diff --git a/.gitattributes b/.gitattributes
deleted file mode 100644
index a6344aac8c09253b3b630fb776ae94478aa0275b..0000000000000000000000000000000000000000
--- a/.gitattributes
+++ /dev/null
@@ -1,35 +0,0 @@
-*.7z filter=lfs diff=lfs merge=lfs -text
-*.arrow filter=lfs diff=lfs merge=lfs -text
-*.bin filter=lfs diff=lfs merge=lfs -text
-*.bz2 filter=lfs diff=lfs merge=lfs -text
-*.ckpt filter=lfs diff=lfs merge=lfs -text
-*.ftz filter=lfs diff=lfs merge=lfs -text
-*.gz filter=lfs diff=lfs merge=lfs -text
-*.h5 filter=lfs diff=lfs merge=lfs -text
-*.joblib filter=lfs diff=lfs merge=lfs -text
-*.lfs.* filter=lfs diff=lfs merge=lfs -text
-*.mlmodel filter=lfs diff=lfs merge=lfs -text
-*.model filter=lfs diff=lfs merge=lfs -text
-*.msgpack filter=lfs diff=lfs merge=lfs -text
-*.npy filter=lfs diff=lfs merge=lfs -text
-*.npz filter=lfs diff=lfs merge=lfs -text
-*.onnx filter=lfs diff=lfs merge=lfs -text
-*.ot filter=lfs diff=lfs merge=lfs -text
-*.parquet filter=lfs diff=lfs merge=lfs -text
-*.pb filter=lfs diff=lfs merge=lfs -text
-*.pickle filter=lfs diff=lfs merge=lfs -text
-*.pkl filter=lfs diff=lfs merge=lfs -text
-*.pt filter=lfs diff=lfs merge=lfs -text
-*.pth filter=lfs diff=lfs merge=lfs -text
-*.rar filter=lfs diff=lfs merge=lfs -text
-*.safetensors filter=lfs diff=lfs merge=lfs -text
-saved_model/**/* filter=lfs diff=lfs merge=lfs -text
-*.tar.* filter=lfs diff=lfs merge=lfs -text
-*.tar filter=lfs diff=lfs merge=lfs -text
-*.tflite filter=lfs diff=lfs merge=lfs -text
-*.tgz filter=lfs diff=lfs merge=lfs -text
-*.wasm filter=lfs diff=lfs merge=lfs -text
-*.xz filter=lfs diff=lfs merge=lfs -text
-*.zip filter=lfs diff=lfs merge=lfs -text
-*.zst filter=lfs diff=lfs merge=lfs -text
-*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000000000000000000000000000000000000..9ad92991997fb52f5aa4aad4f073e170765d39ef
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,47 @@
+name: CI
+
+on:
+  push:
+    branches: [master]
+    paths:
+      - "openg2g/**"
+      - "tests/**"
+      - "examples/**"
+      - "scripts/lint.sh"
+      - "pyproject.toml"
+      - "uv.lock"
+      - ".github/workflows/ci.yml"
+  pull_request:
+    paths:
+      - "openg2g/**"
+      - "tests/**"
+      - "examples/**"
+      - "scripts/lint.sh"
+      - "pyproject.toml"
+      - "uv.lock"
+      - ".github/workflows/ci.yml"
+
+jobs:
+  lint:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v6
+      - uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+      - run: uv sync
+      - run: uv run --no-sync bash scripts/lint.sh
+
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.10", "3.11", "3.12", "3.13"]
+    steps:
+      - uses: actions/checkout@v6
+      - uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+          python-version: ${{ matrix.python-version }}
+      - run: uv sync --no-default-groups --group test
+      - run: uv run --no-sync pytest -v
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
new file mode 100644
index 0000000000000000000000000000000000000000..015e41b135c361395dcd81beed601e0e9684a657
--- /dev/null
+++ b/.github/workflows/docs.yml
@@ -0,0 +1,40 @@
+name: Deploy docs
+
+on:
+  push:
+    branches: [master]
+    paths:
+      - "docs/**"
+      - "_zensical.toml"
+      - "openg2g/**"
+      - "scripts/gen_api_docs.py"
+      - "scripts/docs.sh"
+      - "uv.lock"
+      - ".github/workflows/docs.yml"
+
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+jobs:
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/configure-pages@v5
+      - uses: actions/checkout@v6
+      - uses: astral-sh/setup-uv@v7
+        with:
+          enable-cache: true
+      - run: uv sync --only-group docs
+      - run: uv run --no-sync bash scripts/docs.sh build
+        env:
+          ZENSICAL_ENABLE_ANALYTICS: "1"
+      - uses: actions/upload-pages-artifact@v4
+        with:
+          path: site
+      - uses: actions/deploy-pages@v4
+        id: deployment
diff --git a/.github/workflows/pypi.yml b/.github/workflows/pypi.yml
new file mode 100644
index 0000000000000000000000000000000000000000..adf6db51354d3673d87ded9c20a5cd5250064420
--- /dev/null
+++ b/.github/workflows/pypi.yml
@@ -0,0 +1,19 @@
+name: Publish to PyPI
+
+on:
+  push:
+    tags: ["v*"]
+
+jobs:
+  publish:
+    runs-on: ubuntu-latest
+    environment: pypi
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+      - uses: actions/checkout@v6
+      - uses: astral-sh/setup-uv@v7
+      - run: uv python install 3.13
+      - run: uv build
+      - run: uv publish
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..360773e6bd1dc1e8d51c1a3ad5228bd89e3527ce
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,15 @@
+.envrc
+
+site
+dist
+build
+zensical.toml
+docs/api/
+
+*.egg-info
+**/__pycache__
+
+.DS_Store
+
+data/offline/
+data/online/
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000000000000000000000000000000000000..5309adc67005b45bb0e5d3d215107b0777de78fd
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,19 @@
+FROM python:3.11-slim
+
+ENV PYTHONPATH=/app
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+WORKDIR /app
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . .
