857",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0015",
+    "name": "Barry Hensley",
+    "type": "Individual",
+    "registration_address": "909 Robert Prairie, Sarahborough, TN 94373",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0016",
+    "name": "Derek Anderson",
+    "type": "Individual",
+    "registration_address": "1079 Charles Forest Suite 251, West Justin, NV 71701",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0017",
+    "name": "Lisa Archer",
+    "type": "Individual",
+    "registration_address": "841 Joseph Coves, West Juan, IL 94559",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0018",
+    "name": "Michael Farrell",
+    "type": "Individual",
+    "registration_address": "16400 Wise Route Suite 278, Hoffmanville, CA 91074",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0019",
+    "name": "Kimberly Davenport",
+    "type": "Individual",
+    "registration_address": "2045 Rachel Fords, Lake Curtis, WI 73886",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0020",
+    "name": "Jennifer Oliver",
+    "type": "Individual",
+    "registration_address": "26025 Pham Way, West Erik, UT 14669",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0021",
+    "name": "Andrew Ruiz",
+    "type": "Individual",
+    "registration_address": "4330 Raymond Harbors Apt. 458, Frazierside, MA 04118",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0022",
+    "name": "Wesley White",
+    "type": "Individual",
+    "registration_address": "USNV Johnson, FPO AP 57460",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0023",
+    "name": "Richard Graham",
+    "type": "Individual",
+    "registration_address": "Unit 1693 Box 4060, DPO AP 71076",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0024",
+    "name": "Teresa Mclaughlin",
+    "type": "Individual",
+    "registration_address": "59514 Estrada Islands Suite 482, South Elizabeth, MS 89278",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0025",
+    "name": "Carrie Carroll",
+    "type": "Individual",
+    "registration_address": "4369 Marshall Mills, New Thomas, MH 96964",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0026",
+    "name": "Bradley Robertson",
+    "type": "Individual",
+    "registration_address": "34332 Brandon Mountains Apt. 769, Lake Heather, NM 52884",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0027",
+    "name": "Matthew Smith",
+    "type": "Individual",
+    "registration_address": "3287 Angela Vista, South Dennismouth, TN 70117",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0028",
+    "name": "Linda Dodson DVM",
+    "type": "Individual",
+    "registration_address": "727 Green Gateway Suite 873, Scottport, IA 36115",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0029",
+    "name": "Steven Miller",
+    "type": "Individual",
+    "registration_address": "231 Russell Plains Suite 603, Priceshire, UT 03061",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0030",
+    "name": "Pamela James",
+    "type": "Individual",
+    "registration_address": "6688 Tracy Groves Suite 706, Elizabethfurt, VA 22133",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0031",
+    "name": "Tamara Hooper",
+    "type": "Individual",
+    "registration_address": "901 Taylor Mountain Apt. 046, Jasonmouth, MA 50193",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0032",
+    "name": "Trevor Fisher",
+    "type": "Individual",
+    "registration_address": "80531 Karen Gateway Apt. 092, East Thomas, DE 74421",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0033",
+    "name": "Julie Scott",
+    "type": "Individual",
+    "registration_address": "41904 Sanders Stravenue, North Brittany, MP 82714",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0034",
+    "name": "Michael Turner",
+    "type": "Individual",
+    "registration_address": "058 Stanley Cliff, Alexanderchester, GU 64752",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0035",
+    "name": "Tyler Reid",
+    "type": "Individual",
+    "registration_address": "2849 Marshall Views, Marcusbury, MP 11860",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0036",
+    "name": "Jerry Christensen",
+    "type": "Individual",
+    "registration_address": "0752 Lewis Union Suite 549, Angelahaven, ID 11722",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0037",
+    "name": "Jason Peters",
+    "type": "Individual",
+    "registration_address": "770 Kelly Lodge Apt. 495, Transtad, NE 98272",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0038",
+    "name": "Heather Chavez",
+    "type": "Individual",
+    "registration_address": "35182 Javier Orchard, Jennyhaven, PA 37594",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0039",
+    "name": "Dr. Elizabeth Ward",
+    "type": "Individual",
+    "registration_address": "0084 Dana Terrace, Garciatown, OK 37769",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0040",
+    "name": "Jeremiah Lopez",
+    "type": "Individual",
+    "registration_address": "16719 Edward Valleys Suite 131, Obrienbury, WI 68995",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0041",
+    "name": "Terry Evans",
+    "type": "Individual",
+    "registration_address": "9909 Stacey Fords Apt. 412, East Andrea, GA 00851",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0042",
+    "name": "Michael Harrison",
+    "type": "Individual",
+    "registration_address": "471 Sandra Turnpike Apt. 618, Lake Edward, KY 19144",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0043",
+    "name": "Christopher Parker",
+    "type": "Individual",
+    "registration_address": "1746 Mason Park Suite 190, Navarroview, AK 12471",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0044",
+    "name": "Michael Valencia",
+    "type": "Individual",
+    "registration_address": "490 Thomas Run, Moonburgh, OR 57633",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0045",
+    "name": "Katherine Davis",
+    "type": "Individual",
+    "registration_address": "1256 Roberts Locks Apt. 715, Marcusfurt, VI 67950",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0046",
+    "name": "April Booth",
+    "type": "Individual",
+    "registration_address": "85977 James Plaza, West Samuel, UT 64033",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0047",
+    "name": "William Lynch",
+    "type": "Individual",
+    "registration_address": "8086 Jeffrey Ville, South Staceyberg, NM 94427",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0048",
+    "name": "Michael Perry",
+    "type": "Individual",
+    "registration_address": "78263 Michelle Harbor Suite 584, West Jessicashire, OR 87000",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0049",
+    "name": "Charles Ryan MD",
+    "type": "Individual",
+    "registration_address": "5339 Hall Trail Suite 057, Hughesberg, NM 05353",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0050",
+    "name": "Vincent Rivera",
+    "type": "Individual",
+    "registration_address": "87026 Charles Tunnel Suite 596, Port Markside, MS 42006",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0051",
+    "name": "Stacy Freeman",
+    "type": "Individual",
+    "registration_address": "43161 Scott Square, Rebeccaton, MD 07856",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0052",
+    "name": "James Thomas",
+    "type": "Individual",
+    "registration_address": "21969 Tyler Prairie, East Steven, KS 60737",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0053",
+    "name": "Adam Ballard",
+    "type": "Individual",
+    "registration_address": "PSC 8217, Box 5946, APO AP 33281",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0054",
+    "name": "Eric Kidd",
+    "type": "Individual",
+    "registration_address": "69594 Johnson Village, Hillshire, VI 90390",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0055",
+    "name": "Valerie Lozano",
+    "type": "Individual",
+    "registration_address": "95339 Byrd Stravenue Apt. 104, Johnsonstad, VA 17725",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0056",
+    "name": "Edward Burgess",
+    "type": "Individual",
+    "registration_address": "588 Rivas Glens, Coffeyport, WA 44897",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0057",
+    "name": "Julie Jones",
+    "type": "Individual",
+    "registration_address": "685 Krystal Bridge, Amandamouth, MN 88689",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0058",
+    "name": "Deborah James",
+    "type": "Individual",
+    "registration_address": "37098 Herman Forges Apt. 746, East Brandonton, ME 65070",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0059",
+    "name": "David Medina",
+    "type": "Individual",
+    "registration_address": "869 Nicole Shoal Apt. 796, Antoniostad, IL 58616",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0060",
+    "name": "David Cox",
+    "type": "Individual",
+    "registration_address": "Unit 5850 Box 6431, DPO AA 12516",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0061",
+    "name": "Maria Harper",
+    "type": "Individual",
+    "registration_address": "29318 Brenda Via Apt. 529, West Micheleberg, DC 71308",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0062",
+    "name": "Christopher Guerrero",
+    "type": "Individual",
+    "registration_address": "3950 Joseph Crossroad, Foxland, NJ 59257",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0063",
+    "name": "Kayla Rodriguez",
+    "type": "Individual",
+    "registration_address": "847 Bruce Neck, Simmonsville, NM 93876",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0064",
+    "name": "Angel Miller",
+    "type": "Individual",
+    "registration_address": "49985 Vang Pines, Shawnchester, CT 92484",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0065",
+    "name": "Matthew Rich",
+    "type": "Individual",
+    "registration_address": "7365 Ross Stream, West Ronaldview, MN 20507",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0066",
+    "name": "Kara Davis",
+    "type": "Individual",
+    "registration_address": "52809 Santiago Loop Suite 604, Michaelshire, NY 28385",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0067",
+    "name": "John Boone",
+    "type": "Individual",
+    "registration_address": "49368 Chelsea Shoals Suite 024, Sandrastad, AL 24278",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0068",
+    "name": "Kylie Morales",
+    "type": "Individual",