+
+RUN pip install --no-cache-dir -e .
+
+EXPOSE 7860
+
+CMD ["uvicorn", "server:app", "--host", "0.0.0.0", "--port", "7860"]
\ No newline at end of file
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..261eeb9e9f8b2b4b0d119366dda99c6fd7d35c64
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,201 @@
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
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+   1. Definitions.
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+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
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+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
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+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      the terms of any separate license agreement you may have executed
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+
+   6. Trademarks. This License does not grant permission to use the trade
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+
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+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
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+      on Your own behalf and on Your sole responsibility, not on behalf
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+      defend, and hold each Contributor harmless for any liability
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+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
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+   Licensed under the Apache License, Version 2.0 (the "License");
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+       http://www.apache.org/licenses/LICENSE-2.0
+
+   Unless required by applicable law or agreed to in writing, software
+   distributed under the License is distributed on an "AS IS" BASIS,
+   WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+   See the License for the specific language governing permissions and
+   limitations under the License.
diff --git a/README.md b/README.md
index 63270b9b74576d1fa0f072da8322dc58084923bc..5fa4041c82c88bd1edad971382cffd0ed5294939 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,153 @@
----
-title: Live
-emoji: 🏃
-colorFrom: yellow
-colorTo: indigo
-sdk: docker
-pinned: false
-license: apache-2.0
-short_description: View GPU to Grid coordination live
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+<div align="center">
+<h1>OpenG2G</h1>
+</div>
+
+<div align="center">
+<a href="LICENSE"><img src="https://img.shields.io/badge/License-Apache_2.0-2ea44f.svg" alt="License: Apache-2.0"></a>
+<a href="https://www.python.org/"><img src="https://img.shields.io/badge/Python-3.10%2B-blue.svg" alt="Python 3.10+"></a>
+<a href="https://arxiv.org/abs/2602.05116"><img src="https://img.shields.io/badge/arXiv-2602.05116-b31b1b.svg" alt="arXiv"></a>
+<a href="https://gpu2grid.io/openg2g"><img src="https://img.shields.io/badge/Docs-gpu2grid.io-orange.svg" alt="Docs"></a>
+</div>
+
+<br>
+
+A modular Python library for simulating datacenter-grid interaction, with a focus on LLM workloads.
+
+OpenG2G provides the building blocks for studying how datacenter-level controls (e.g., LLM workload batch size) affect distribution-level voltages. It ships with an implementation of Online Feedback Optimization (OFO) for joint voltage regulation and latency management, alongside a trace-replay datacenter backend and an OpenDSS-based grid simulator.
+
+## Key Features
+
+- **Multi-rate simulation**: datacenter, grid, and controller components run at independent rates, coordinated by a shared clock.
+- **Pluggable architecture**: swap datacenter backends (trace-based or live GPU) and controllers (OFO, tap scheduling, or your own) via simple abstract interfaces.
+- **OpenDSS integration**: power flow analysis on standard IEEE test feeders with tap scheduling (`TapPosition`/`TapSchedule` API) and voltage monitoring.
+- **Online Feedback Optimization**: primal-dual batch size control balancing voltage regulation, inference latency, and throughput.
+- **Live GPU support**: `OnlineDatacenter` backend reads real-time GPU power via [Zeus](https://github.com/ml-energy/zeus) for hardware-in-the-loop experiments.
+
+## Installation
+
+Requires Python 3.10+.
+
+```bash
+pip install openg2g
+```
+
+For grid simulation with OpenDSS:
+
+```bash
+pip install "openg2g[opendss]"
+```
+
+### Development
+
+```bash
+git clone https://github.com/gpu2grid/openg2g.git
+cd openg2g
+uv sync  # or: pip install -e . --group dev
+```
+
+## Quick Start
+
+For a full walkthrough including data setup, see the [Getting Started guide](https://gpu2grid.io/openg2g/getting-started/quickstart/). The snippet below illustrates the core API:
+
+```python
+from fractions import Fraction
+from pathlib import Path
+
+from openg2g.coordinator import Coordinator
+from openg2g.datacenter.config import DatacenterConfig, InferenceModelSpec
+from openg2g.datacenter.offline import OfflineDatacenter, OfflineWorkload
+from openg2g.datacenter.workloads.inference import InferenceData
+from openg2g.grid.opendss import OpenDSSGrid
+from openg2g.controller.noop import NoopController
+from openg2g.grid.config import TapPosition
+
+# 1. Set up a trace-based datacenter
+models = (
+    InferenceModelSpec(
+        model_label="Llama-3.1-8B", num_replicas=720, gpus_per_replica=1,
+        initial_batch_size=128, itl_deadline_s=0.08,
+    ),
+    InferenceModelSpec(
+        model_label="Llama-3.1-70B", num_replicas=180, gpus_per_replica=4,
+        initial_batch_size=128, itl_deadline_s=0.10,
+    ),
+)
+data_dir = Path("data/offline")
+inference_data = InferenceData.load(data_dir, models, duration_s=3600, dt_s=0.1)
+dc_config = DatacenterConfig()
+dc = OfflineDatacenter(
+    dc_config,
+    OfflineWorkload(inference_data=inference_data),
+    dt_s=Fraction(1, 10),
+)
+
+# 2. Set up the grid
+TAP_STEP = 0.00625
+grid = OpenDSSGrid(
+    dss_case_dir="examples/ieee13",
+    dss_master_file="IEEE13Nodeckt.dss",
+    dc_bus="671",
+    dc_bus_kv=4.16,
+    power_factor=dc_config.power_factor,
+    dt_s=Fraction(1, 10),
+    initial_tap_position=TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP),
+    connection_type="wye",
+)
+
+# 3. Run the simulation
+coord = Coordinator(
+    datacenter=dc,
+    grid=grid,
+    controllers=[NoopController()],
+    total_duration_s=3600,
+    dc_bus="671",
+)
+log = coord.run()
+```
+
+See [`examples/`](examples/) for complete simulation scripts (offline trace-replay and online hardware-in-the-loop variants).
+
+## Running Example Simulations
+
+A single `--config` flag drives both data generation and simulation. The first run downloads benchmark data from the [ML.ENERGY Benchmark v3 dataset](https://huggingface.co/datasets/ml-energy/benchmark-v3) (gated -- [request access](https://huggingface.co/datasets/ml-energy/benchmark-v3) first) and generates simulation artifacts. Subsequent runs load from cache.
+
+```bash
+export HF_TOKEN=hf_xxxxxxxxxxx  # needed for first run only
+
+# Baseline: fixed taps
+python examples/offline/run_baseline.py --config examples/offline/config.json --mode no-tap
+
+# Baseline: scheduled tap changes
+python examples/offline/run_baseline.py --config examples/offline/config.json --mode tap-change
+
+# OFO closed-loop control
+python examples/offline/run_ofo.py --config examples/offline/config.json
+```
+
+`--config` is the only required argument. Model specs, data sources, and paths are all in the config file. Generated data is cached in `data/offline/{hash}/`.
+
+## Documentation
+
+Full documentation is available at [https://gpu2grid.io/openg2g](https://gpu2grid.io/openg2g), including:
+
+- Installation and setup guide
+- Running simulations
+- Implementing custom components
+- Architecture reference
+
+## Contact
+
+Jae-Won Chung <jwnchung@umich.edu>
+
+## Citation
+
+If you use OpenG2G in your research, please cite:
+
+```bibtex
+@article{gpu2grid-arxiv26,
+  title   = {{GPU-to-Grid}: Voltage Regulation via {GPU} Utilization Control},
+  author  = {Zhirui Liang and Jae-Won Chung and Mosharaf Chowdhury and Jiasi Chen and Vladimir Dvorkin},
+  year    = {2026},
+  journal = {arXiv preprint arXiv:2602.05116},
+}
+```
diff --git a/_zensical.toml b/_zensical.toml
new file mode 100644
index 0000000000000000000000000000000000000000..765a28c603ea183a8b7db5ce3b2df0629099263c
--- /dev/null
+++ b/_zensical.toml
@@ -0,0 +1,107 @@
+#
+# Documentation is generated with Zensical.
+#
+# scripts/docs.sh reads this file (`_zensical.toml`), inserts the auto-generated API Reference
+# section, and saves it to `zensical.toml`, which is the actual config file used by Zensical.
+# 
+# Doc build:
+#     uv run bash scripts/docs.sh build
+#
+# Doc preview:
+#     uv run bash scripts/docs.sh serve
+#
+[project]
+site_name = "OpenG2G: GPU-to-Grid Simulation under LLM Workloads"
+site_description = "A modular library for simulating datacenter-grid interactions under LLM workloads."