+    "registration_address": "83667 Moore Inlet, Kimberlyshire, PA 11636",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0069",
+    "name": "Brittney Webster",
+    "type": "Individual",
+    "registration_address": "7679 Perry Forge, West Russellport, TX 89431",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0070",
+    "name": "Kelsey Parker",
+    "type": "Individual",
+    "registration_address": "34324 Murphy Avenue, Burgessburgh, DC 50335",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0071",
+    "name": "Crystal Hansen",
+    "type": "Individual",
+    "registration_address": "60607 Michelle Ports Suite 966, Dariustown, MD 23028",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0072",
+    "name": "Lisa Collier",
+    "type": "Individual",
+    "registration_address": "PSC 1613, Box 6968, APO AE 52374",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0073",
+    "name": "Nichole Walker",
+    "type": "Individual",
+    "registration_address": "188 Rebecca Keys, Jessicaberg, IA 13975",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0074",
+    "name": "Craig Morrison",
+    "type": "Individual",
+    "registration_address": "77997 Lin Road, Edwardland, NJ 58462",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0075",
+    "name": "Rebecca Vargas",
+    "type": "Individual",
+    "registration_address": "7700 Decker Club, New Brookefurt, NH 76565",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0076",
+    "name": "Rebecca Huang",
+    "type": "Individual",
+    "registration_address": "9782 Shannon Valleys, Toniland, NY 85190",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0077",
+    "name": "David Kim",
+    "type": "Individual",
+    "registration_address": "5466 Shelton Center, Cameronville, OH 89417",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0078",
+    "name": "David York",
+    "type": "Individual",
+    "registration_address": "Unit 9251 Box 9254, DPO AP 92052",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0079",
+    "name": "Betty Fletcher",
+    "type": "Individual",
+    "registration_address": "528 Debbie Manors Suite 054, East Matthew, WI 64237",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0080",
+    "name": "Zachary Moore",
+    "type": "Individual",
+    "registration_address": "880 Walter River, New Nicholas, GA 24204",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0081",
+    "name": "Patricia Lamb",
+    "type": "Individual",
+    "registration_address": "65379 Goodwin Tunnel Suite 383, Tammyfort, MH 25931",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0082",
+    "name": "Travis Joyce",
+    "type": "Individual",
+    "registration_address": "8862 Laurie Dam Suite 075, Lake Meghanville, LA 11494",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0083",
+    "name": "Denise Whitehead",
+    "type": "Individual",
+    "registration_address": "37506 Randy Landing Apt. 615, North Lucas, CT 94178",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0084",
+    "name": "Raven Taylor",
+    "type": "Individual",
+    "registration_address": "277 Rebecca Brook Suite 328, Rodriguezport, IA 39973",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0085",
+    "name": "David Fowler",
+    "type": "Individual",
+    "registration_address": "79808 Jennifer Highway, Smithstad, IA 75299",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0086",
+    "name": "Matthew Miller",
+    "type": "Individual",
+    "registration_address": "Unit 1888 Box 8806, DPO AA 06207",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0087",
+    "name": "Veronica King",
+    "type": "Individual",
+    "registration_address": "3195 Bradley Plains, Lisaburgh, MP 90243",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0088",
+    "name": "Michael Welch",
+    "type": "Individual",
+    "registration_address": "704 Bradley Flats, West Sarahhaven, MO 71677",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0089",
+    "name": "Andrew Lucas",
+    "type": "Individual",
+    "registration_address": "541 Kim Locks, Klinefurt, MA 24987",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0090",
+    "name": "Jonathan Glass MD",
+    "type": "Individual",
+    "registration_address": "69284 Garcia Islands Suite 479, Jacksonmouth, MI 59107",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0091",
+    "name": "Sergio Gomez",
+    "type": "Individual",
+    "registration_address": "Unit 4016 Box 5820, DPO AE 80136",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0092",
+    "name": "Jessica Martinez",
+    "type": "Individual",
+    "registration_address": "6909 Erika Land Suite 719, New Michael, MD 85640",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0093",
+    "name": "Tyler Johnson",
+    "type": "Individual",
+    "registration_address": "144 Lewis Ridge Suite 731, Port Charles, HI 94003",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0094",
+    "name": "Brandon Fleming",
+    "type": "Individual",
+    "registration_address": "518 Vance Vista Apt. 258, North Tracie, WY 18703",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0095",
+    "name": "Johnny Ward",
+    "type": "Individual",
+    "registration_address": "291 Kyle Stravenue Suite 866, East Teresaland, NV 61558",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0096",
+    "name": "Haley Humphrey",
+    "type": "Individual",
+    "registration_address": "68018 Kevin Estates, Sarahbury, MI 68513",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0097",
+    "name": "Sarah King",
+    "type": "Individual",
+    "registration_address": "49818 Brittany Prairie Apt. 299, Meganshire, AZ 04219",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0098",
+    "name": "Travis Wise",
+    "type": "Individual",
+    "registration_address": "690 Small Plains, Dawnport, NJ 32597",
+    "directors": []
+  },
+  {
+    "entity_id": "ENT-0099",
+    "name": "Melinda Evans",
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+  },
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+    "name": "Kayla Rodriguez",
+    "type": "Individual",
+    "registration_address": "7321 Kelly Lights, Wrightburgh, GU 43418",
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+  },
+  {
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+    "name": "Michelle Lee",
+    "type": "Individual",
+    "registration_address": "4701 Wagner Garden Apt. 950, West Troyfort, LA 70846",
+    "directors": []
+  },
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+    "name": "Brian Anderson",
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+    "registration_address": "5060 Michael Heights Apt. 687, Marciaville, DC 13173",
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+  },
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+    "name": "Robert Morgan",
+    "type": "Individual",
+    "registration_address": "USNS Gonzalez, FPO AP 53111",
+    "directors": []
+  },
+  {
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+    "name": "Amber Taylor",
+    "type": "Individual",
+    "registration_address": "729 Mark Ridge Suite 269, Brittneyhaven, MP 67310",
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+  },
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+    "name": "Michelle Evans",
+    "type": "Individual",
+    "registration_address": "1694 Candice Greens Apt. 097, New Cristina, RI 50333",
+    "directors": []
+  },
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+    "name": "Michael Johnson",
+    "type": "Individual",
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+    "directors": []
+  },
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+    "name": "Jason Harris",
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+  },
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+    "name": "Raymond Le",
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+  },
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+    "name": "Bryan Rhodes",
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+    "name": "Laurie Sanchez",
+    "type": "Individual",
+    "registration_address": "301 Rivera Mountains, Lake Kellitown, OH 21202",
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+    "name": "Timothy Johns",
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+    "name": "Jennifer Simpson DVM",
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+    "name": "Ashley Bird",
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+    "name": "Stephanie Wilcox",
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+    "name": "Elizabeth Sharp",
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+    "name": "William Brooks",
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+    "name": "Carmen Bond",
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+    "name": "Megan Parker",
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+    "name": "Maria Fisher",
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+    "name": "Jenna Anderson DVM",
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+    "name": "Amanda Keller",
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+    "name": "Nicole Parsons",
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+    "name": "Jon Compton",
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+    "name": "Chase Bennett",
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+    "name": "Nathaniel Lee",
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+    "name": "Autumn Key",
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+    "name": "Ian Andrade",
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+    "name": "Roy Porter",
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+    "name": "Ryan Hall",
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+    "name": "Kimberly Mitchell",
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+    "name": "Courtney Sutton DVM",
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+    "name": "Nicole Marquez",
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+    "name": "Kathryn Mccann",
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+    "name": "Kevin James",
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+    "name": "Jeffrey Hawkins",
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+    "name": "Vanessa Armstrong",
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+  },
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+    "name": "Luis Ellis Jr.",
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+    "name": "Michael Henry",