+site_url = "https://gpu2grid.io/openg2g"
+repo_name = "gpu2grid/openg2g"
+repo_url = "https://github.com/gpu2grid/openg2g"
+extra_css = ["assets/extra.css"]
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+    { "Building Simulators" = "guide/building-simulators.md" },
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+[project.markdown_extensions.admonition]
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+[project.markdown_extensions.footnotes]
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+]
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diff --git a/examples/ieee13/IEEE13Node_BusXY.csv b/examples/ieee13/IEEE13Node_BusXY.csv
new file mode 100644
index 0000000000000000000000000000000000000000..26cd6f484e910e03ec196318f8692266421c9f2a
--- /dev/null
+++ b/examples/ieee13/IEEE13Node_BusXY.csv
@@ -0,0 +1,18 @@
+SourceBus, 200, 400
+650, 200, 350
+RG60, 200, 300
+646, 0, 250
+645, 100, 250
+632, 200, 250
+633, 350, 250
+634, 400, 250
+670, 200, 200
+611, 0, 100
+684, 100, 100
+671, 200, 100
+692, 250, 100
+675, 400, 100
+652, 100, 0
+680, 200, 0
+
+
diff --git a/examples/ieee13/IEEE13Nodeckt.dss b/examples/ieee13/IEEE13Nodeckt.dss
new file mode 100644
index 0000000000000000000000000000000000000000..f77ab05fd4db330d9c487a959fad1ec240ffb0e6
--- /dev/null
+++ b/examples/ieee13/IEEE13Nodeckt.dss
@@ -0,0 +1,177 @@
+Clear 
+Set DefaultBaseFrequency=60
+
+!
+! This script is based on a script developed by Tennessee Tech Univ students
+! Tyler Patton, Jon Wood, and David Woods, April 2009
+!
+
+new circuit.IEEE13Nodeckt 
+~ basekv=115 pu=1.0001 phases=3 bus1=SourceBus  
+~ Angle=30                                                         ! advance angle 30 deg so result agree with published angle
+~ MVAsc3=20000 MVASC1=21000    ! stiffen the source to approximate inf source
+
+
+
+!SUB TRANSFORMER DEFINITION 
+! Although this data was given, it does not appear to be used in the test case results
+! The published test case starts at 1.0 per unit at Bus 650. To make this happen, we will change the impedance
+! on the transformer to something tiny by dividing by 1000 using the DSS in-line RPN math
+New Transformer.Sub Phases=3 Windings=2   XHL=(8 1000 /)
+~ wdg=1 bus=SourceBus   conn=delta  kv=115  kva=5000   %r=(.5 1000 /) 
+~ wdg=2 bus=650             conn=wye    kv=4.16  kva=5000   %r=(.5 1000 /)  
+
+! FEEDER 1-PHASE VOLTAGE REGULATORS
+! Define low-impedance 2-wdg transformer
+
+New Transformer.Reg1 phases=1 bank=reg1 XHL=0.01 kVAs=[1666 1666]
+~ Buses=[650.1 RG60.1] kVs=[2.4  2.4] %LoadLoss=0.01
+new regcontrol.Reg1  transformer=Reg1 winding=2  vreg=122  band=2  ptratio=20 ctprim=700  R=3   X=9 
+
+New Transformer.Reg2 phases=1 bank=reg1 XHL=0.01 kVAs=[1666 1666]
+~ Buses=[650.2 RG60.2] kVs=[2.4  2.4] %LoadLoss=0.01
+new regcontrol.Reg2  transformer=Reg2 winding=2  vreg=122  band=2  ptratio=20 ctprim=700  R=3   X=9 
+
+New Transformer.Reg3 phases=1 bank=reg1 XHL=0.01 kVAs=[1666 1666]
+~ Buses=[650.3 RG60.3] kVs=[2.4  2.4] %LoadLoss=0.01
+new regcontrol.Reg3  transformer=Reg3 winding=2  vreg=122  band=2  ptratio=20 ctprim=700  R=3   X=9 
+
+
+!TRANSFORMER DEFINITION 
+New Transformer.XFM1  Phases=3   Windings=2  XHL=2
+~ wdg=1 bus=633       conn=Wye kv=4.16    kva=500    %r=.55 
+~ wdg=2 bus=634       conn=Wye kv=0.480    kva=500    %r=.55
+
+
+!LINE CODES
+redirect IEEELineCodes.dss
+
+// these are local matrix line codes
+// corrected 9-14-2011
+New linecode.mtx601 nphases=3 BaseFreq=60 
+~ rmatrix = (0.3465 | 0.1560 0.3375 | 0.1580 0.1535 0.3414 ) 
+~ xmatrix = (1.0179 | 0.5017 1.0478 | 0.4236 0.3849 1.0348 ) 
+~ units=mi 
+New linecode.mtx602 nphases=3 BaseFreq=60 