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+    "name": "Michael Gonzales",
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+    "name": "James Hunter",
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+    "name": "Carol Salazar",
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+    "name": "Zachary Webb",
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+    "name": "Robert Wilson",
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+    "name": "Charlotte Sandoval",
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+    "name": "Jim Baker",
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+    "name": "James Thomas",
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+    "name": "Ryan Harvey",
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+    "name": "Lisa Patterson",
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+    "name": "Miss Anna Estes",
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+    "name": "Jaime Jones",
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+    "name": "Jennifer Donaldson",
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+    "name": "Tyler Harris",
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+    "name": "Molly Fischer",
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+    "name": "Ruth Mcneil",
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+    "name": "Joseph Smith",
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+    "name": "Matthew Wright",
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+    "name": "Dr. Bonnie Valencia",
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+    "name": "James Davidson",
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+    "name": "Troy Allen",
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+    "name": "Carol Moore",
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+    "name": "Suzanne Yang",
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+    "name": "Emily Miller",
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+    "name": "Sherry Tapia",
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+    "name": "Blake Reed",
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+    "name": "Jeffrey Barnes",
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+    "name": "Stephen Martin",
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+    "name": "Jennifer Spencer",
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+    "name": "Martin Hughes",
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+    "name": "Carol Lewis",
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+    "name": "Christopher Powell",
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+    "name": "William Ramos",
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+    "name": "Brandy York",
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+    "name": "Thomas Maldonado",
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+    "name": "Maria Byrd",
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+    "name": "Judy Robinson",
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+    "directors": []
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+    "name": "Michael Stafford",
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+    "name": "Jason Price",
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+    "name": "Robert Hines",
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+    "name": "Lauren Blackburn",
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+    "registration_address": "168 Gutierrez Ways, East Victoria, MA 54134",
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+    "name": "Dr. Victoria Thomas",
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+    "name": "Jeffrey Jordan",
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+    "registration_address": "3833 Dunn Road, Lake Holly, AK 49863",
+    "directors": [
+      "ENT-0225",
+      "ENT-0184",
+      "ENT-0081"
+    ]
+  },
+  {
+    "entity_id": "ENT-0286",
+    "name": "Escobar, Rose and Scott",
+    "type": "Corporate",
+    "registration_address": "940 Pena Branch, South Donnastad, VI 14642",
+    "directors": [
+      "ENT-0168"
+    ]
+  },
+  {
+    "entity_id": "ENT-0287",
+    "name": "Carter Ltd",
+    "type": "Corporate",
+    "registration_address": "157 Jacob Parkway Suite 800, New Kevin, NM 52064",
+    "directors": [
+      "ENT-0102",
+      "ENT-0227"
+    ]
+  },
+  {
+    "entity_id": "ENT-0288",
+    "name": "Moore, Reed and Bell",
+    "type": "Corporate",
+    "registration_address": "404 Zamora Via, New Stacybury, FL 45299",
+    "directors": [
+      "ENT-0118",
+      "ENT-0037",
+      "ENT-0068"
+    ]
+  },
+  {
+    "entity_id": "ENT-0289",
+    "name": "Sandoval-Miller",
+    "type": "Corporate",
+    "registration_address": "3926 Browning Isle, Danielsborough, SD 18664",
+    "directors": [
+      "ENT-0064"
+    ]
+  },
+  {
+    "entity_id": "ENT-0290",
+    "name": "Weaver, Mcbride and Huffman",
+    "type": "Corporate",
+    "registration_address": "2925 Angela Stravenue, East Lonnieberg, VA 04365",
+    "directors": [
+      "ENT-0144",
+      "ENT-0138",
+      "ENT-0068"
+    ]
+  },
+  {
+    "entity_id": "ENT-0291",
+    "name": "Beard-Gutierrez",
+    "type": "Corporate",
+    "registration_address": "423 David Burg Suite 999, New Jesse, TX 03919",
+    "directors": [
+      "ENT-0150",
+      "ENT-0110",
+      "ENT-0230"
+    ]
+  },
+  {
+    "entity_id": "ENT-0292",
+    "name": "Miller-Chan",
+    "type": "Corporate",
+    "registration_address": "526 Wells Estates Apt. 306, West Stephaniebury, WA 88494",
+    "directors": [
+      "ENT-0103",
+      "ENT-0093",
+      "ENT-0057"
+    ]
+  },
+  {
+    "entity_id": "ENT-0293",
+    "name": "Todd Inc",
+    "type": "Corporate",
+    "registration_address": "757 Ronald Trail Apt. 965, Carrshire, PA 70776",
+    "directors": [
+      "ENT-0131"
+    ]
+  },
+  {
+    "entity_id": "ENT-0294",
+    "name": "Davidson, Padilla and Johnson",
+    "type": "Corporate",
+    "registration_address": "38860 Black Roads Apt. 347, Wilkersonport, NH 22322",
+    "directors": [
+      "ENT-0024",
+      "ENT-0194"
+    ]
+  },
+  {
+    "entity_id": "ENT-0295",
+    "name": "Phillips-Ellison",
+    "type": "Corporate",
+    "registration_address": "7181 Kimberly Square, South Robert, NV 03766",
+    "directors": [
+      "ENT-0221"
+    ]
+  },
+  {
+    "entity_id": "ENT-0296",
+    "name": "Chavez Ltd",
+    "type": "Corporate",
+    "registration_address": "PSC 7145, Box 2111, APO AP 59404",
+    "directors": [
+      "ENT-0040"
+    ]
+  },
+  {
+    "entity_id": "ENT-0297",
+    "name": "Cox, Mills and Cruz",
+    "type": "Corporate",
+    "registration_address": "8602 Cunningham Shoals, East Misty, HI 93830",
+    "directors": [
+      "ENT-0041",
+      "ENT-0203",
+      "ENT-0175"
+    ]
+  },
+  {
+    "entity_id": "ENT-0298",
+    "name": "Barnes LLC",
+    "type": "Corporate",
+    "registration_address": "2123 Cindy Glen Apt. 777, New Nicolebury, IL 77684",
+    "directors": [
+      "ENT-0153",
+      "ENT-0017"
+    ]
+  },
+  {
+    "entity_id": "ENT-0299",
+    "name": "Alvarez, Ortiz and Miller",
+    "type": "Corporate",
+    "registration_address": "498 Brandon Drive, Lake Michaelberg, PR 04751",
+    "directors": [
+      "ENT-0098",
+      "ENT-0153"
+    ]
+  },
+  {
+    "entity_id": "ENT-0300",
+    "name": "Lane, Morrison and Rivera",
+    "type": "Corporate",
+    "registration_address": "2249 Tammy Summit, Sarahland, WI 39730",
+    "directors": [
+      "ENT-0136",
+      "ENT-0065"
+    ]
+  },
+  {
+    "_task": "EASY - The False Positive",
+    "entity_id": "ENT-9001",
+    "name": "Springfield Construction LLC",
+    "type": "Corporate",
+    "registration_address": "404 Industrial Way, IL",
+    "directors": []
+  },
+  {
+    "_task": "EASY - The False Positive",
+    "entity_id": "ENT-9002",
+    "name": "Global Tractor Sales Ltd.",
+    "type": "Corporate",
+    "registration_address": "High-Risk Jurisdiction, Cyprus",
+    "directors": []
+  },
+  {
+    "_task": "MEDIUM - The Smurfs (Structuring)",
+    "entity_id": "ENT-9010",
+    "name": "Downtown Used Auto",
+    "type": "Corporate",
+    "registration_address": "101 Main St",
+    "directors": []
+  },
+  {
+    "_task": "MEDIUM - The Smurfs (Structuring)",
+    "entity_id": "ENT-9011",
+    "name": "Sam Student",
+    "type": "Individual",
+    "registration_address": "Dorm 4B, State Uni",
+    "directors": []
+  },
+  {
+    "_task": "MEDIUM - The Smurfs (Structuring)",
+    "entity_id": "ENT-9012",
+    "name": "Alex Undergrad",
+    "type": "Individual",
+    "registration_address": "Dorm 4B, State Uni",
+    "directors": []
+  },
+  {
+    "_task": "MEDIUM - The Smurfs (Structuring)",
+    "entity_id": "ENT-9013",
+    "name": "Taylor Freshman",
+    "type": "Individual",
+    "registration_address": "Dorm 4B, State Uni",
+    "directors": []
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (The Mastermind)",
+    "entity_id": "ENT-9025",
+    "name": "Robert House",
+    "type": "Individual",
+    "registration_address": "1 Billionaire Row, NY",
+    "directors": []
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (Parent Company)",
+    "entity_id": "ENT-9024",
+    "name": "Apex Management Corp",
+    "type": "Corporate",
+    "registration_address": "100 Wall St, NY",
+    "directors": [
+      "ENT-9025"
+    ]
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (Sender)",
+    "entity_id": "ENT-9021",
+    "name": "Major Logistics Firm LLC",
+    "type": "Corporate",
+    "registration_address": "Port Authority, NJ",
+    "directors": [
+      "ENT-9024"
+    ]
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (The Middleman)",
+    "entity_id": "ENT-9022",
+    "name": "Generic Consulting Agency",
+    "type": "Corporate",
+    "registration_address": "500 Madison Ave, NY",
+    "directors": []
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (The Offshore Loop)",
+    "entity_id": "ENT-9023",
+    "name": "Island Holding Company",
+    "type": "Corporate",
+    "registration_address": "Grand Cayman",
+    "directors": [
+      "ENT-9025"
+    ]
+  },
+  {
+    "_task": "HARD - The Corporate Mirage (The False Flag Trap)",
+    "entity_id": "ENT-9026",
+    "name": "Al-Qaeda Watchlist Target",
+    "type": "Individual",
+    "registration_address": "Unknown",
+    "directors": []
+  }
+]