+~ rmatrix = (0.7526 | 0.1580 0.7475 | 0.1560 0.1535 0.7436 ) 
+~ xmatrix = (1.1814 | 0.4236 1.1983 | 0.5017 0.3849 1.2112 ) 
+~ units=mi 
+New linecode.mtx603 nphases=2 BaseFreq=60 
+~ rmatrix = (1.3238 | 0.2066 1.3294 ) 
+~ xmatrix = (1.3569 | 0.4591 1.3471 ) 
+~ units=mi 
+New linecode.mtx604 nphases=2 BaseFreq=60 
+~ rmatrix = (1.3238 | 0.2066 1.3294 ) 
+~ xmatrix = (1.3569 | 0.4591 1.3471 ) 
+~ units=mi 
+New linecode.mtx605 nphases=1 BaseFreq=60 
+~ rmatrix = (1.3292 ) 
+~ xmatrix = (1.3475 ) 
+~ units=mi 
+
+/*********** Original 606 Linecode *********************
+
+You have to use this to match Kersting's results:
+
+New linecode.mtx606 nphases=3 BaseFreq=60 
+~ rmatrix = (0.7982 | 0.3192 0.7891 | 0.2849 0.3192 0.7982 ) 
+~ xmatrix = (0.4463 | 0.0328 0.4041 | -0.0143 0.0328 0.4463 ) 
+~ Cmatrix = [257 | 0 257 | 0 0 257]  ! <--- This is too low by 1.5
+~ units=mi 
+
+Corrected mtx606  Feb 3 2016 by RDugan
+
+The new LineCode.606 is computed using the following CN cable definition and 
+LineGeometry definition:
+
+New CNDATA.250_1/3 k=13 DiaStrand=0.064 Rstrand=2.816666667 epsR=2.3
+~ InsLayer=0.220 DiaIns=1.06 DiaCable=1.16 Rac=0.076705 GMRac=0.20568 diam=0.573
+~ Runits=kft Radunits=in GMRunits=in
+
+New LineGeometry.606 nconds=3 nphases=3 units=ft
+~ cond=1 cncable=250_1/3 x=-0.5 h= -4
+~ cond=2 cncable=250_1/3 x=0   h= -4
+~ cond=3 cncable=250_1/3 x=0.5  h= -4
+
+****End Comment******/ 
+
+New Linecode.mtx606 nphases=3  Units=mi
+~ Rmatrix=[0.791721  |0.318476  0.781649  |0.28345  0.318476  0.791721  ]
+~ Xmatrix=[0.438352  |0.0276838  0.396697  |-0.0184204  0.0276838  0.438352  ]
+~ Cmatrix=[383.948  |0  383.948  |0  0  383.948  ]
+New linecode.mtx607 nphases=1 BaseFreq=60 
+~ rmatrix = (1.3425 ) 
+~ xmatrix = (0.5124 )
+~ cmatrix = [236] 
+~ units=mi 
+
+
+!LOAD DEFINITIONS 
+!New Load.671 Bus1=671.1.2.3  Phases=3 Conn=Delta Model=1 kV=4.16   kW=1155 kvar=660 
+New Load.634a Bus1=634.1     Phases=1 Conn=Wye  Model=1 kV=0.277  kW=80   kvar=50 
+New Load.634b Bus1=634.2     Phases=1 Conn=Wye  Model=1 kV=0.277  kW=80   kvar=40 
+New Load.634c Bus1=634.3     Phases=1 Conn=Wye  Model=1 kV=0.277  kW=60   kvar=40 
+New Load.645 Bus1=645.2       Phases=1 Conn=Wye  Model=1 kV=2.4      kW=170   kvar=125 
+New Load.646 Bus1=646.2.3    Phases=1 Conn=Delta Model=1 kV=4.16    kW=230   kvar=132 
+New Load.692 Bus1=692.3.1    Phases=1 Conn=Delta Model=1 kV=4.16    kW=170   kvar=151 
+New Load.675a Bus1=675.1    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=85   kvar=30 
+New Load.675b Bus1=675.2    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=68   kvar=20 
+New Load.675c Bus1=675.3    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=90   kvar=65 
+New Load.611 Bus1=611.3      Phases=1 Conn=Wye  Model=1 kV=2.4  kW=140   kvar=80 
+New Load.652 Bus1=652.1      Phases=1 Conn=Wye  Model=1 kV=2.4  kW=128   kvar=86 
+New Load.670a Bus1=670.1    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=117    kvar=68 
+New Load.670b Bus1=670.2    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=86    kvar=38 
+New Load.670c Bus1=670.3    Phases=1 Conn=Wye  Model=1 kV=2.4  kW=57  kvar=30 
+
+!CAPACITOR DEFINITIONS
+!New Capacitor.Cap1 Bus1=675 phases=3 kVAR=600 kV=4.16 
+!New Capacitor.Cap2 Bus1=611.3 phases=1 kVAR=100 kV=2.4 
+
+!Bus 670 is the concentrated point load of the distributed load on line 632 to 671 located at 1/3 the distance from node 632
+
+!LINE DEFINITIONS 
+New Line.650632    Phases=3 Bus1=RG60.1.2.3   Bus2=632.1.2.3  LineCode=mtx601 Length=2000 units=ft 
+New Line.632670    Phases=3 Bus1=632.1.2.3    Bus2=670.1.2.3  LineCode=mtx601 Length=667  units=ft    