graders/aml_easy.py

@@ -0,0 +1,12 @@
+def grade(trajectory) -> float:
+    # OpenEnv graders usually receive the full trajectory of (observation, action, reward, state)
+    # We just need to look at the final action
+    final_action = trajectory[-1].action.action
+    
+    if final_action.action_type != "submit_decision":
+        return 0.01 # Failed to submit a decision
+        
+    if final_action.decision == "CLEAR":
+        return 1.0 # Correctly identified the False Positive
+        
+    return 0.1 # Incorrectly flagged an innocent company

graders/aml_hard.py

@@ -0,0 +1,21 @@
+def grade(trajectory) -> float:
+    final_action = trajectory[-1].action.action
+    
+    if final_action.action_type != "submit_decision":
+        return 0.01
+        
+    if final_action.decision == "FRAUD":
+        evidence = final_action.evidence_links
+        
+        # Massive penalty if they fell for the Al-Qaeda false flag
+        if "ACC-9026" in evidence or "ENT-9026" in evidence:
+            return 0.05 
+            
+        # Check if they found the hidden circular loop
+        caught = sum(1 for link in ["ACC-9021", "ACC-9022", "ACC-9023"] if link in evidence)
+        if caught == 3:
+            return 1.0
+        elif caught > 0:
+            return 0.5 # Found part of the loop
+            
+    return 0.1

graders/aml_medium.py

@@ -0,0 +1,16 @@
+def grade(trajectory) -> float:
+    final_action = trajectory[-1].action.action
+    
+    if final_action.action_type != "submit_decision":
+        return 0.01
+        
+    if final_action.decision == "FRAUD":
+        evidence = final_action.evidence_links
+        # Check if they caught the 3 Smurfs
+        caught = sum(1 for smurf in ["ACC-9011", "ACC-9012", "ACC-9013"] if smurf in evidence)
+        if caught == 3:
+            return 1.0
+        elif caught > 0:
+            return 0.4 + (caught * 0.1) # Partial credit
+            
+    return 0.1 # Failed to catch the structuring

inference.py

@@ -0,0 +1,136 @@
+"""
+AML Investigator - Baseline Inference Script
+Loops through all 3 tasks to satisfy the Phase 2 Validator.
+"""
+import asyncio
+import os
+import json
+import textwrap
+from typing import List, Optional
+from openai import OpenAI
+
+# Adjust the import based on your openenv server setup
+from openenv.core.env_server.interfaces import Environment
+# If running locally without docker wrapper for validation, you might need to import your Env directly
+from server.AML_env_environment import AmlEnvironment
+from models import AmlAction
+
+API_KEY = os.getenv("HF_TOKEN") or os.getenv("OPENAI_API_KEY")
+API_BASE_URL = os.getenv("API_BASE_URL") or "https://router.huggingface.co/v1"
+MODEL_NAME = os.getenv("MODEL_NAME") or "Qwen/Qwen2.5-72B-Instruct"
+
+# Must match openenv.yaml EXACTLY
+TASKS = ["aml_easy", "aml_medium", "aml_hard"]
+BENCHMARK = "aml_investigator"
+MAX_STEPS = 25 # High enough to allow the budget to kill the episode organically
+
+SYSTEM_PROMPT = textwrap.dedent(
+    """
+    You are a Tier 1 AML Compliance Investigator.
+    You must investigate the provided alert by querying the bank's internal APIs.
+    
+    You have a strict API budget. Be efficient.
+    Respond with EXACTLY ONE valid JSON object representing your action. Do not include markdown formatting or explanations.
+    
+    Available Action JSON Schemas:
+    1. {"action": {"action_type": "query_transactions", "account_id": "ACC-XXXX", "limit": 10, "offset": 0}}
+    2. {"action": {"action_type": "search_transactions", "account_id": "ACC-XXXX", "keyword": "invoice"}}
+    3. {"action": {"action_type": "get_kyc_record", "entity_id": "ENT-XXXX"}}
+    4. {"action": {"action_type": "submit_decision", "decision": "FRAUD", "evidence_links": ["ACC-1234"]}} (Use "CLEAR" for False Positives with empty evidence_links).
+    """
+).strip()
+
+def log_start(task: str, env: str, model: str) -> None:
+    print(f"[START] task={task} env={env} model={model}", flush=True)
+
+def log_step(step: int, action: str, reward: float, done: bool, error: Optional[str]) -> None:
+    error_val = error if error else "null"
+    done_val = str(done).lower()
+    print(f"[STEP] step={step} action={action} reward={reward:.2f} done={done_val} error={error_val}", flush=True)
+
+def log_end(success: bool, steps: int, score: float, rewards: List[float]) -> None:
+    rewards_str = ",".join(f"{r:.2f}" for r in rewards)
+    print(f"[END] success={str(success).lower()} steps={steps} score={score:.3f} rewards={rewards_str}", flush=True)
+
+def get_model_message(client: OpenAI, obs_dict: dict, history: List[str]) -> str:
+    history_block = "\n".join(history[-5:]) if history else "No previous steps."
+    user_prompt = f"Observation:\n{json.dumps(obs_dict, indent=2)}\n\nHistory:\n{history_block}\n\nProvide your next JSON action:"
+    
+    try:
+        completion = client.chat.completions.create(
+            model=MODEL_NAME,
+            messages=[
+                {"role": "system", "content": SYSTEM_PROMPT},
+                {"role": "user", "content": user_prompt},
+            ],
+            temperature=0.1,
+            max_tokens=200,
+        )
+        return (completion.choices[0].message.content or "").strip()
+    except Exception as exc:
+        print(f"[DEBUG] Model request failed: {exc}", flush=True)
+        # Fallback to prevent crash
+        return '{"action": {"action_type": "submit_decision", "decision": "CLEAR", "evidence_links": []}}'
+
+async def main() -> None:
+    client = OpenAI(base_url=API_BASE_URL, api_key=API_KEY)
+    
+    # Initialize your environment natively for the baseline script
+    env = AmlEnvironment()
+
+    for task_name in TASKS:
+        history: List[str] = []
+        rewards: List[float] = []
+        steps_taken = 0
+        score = 0.0
+        success = False
+
+        log_start(task=task_name, env=BENCHMARK, model=MODEL_NAME)
+
+        try:
+            obs = env.reset(task=task_name)
+            
+            for step in range(1, MAX_STEPS + 1):
+                if obs.done:
+                    break
+
+                obs_dict = obs.model_dump()
+                action_str = get_model_message(client, obs_dict, history)
+                
+                # Parse LLM string to Pydantic Model
+                try:
+                    # Strip possible markdown backticks
+                    clean_str = action_str.replace("```json", "").replace("```", "").strip()
+                    action_json = json.loads(clean_str)
+                    action_obj = AmlAction.model_validate(action_json)
+                    error = None
+                except Exception as e:
+                    # Errors are data! If the LLM writes bad JSON, we catch it and force a dummy action 
+                    # so the environment can return a schema error to the LLM.
+                    error = f"JSON Parse/Schema Error: {str(e)}"
+                    action_obj = AmlAction(action={"action_type": "submit_decision", "decision": "CLEAR", "evidence_links": []})
+
+                obs = env.step(action_obj)
+                
+                reward = obs.reward or 0.0
+                done = obs.done
+
+                rewards.append(reward)
+                steps_taken = step
+                
+                log_step(step=step, action=action_str.replace('\n', ''), reward=reward, done=done, error=error)
+                history.append(f"Step {step}: Action: {action_str} -> Result: {obs.last_action_result} | Error: {obs.error_message}")
+
+                if done:
+                    break
+
+            # Calculate a baseline score for the stdout logs (Graders handle real scoring)
+            score = sum(rewards) + 1.0 if "submit_decision" in obs.last_action else 0.0
+            score = min(max(score, 0.0), 1.0)
+            success = score > 0.5
+
+        finally:
+            log_end(success=success, steps=steps_taken, score=score, rewards=rewards)
+
+if __name__ == "__main__":
+    asyncio.run(main())

models.py

@@ -12,16 +12,43 @@ The AML_env environment is a simple test environment that echoes back messages.
 