+New Line.670671    Phases=3 Bus1=670.1.2.3    Bus2=671.1.2.3  LineCode=mtx601 Length=1333 units=ft 
+New Line.671680    Phases=3 Bus1=671.1.2.3    Bus2=680.1.2.3  LineCode=mtx601 Length=1000 units=ft 
+New Line.632633    Phases=3 Bus1=632.1.2.3    Bus2=633.1.2.3  LineCode=mtx602 Length=500  units=ft 
+New Line.632645    Phases=2 Bus1=632.3.2      Bus2=645.3.2    LineCode=mtx603 Length=500  units=ft 
+New Line.645646    Phases=2 Bus1=645.3.2      Bus2=646.3.2    LineCode=mtx603 Length=300  units=ft 
+New Line.692675    Phases=3 Bus1=692.1.2.3    Bus2=675.1.2.3  LineCode=mtx606 Length=500  units=ft 
+New Line.671684    Phases=2 Bus1=671.1.3      Bus2=684.1.3    LineCode=mtx604 Length=300  units=ft 
+New Line.684611    Phases=1 Bus1=684.3        Bus2=611.3      LineCode=mtx605 Length=300  units=ft 
+New Line.684652    Phases=1 Bus1=684.1        Bus2=652.1      LineCode=mtx607 Length=800  units=ft 
+
+
+!SWITCH DEFINITIONS 
+New Line.671692    Phases=3 Bus1=671   Bus2=692  Switch=y  r1=1e-4 r0=1e-4 x1=0.000 x0=0.000 c1=0.000 c0=0.000
+
+Set Voltagebases=[115, 4.16, .48]
+calcv
+Solve
+BusCoords IEEE13Node_BusXY.csv
+
+!---------------------------------------------------------------------------------------------------------------------------------------------------
+!----------------Show some Results -----------------------------------------------------------------------------------------------------------------
+!---------------------------------------------------------------------------------------------------------------------------------------------------
+
+
+// Show Voltages LN Nodes
+// Show Currents Elem
+// Show Powers kVA Elem
+// Show Losses
+// Show Taps
+
+!---------------------------------------------------------------------------------------------------------------------------------------------------
+!---------------------------------------------------------------------------------------------------------------------------------------------------
+! Alternate Solution Script
+! To force the taps to be same as published results, set the transformer taps manually and disable the controls
+!---------------------------------------------------------------------------------------------------------------------------------------------------
+/*
+Transformer.Reg1.Taps=[1.0 1.0625]
+Transformer.Reg2.Taps=[1.0 1.0500]
+Transformer.Reg3.Taps=[1.0 1.06875]
+Set Controlmode=OFF
+
+Solve
+*/
\ No newline at end of file
diff --git a/examples/ieee13/IEEELineCodes.dss b/examples/ieee13/IEEELineCodes.dss
new file mode 100644
index 0000000000000000000000000000000000000000..bce25150e5d4bc10aa7a1b44b43d287f3b10b255
--- /dev/null
+++ b/examples/ieee13/IEEELineCodes.dss
@@ -0,0 +1,213 @@
+! this file was corrected 9/16/2010 to match the values in Kersting's files
+
+
+
+! These line codes are used in the 123-bus circuit
+
+New linecode.1 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.088205 | 0.0312137 0.0901946 | 0.0306264 0.0316143 0.0889665 )
+!!!~ xmatrix = (0.20744 | 0.0935314 0.200783 | 0.0760312 0.0855879 0.204877 )
+!!!~ cmatrix = (2.90301 | -0.679335 3.15896 | -0.22313 -0.481416 2.8965 )
+~ rmatrix = [0.086666667 | 0.029545455 0.088371212 | 0.02907197 0.029924242 0.087405303]
+~ xmatrix = [0.204166667 | 0.095018939 0.198522727 | 0.072897727 0.080227273 0.201723485]
+~ cmatrix = [2.851710072 | -0.920293787  3.004631862 | -0.350755566  -0.585011253 2.71134756]
+
+New linecode.2 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0901946 | 0.0316143 0.0889665 | 0.0312137 0.0306264 0.088205 )
+!!!~ xmatrix = (0.200783 | 0.0855879 0.204877 | 0.0935314 0.0760312 0.20744 )
+!!!~ cmatrix = (3.15896 | -0.481416 2.8965 | -0.679335 -0.22313 2.90301 )