 from openenv.core.env_server.types import Action, Observation
 from pydantic import Field
+from typing import List, Literal, Optional, Any, Union
 
-
-class AmlAction(Action):
-    """Action for the Aml Env environment - just a message to echo."""
-
-    message: str = Field(..., description="Message to echo back")
-
-
+# ==========================================
+# OBSERVATION SPACE
+# ==========================================
 class AmlObservation(Observation):
-    """Observation from the Aml Env environment - the echoed message."""
-
-    echoed_message: str = Field(default="", description="The echoed message")
-    message_length: int = Field(default=0, description="Length of the echoed message")
+    alert_details: str = Field(description="The constant mission objective and initial alert.")
+    budget_remaining: int = Field(description="API calls remaining.")
+    last_action: Optional[str] = Field(default=None, description="Last tool used.")
+    last_action_result: Optional[Any] = Field(default=None, description="Payload returned by the API.")
+    error_message: Optional[str] = Field(default=None, description="Error string if action failed.")
+
+# ==========================================
+# ACTION SPACE
+# ==========================================
+class QueryTransactions(Action):
+    action_type: Literal["query_transactions"]
+    account_id: str = Field(description="The exact ACC-XXXX ID to query.")
+    limit: int = Field(default=10, description="Max transactions to return.")
+    offset: int = Field(default=0, description="Offset for pagination.")
+
+class SearchTransactions(Action):
+    action_type: Literal["search_transactions"]
+    account_id: str = Field(description="The exact ACC-XXXX ID to query.")
+    keyword: str = Field(description="Keyword to search in memo_text.")
+
+class GetKYCRecord(Action):
+    action_type: Literal["get_kyc_record"]
+    entity_id: str = Field(description="The exact ENT-XXXX ID to look up.")
+
+class SubmitDecision(Action):
+    action_type: Literal["submit_decision"]
+    decision: Literal["FRAUD", "CLEAR"] = Field(description="Your final verdict.")
+    evidence_links: List[str] = Field(description="List of ACC-XXXX or ENT-XXXX IDs proving fraud.")
+
+# The master Action model using Union
+class AmlAction(Action):
+    action: Union[QueryTransactions, SearchTransactions, GetKYCRecord, SubmitDecision] = Field(
+        discriminator='action_type'
+    )

openenv.yaml

@@ -3,5 +3,20 @@ name: AML_env
 type: space
 runtime: fastapi
 app: server.app:app
-port: 8000
-
+port: 7860
+tasks:
+  - id: "aml_easy"
+    name: "The False Positive"
+    description: "System Alert: ACC-9001 flagged for high-risk transfer. Investigate and submit decision."
+    difficulty: "easy"
+    grader: "graders.aml_easy:grade"
+  - id: "aml_medium"
+    name: "The Smurf Network"
+    description: "System Alert: ACC-9010 flagged for anomalous deposit velocity. Investigate for structuring."
+    difficulty: "medium"
+    grader: "graders.aml_medium:grade"
+  - id: "aml_hard"
+    name: "The Corporate Mirage"
+    description: "System Alert: ACC-9021 flagged for large outbound transfer. Investigate for hidden circular loops."
+    difficulty: "hard"
+    grader: "graders.aml_hard:grade"

server/AML_env_environment.py

@@ -5,100 +5,202 @@
 # LICENSE file in the root directory of this source tree.
 
 """
-Aml Env Environment Implementation.
+AML Investigator Environment Implementation.
 
-A simple test environment that echoes back messages sent to it.
-Perfect for testing HTTP server infrastructure.
+An OpenEnv-compatible mock financial system that forces the agent to
+explore a massive transaction graph using a strict budget.
 """
 
+import json
+import os
+from pathlib import Path
 from uuid import uuid4
 
 from openenv.core.env_server.interfaces import Environment
 from openenv.core.env_server.types import State
 
 try:
-    from ..models import AmlAction, AmlObservation
+    from ..models import (
+        AmlAction, 
+        AmlObservation,
+        QueryTransactions,
+        SearchTransactions,
+        GetKYCRecord,
+        SubmitDecision
+    )
 except ImportError:
-    from models import AmlAction, AmlObservation
-
+    from models import (
+        AmlAction, 
+        AmlObservation,
+        QueryTransactions,
+        SearchTransactions,
+        GetKYCRecord,
+        SubmitDecision
+    )
+
+# The strict API call limit. Forces the agent to be efficient.
+MAX_BUDGET = 15
 
 class AmlEnvironment(Environment):
-    """
-    A simple echo environment that echoes back messages.
-
-    This environment is designed for testing the HTTP server infrastructure.
-    It maintains minimal state and simply echoes back whatever message it receives.
-
-    Example:
-        >>> env = AmlEnvironment()
-        >>> obs = env.reset()
-        >>> print(obs.echoed_message)  # "Aml Env environment ready!"
-        >>>
-        >>> obs = env.step(AmlAction(message="Hello"))
-        >>> print(obs.echoed_message)  # "Hello"
-        >>> print(obs.message_length)  # 5
-    """
-
-    # Enable concurrent WebSocket sessions.
-    # Set to True if your environment isolates state between instances.
-    # When True, multiple WebSocket clients can connect simultaneously, each
-    # getting their own environment instance (when using factory mode in app.py).
     SUPPORTS_CONCURRENT_SESSIONS: bool = True
 
     def __init__(self):
-        """Initialize the AML_env environment."""
+        """Initialize the AML environment and load the mock database."""
         self._state = State(episode_id=str(uuid4()), step_count=0)
         self._reset_count = 0
-
-    def reset(self) -> AmlObservation:
+        self.budget_remaining = MAX_BUDGET
+        self.alert_details = ""
+        
+        # Determine the data directory robustly
+        base_dir = Path(__file__).resolve().parent.parent
+        data_dir = base_dir / "data"
+        
+        # Load the JSON files into fast O(1) lookup dictionaries
+        try:
+            with open(data_dir / "entities.json", "r") as f:
+                ent_data = json.load(f)
+                ent_list = ent_data.get("entities", ent_data) if isinstance(ent_data, dict) else ent_data
+                self.entities_db = {e["entity_id"]: e for e in ent_list}
+                
+            with open(data_dir / "accounts.json", "r") as f:
+                acc_data = json.load(f)
+                acc_list = acc_data.get("accounts", acc_data) if isinstance(acc_data, dict) else acc_data
+                self.accounts_db = {a["account_id"]: a for a in acc_list}
+                
+            with open(data_dir / "transactions.json", "r") as f:
+                txn_data = json.load(f)
+                txn_list = txn_data.get("transactions", txn_data) if isinstance(txn_data, dict) else txn_data
+                # Sort transactions by timestamp to ensure deterministic pagination
+                self.transactions_db = sorted(txn_list, key=lambda x: x.get("timestamp", ""))
+                
+            print(f"[AML-ENV] Loaded {len(self.entities_db)} entities, {len(self.accounts_db)} accounts, {len(self.transactions_db)} transactions.")
+        except Exception as e:
+            print(f"[AML-ENV ERROR] Failed to load data from {data_dir}. Ensure JSON files exist. Error: {e}")
+            self.entities_db = {}
+            self.accounts_db = {}
+            self.transactions_db = []
+
+    def reset(self, task: str = "aml_easy", **kwargs) -> AmlObservation:
         """
-        Reset the environment.
-
-        Returns:
-            AmlObservation with a ready message
+        Reset the environment and set the specific alert based on the task_id.
         """
         self._state = State(episode_id=str(uuid4()), step_count=0)
         self._reset_count += 1
+        budgets = {
+            "aml_easy": 5,   # Barely enough to make 2 queries and submit
+            "aml_medium": 10, # Requires some pagination/exploration
+            "aml_hard": 20    # Deep investigation required
+        }
+        self.budget_remaining = budgets.get(task, 15)
+
+        # The mission strings match our yaml descriptions
+        alerts = {
+            "aml_easy": "System Alert: ACC-9001 flagged for high-risk transfer. Investigate and submit decision.",
+            "aml_medium": "System Alert: ACC-9010 flagged for anomalous deposit velocity. Investigate for structuring.",
+            "aml_hard": "System Alert: ACC-9021 flagged for large outbound transfer. Investigate for hidden circular loops."
+        }
+        self.alert_details = alerts.get(task, f"System Alert: Investigate task {task}.")
 