+~ rmatrix = [0.088371212 | 0.02992424  0.087405303 | 0.029545455 0.02907197 0.086666667]
+~ xmatrix = [0.198522727 | 0.080227273  0.201723485 | 0.095018939 0.072897727 0.204166667]
+~ cmatrix = [3.004631862 | -0.585011253 2.71134756 | -0.920293787  -0.350755566  2.851710072]
+
+New linecode.3 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0889665 | 0.0306264 0.088205 | 0.0316143 0.0312137 0.0901946 )
+!!!~ xmatrix = (0.204877 | 0.0760312 0.20744 | 0.0855879 0.0935314 0.200783 )
+!!!~ cmatrix = (2.8965 | -0.22313 2.90301 | -0.481416 -0.679335 3.15896 )
+
+~ rmatrix = [0.087405303 | 0.02907197 0.086666667  | 0.029924242 0.029545455 0.088371212]
+~ xmatrix = [0.201723485 | 0.072897727 0.204166667 | 0.080227273 0.095018939 0.198522727]
+~ cmatrix = [2.71134756  | -0.350755566 2.851710072 | -0.585011253 -0.920293787 3.004631862]
+
+New linecode.4 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0889665 | 0.0316143 0.0901946 | 0.0306264 0.0312137 0.088205 )
+!!!~ xmatrix = (0.204877 | 0.0855879 0.200783 | 0.0760312 0.0935314 0.20744 )
+!!!~ cmatrix = (2.8965 | -0.481416 3.15896 | -0.22313 -0.679335 2.90301 )
+~ rmatrix = [0.087405303 | 0.029924242 0.088371212 | 0.02907197   0.029545455 0.086666667]
+~ xmatrix = [0.201723485 | 0.080227273 0.198522727 | 0.072897727 0.095018939 0.204166667]
+~ cmatrix = [2.71134756  | -0.585011253 3.004631862 | -0.350755566 -0.920293787 2.851710072]
+
+New linecode.5 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0901946 | 0.0312137 0.088205 | 0.0316143 0.0306264 0.0889665 )
+!!!~ xmatrix = (0.200783 | 0.0935314 0.20744 | 0.0855879 0.0760312 0.204877 )
+!!!~ cmatrix = (3.15896 | -0.679335 2.90301 | -0.481416 -0.22313 2.8965 )
+
+~ rmatrix = [0.088371212  |  0.029545455  0.086666667  |  0.029924242  0.02907197  0.087405303]
+~ xmatrix = [0.198522727  |  0.095018939  0.204166667  |  0.080227273  0.072897727  0.201723485]
+~ cmatrix = [3.004631862  | -0.920293787  2.851710072  |  -0.585011253  -0.350755566  2.71134756]
+
+New linecode.6 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.088205 | 0.0306264 0.0889665 | 0.0312137 0.0316143 0.0901946 )
+!!!~ xmatrix = (0.20744 | 0.0760312 0.204877 | 0.0935314 0.0855879 0.200783 )
+!!!~ cmatrix = (2.90301 | -0.22313 2.8965 | -0.679335 -0.481416 3.15896 )
+~ rmatrix = [0.086666667 | 0.02907197  0.087405303 | 0.029545455  0.029924242  0.088371212]
+~ xmatrix = [0.204166667 | 0.072897727  0.201723485 | 0.095018939  0.080227273  0.198522727]
+~ cmatrix = [2.851710072 | -0.350755566  2.71134756 | -0.920293787  -0.585011253  3.004631862]
+New linecode.7 nphases=2 BaseFreq=60
+!!!~ rmatrix = (0.088205 | 0.0306264 0.0889665 )
+!!!~ xmatrix = (0.20744 | 0.0760312 0.204877 )
+!!!~ cmatrix = (2.75692 | -0.326659 2.82313 )
+~ rmatrix = [0.086666667 | 0.02907197  0.087405303]
+~ xmatrix = [0.204166667 | 0.072897727  0.201723485]
+~ cmatrix = [2.569829596 | -0.52995137  2.597460011]
+New linecode.8 nphases=2 BaseFreq=60
+!!!~ rmatrix = (0.088205 | 0.0306264 0.0889665 )
+!!!~ xmatrix = (0.20744 | 0.0760312 0.204877 )
+!!!~ cmatrix = (2.75692 | -0.326659 2.82313 )
+~ rmatrix = [0.086666667 | 0.02907197  0.087405303]
+~ xmatrix = [0.204166667 | 0.072897727  0.201723485]
+~ cmatrix = [2.569829596 | -0.52995137  2.597460011]
+New linecode.9 nphases=1 BaseFreq=60
+!!!~ rmatrix = (0.254428 )
+!!!~ xmatrix = (0.259546 )
+!!!~ cmatrix = (2.50575 )
+~ rmatrix = [0.251742424]
+~ xmatrix = [0.255208333]
+~ cmatrix = [2.270366128]
+New linecode.10 nphases=1 BaseFreq=60
+!!!~ rmatrix = (0.254428 )
+!!!~ xmatrix = (0.259546 )
+!!!~ cmatrix = (2.50575 )
+~ rmatrix = [0.251742424]
+~ xmatrix = [0.255208333]
+~ cmatrix = [2.270366128]
+New linecode.11 nphases=1 BaseFreq=60