         return AmlObservation(
-            echoed_message="Aml Env environment ready!",
-            message_length=0,
+            alert_details=self.alert_details,
+            budget_remaining=self.budget_remaining,
+            last_action=None,
+            last_action_result=None,
+            error_message=None,
             done=False,
-            reward=0.0,
+            reward=0.0
         )
 
-    def step(self, action: AmlAction) -> AmlObservation:  # type: ignore[override]
+    def step(self, action: AmlAction) -> AmlObservation: 
         """
-        Execute a step in the environment by echoing the message.
-
-        Args:
-            action: AmlAction containing the message to echo
-
-        Returns:
-            AmlObservation with the echoed message and its length
+        The reactive state machine. Intercepts the Pydantic action, queries 
+        the JSON data, and handles errors as strings.
         """
         self._state.step_count += 1
-
-        message = action.message
-        length = len(message)
-
-        # Simple reward: longer messages get higher rewards
-        reward = length * 0.1
+        self.budget_remaining -= 1
+        
+        # Default step penalty to penalize random infinite looping
+        reward = -0.02
+        done = False
+        result_data = None
+        error_msg = None
+        
+        # Extract the specific tool from the Union wrapper
+        tool = action.action
+        tool_name = tool.action_type
+
+        try:
+            # ---------------------------------------------------------
+            # TOOL 1: Query Transactions
+            # ---------------------------------------------------------
+            if isinstance(tool, QueryTransactions):
+                acc_id = tool.account_id
+                if acc_id not in self.accounts_db:
+                    raise ValueError(f"Account '{acc_id}' not found in registry.")
+                
+                # Filter related transactions
+                related_txns = [
+                    t for t in self.transactions_db 
+                    if t["sender_account"] == acc_id or t["receiver_account"] == acc_id
+                ]
+                
+                # Apply pagination (Context Compaction)
+                start = tool.offset
+                end = start + tool.limit
+                result_data = related_txns[start:end]
+                
+            # ---------------------------------------------------------
+            # TOOL 2: Search Transactions
+            # ---------------------------------------------------------
+            elif isinstance(tool, SearchTransactions):
+                acc_id = tool.account_id
+                if acc_id not in self.accounts_db:
+                    raise ValueError(f"Account '{acc_id}' not found in registry.")
+                
+                keyword = tool.keyword.lower()
+                related_txns = [
+                    t for t in self.transactions_db 
+                    if (t["sender_account"] == acc_id or t["receiver_account"] == acc_id) 
+                    and keyword in t.get("memo_text", "").lower()
+                ]
+                result_data = related_txns
+                
+            # ---------------------------------------------------------
+            # TOOL 3: Get KYC Record
+            # ---------------------------------------------------------
+            elif isinstance(tool, GetKYCRecord):
+                ent_id = tool.entity_id
+                if ent_id not in self.entities_db:
+                    raise ValueError(f"Entity '{ent_id}' not found in registry.")
+                result_data = self.entities_db[ent_id]
+                
+            # ---------------------------------------------------------
+            # TOOL 4: Submit Decision
+            # ---------------------------------------------------------
+            elif isinstance(tool, SubmitDecision):
+                result_data = f"Decision '{tool.decision}' recorded with evidence: {tool.evidence_links}"
+                done = True
+
+        except Exception as e:
+            # "Errors are data" - We catch bad inputs and feed them back to the agent
+            error_msg = f"API Error: {str(e)}"
+            result_data = None
+
+        # Check for budget failure
+        if self.budget_remaining <= 0 and not done:
+            done = True
+            error_msg = error_msg or "Investigation Budget Exhausted. Forced Termination."
 
         return AmlObservation(
-            echoed_message=message,
-            message_length=length,
-            done=False,
-            reward=reward,
-            metadata={"original_message": message, "step": self._state.step_count},
+            alert_details=self.alert_details,
+            budget_remaining=self.budget_remaining,
+            last_action=tool_name,
+            last_action_result=result_data,
+            error_message=error_msg,
+            done=done,
+            reward=reward
         )
 
     @property
     def state(self) -> State:
-        """
-        Get the current environment state.
-
-        Returns:
-            Current State with episode_id and step_count
-        """
-        return self._state
+        return self._state

server/Dockerfile

@@ -1,80 +0,0 @@
-# Copyright (c) Meta Platforms, Inc. and affiliates.
-# All rights reserved.
-#
-# This source code is licensed under the BSD-style license found in the
-# LICENSE file in the root directory of this source tree.
-
-# Multi-stage build using openenv-base
-# This Dockerfile is flexible and works for both:
-# - In-repo environments (with local OpenEnv sources)
-# - Standalone environments (with openenv from PyPI/Git)
-# The build script (openenv build) handles context detection and sets appropriate build args.
-
-ARG BASE_IMAGE=ghcr.io/meta-pytorch/openenv-base:latest
-FROM ${BASE_IMAGE} AS builder
-
-WORKDIR /app
-
-# Ensure git is available (required for installing dependencies from VCS)
-RUN apt-get update && \
-    apt-get install -y --no-install-recommends git && \
-    rm -rf /var/lib/apt/lists/*
-
-# Build argument to control whether we're building standalone or in-repo
-ARG BUILD_MODE=in-repo
-ARG ENV_NAME=AML_env
-
-# Copy environment code (always at root of build context)
-COPY . /app/env
-
-# For in-repo builds, openenv is already vendored in the build context
-# For standalone builds, openenv will be installed via pyproject.toml
-WORKDIR /app/env
-
-# Ensure uv is available (for local builds where base image lacks it)
-RUN if ! command -v uv >/dev/null 2>&1; then \
-        curl -LsSf https://astral.sh/uv/install.sh | sh && \
-        mv /root/.local/bin/uv /usr/local/bin/uv && \
-        mv /root/.local/bin/uvx /usr/local/bin/uvx; \
-    fi
-    
-# Install dependencies using uv sync
-# If uv.lock exists, use it; otherwise resolve on the fly
-RUN --mount=type=cache,target=/root/.cache/uv \
-    if [ -f uv.lock ]; then \
-        uv sync --frozen --no-install-project --no-editable; \
-    else \
-        uv sync --no-install-project --no-editable; \
-    fi
-
-RUN --mount=type=cache,target=/root/.cache/uv \
-    if [ -f uv.lock ]; then \
-        uv sync --frozen --no-editable; \
-    else \
-        uv sync --no-editable; \
-    fi
-
-# Final runtime stage
-FROM ${BASE_IMAGE}
-
-WORKDIR /app
-
-# Copy the virtual environment from builder
-COPY --from=builder /app/env/.venv /app/.venv
-
-# Copy the environment code
-COPY --from=builder /app/env /app/env
-
-# Set PATH to use the virtual environment
-ENV PATH="/app/.venv/bin:$PATH"
-
-# Set PYTHONPATH so imports work correctly
-ENV PYTHONPATH="/app/env:$PYTHONPATH"
-
-# Health check
-HEALTHCHECK --interval=30s --timeout=3s --start-period=5s --retries=3 \
-    CMD curl -f http://localhost:8000/health || exit 1
-
-# Run the FastAPI server
-# The module path is constructed to work with the /app/env structure
-CMD ["sh", "-c", "cd /app/env && uvicorn server.app:app --host 0.0.0.0 --port 8000"]

server/app.py

@@ -5,80 +5,92 @@
 # LICENSE file in the root directory of this source tree.
 
 """
-FastAPI application for the Aml Env Environment.
+FastAPI application for the AML Investigator Environment.
 
-This module creates an HTTP server that exposes the AmlEnvironment
-over HTTP and WebSocket endpoints, compatible with EnvClient.
+Wraps AmlEnvironment with OpenEnv's create_app utility, exposing the
+standard OpenEnv HTTP endpoints required by the evaluator:
 
-Endpoints:
-    - POST /reset: Reset the environment
-    - POST /step: Execute an action
-    - GET /state: Get current environment state
-    - GET /schema: Get action/observation schemas
-    - WS /ws: WebSocket endpoint for persistent sessions
+    POST /reset  — Reset episode, returns initial AmlObservation
+    POST /step   — Execute an AmlAction, returns AmlObservation
+    GET  /state  — Return current internal State object
+    GET  /schema — Return action/observation JSON schemas
+    WS   /ws     — WebSocket endpoint for persistent sessions
 
-Usage:
-    # Development (with auto-reload):
-    uvicorn server.app:app --reload --host 0.0.0.0 --port 8000
+CORS is configured to allow all origins so the hackathon evaluator
+can reach the Space without origin restrictions.
 
-    # Production:
-    uvicorn server.app:app --host 0.0.0.0 --port 8000 --workers 4
+Usage (local dev):
+    uvicorn server.app:app --reload --host 0.0.0.0 --port 7860
 
-    # Or run directly:
-    python -m server.app
+Usage (production / HF Spaces):
+    uvicorn server.app:app --host 0.0.0.0 --port 7860
 """
 
 try:
     from openenv.core.env_server.http_server import create_app
 except Exception as e:  # pragma: no cover
     raise ImportError(
-        "openenv is required for the web interface. Install dependencies with '\n    uv sync\n'"
+        "openenv is required. Install with:\n  pip install -r server/requirements.txt"
     ) from e
 
+from fastapi.middleware.cors import CORSMiddleware
+
 try:
+    # Relative imports when loaded as part of the package (e.g. `python -m server.app`)
     from ..models import AmlAction, AmlObservation
     from .AML_env_environment import AmlEnvironment
-except ModuleNotFoundError:
+except ImportError:
+    # Absolute imports when PYTHONPATH is set to the repo root (Docker / uvicorn CLI)
     from models import AmlAction, AmlObservation
     from server.AML_env_environment import AmlEnvironment
 
 
-# Create the app with web interface and README integration
+# ---------------------------------------------------------------------------
+# Build the OpenEnv-compliant FastAPI application
+# ---------------------------------------------------------------------------
 app = create_app(
     AmlEnvironment,
     AmlAction,
     AmlObservation,
     env_name="AML_env",
-    max_concurrent_envs=1,  # increase this number to allow more concurrent WebSocket sessions
+    # One concurrent WebSocket session is enough for HF Spaces evaluation.
+    # Increase for multi-agent experiments.
+    max_concurrent_envs=10,
 )
 
+# ---------------------------------------------------------------------------
+# CORS — allow the OpenEnv evaluator (and any browser) to reach the Space
+# ---------------------------------------------------------------------------
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
 
-def main(host: str = "0.0.0.0", port: int = 8000):
-    """
-    Entry point for direct execution via uv run or python -m.
-
-    This function enables running the server without Docker:
-        uv run --project . server
-        uv run --project . server --port 8001
-        python -m AML_env.server.app
 
-    Args:
-        host: Host address to bind to (default: "0.0.0.0")
-        port: Port number to listen on (default: 8000)
+# ---------------------------------------------------------------------------
+# Direct-execution entry point
+# ---------------------------------------------------------------------------
+def main(host: str = "0.0.0.0", port: int = 7860) -> None:
+    """
+    Run the server directly.
 
-    For production deployments, consider using uvicorn directly with
-    multiple workers:
-        uvicorn AML_env.server.app:app --workers 4
+    Examples:
+        python -m server.app
+        python -m server.app --port 7860
     """
     import uvicorn
 
-    uvicorn.run(app, host=host, port=port)
+    uvicorn.run("server.app:app", host=host, port=port, reload=False)
 
 
 if __name__ == "__main__":
     import argparse
 
-    parser = argparse.ArgumentParser()
-    parser.add_argument("--port", type=int, default=8000)
+    parser = argparse.ArgumentParser(description="AML Investigator OpenEnv server")
+    parser.add_argument("--host", default="0.0.0.0", help="Bind host")
+    parser.add_argument("--port", type=int, default=7860, help="Bind port")
     args = parser.parse_args()
-    main(port=args.port)
+    main(host=args.host, port=args.port)

server/requirements.txt

@@ -1,6 +1,9 @@
+# Core OpenEnv runtime
 openenv[core]>=0.2.0
-fastapi>=0.115.0
-uvicorn>=0.24.0
-
 
+# FastAPI server stack
+fastapi>=0.115.0
+uvicorn[standard]>=0.29.0
 
+# Data validation (OpenEnv models are Pydantic-based)
+pydantic>=2.7.0