+!!!~ rmatrix = (0.254428 )
+!!!~ xmatrix = (0.259546 )
+!!!~ cmatrix = (2.50575 )
+~ rmatrix = [0.251742424]
+~ xmatrix = [0.255208333]
+~ cmatrix = [2.270366128]
+New linecode.12 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.291814 | 0.101656 0.294012 | 0.096494 0.101656 0.291814 )
+!!!~ xmatrix = (0.141848 | 0.0517936 0.13483 | 0.0401881 0.0517936 0.141848 )
+!!!~ cmatrix = (53.4924 | 0 53.4924 | 0 0 53.4924 )
+~ rmatrix = [0.288049242 | 0.09844697  0.29032197 | 0.093257576  0.09844697  0.288049242]
+~ xmatrix = [0.142443182 | 0.052556818  0.135643939 | 0.040852273  0.052556818  0.142443182]
+~ cmatrix = [33.77150149 | 0  33.77150149 | 0  0  33.77150149]
+
+! These line codes are used in the 34-node test feeder
+
+New linecode.300 nphases=3 basefreq=60   ! ohms per 1000ft  Corrected 11/30/05
+~ rmatrix = [0.253181818   |  0.039791667     0.250719697  |   0.040340909      0.039128788     0.251780303]  !ABC ORDER
+~ xmatrix = [0.252708333   |  0.109450758     0.256988636  |   0.094981061      0.086950758     0.255132576]
+~ CMATRIX = [2.680150309   | -0.769281006     2.5610381    |  -0.499507676     -0.312072984     2.455590387]
+New linecode.301 nphases=3 basefreq=60
+~ rmatrix = [0.365530303   |   0.04407197      0.36282197   |   0.04467803       0.043333333     0.363996212]
+~ xmatrix = [0.267329545   |   0.122007576     0.270473485  |   0.107784091      0.099204545     0.269109848] 
+~ cmatrix = [2.572492163   |  -0.72160598      2.464381882  |  -0.472329395     -0.298961096     2.368881119]
+New linecode.302 nphases=1 basefreq=60
+~ rmatrix = (0.530208 )
+~ xmatrix = (0.281345 )
+~ cmatrix = (2.12257 )
+New linecode.303 nphases=1 basefreq=60
+~ rmatrix = (0.530208 )
+~ xmatrix = (0.281345 )
+~ cmatrix = (2.12257 )
+New linecode.304 nphases=1 basefreq=60
+~ rmatrix = (0.363958 )
+~ xmatrix = (0.269167 )
+~ cmatrix = (2.1922 )
+
+
+! This may be for the 4-node test feeder, but is not actually referenced.
+!  instead, the 4Bus*.dss files all use the wiredata and linegeometry inputs
+!  to calculate these matrices from physical data.
+
+New linecode.400 nphases=3 BaseFreq=60
+~ rmatrix = (0.088205 | 0.0312137 0.0901946 | 0.0306264 0.0316143 0.0889665 )
+~ xmatrix = (0.20744 | 0.0935314 0.200783 | 0.0760312 0.0855879 0.204877 )
+~ cmatrix = (2.90301 | -0.679335 3.15896 | -0.22313 -0.481416 2.8965 )
+
+! These are for the 13-node test feeder
+
+New linecode.601 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0674673 | 0.0312137 0.0654777 | 0.0316143 0.0306264 0.0662392 )
+!!!~ xmatrix = (0.195204  | 0.0935314 0.201861 | 0.0855879 0.0760312 0.199298 )
+!!!~ cmatrix = (3.32591   | -0.743055 3.04217 | -0.525237 -0.238111 3.03116 )
+~ rmatrix = [0.065625    | 0.029545455  0.063920455  | 0.029924242  0.02907197  0.064659091]
+~ xmatrix = [0.192784091 | 0.095018939  0.19844697   | 0.080227273  0.072897727  0.195984848]
+~ cmatrix = [3.164838036 | -1.002632425  2.993981593 | -0.632736516  -0.372608713  2.832670203]
+New linecode.602 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.144361 | 0.0316143 0.143133 | 0.0312137 0.0306264 0.142372 )
+!!!~ xmatrix = (0.226028 | 0.0855879 0.230122 | 0.0935314 0.0760312 0.232686 )
+!!!~ cmatrix = (3.01091  | -0.443561 2.77543  | -0.624494 -0.209615 2.77847 )
+~ rmatrix = [0.142537879 | 0.029924242  0.14157197   | 0.029545455  0.02907197  0.140833333]
+~ xmatrix = [0.22375     | 0.080227273  0.226950758  | 0.095018939  0.072897727  0.229393939]
+~ cmatrix = [2.863013423 | -0.543414918  2.602031589 | -0.8492585  -0.330962141  2.725162768]
+New linecode.603 nphases=2 BaseFreq=60
+!!!~ rmatrix = (0.254472 | 0.0417943 0.253371 )
+!!!~ xmatrix = (0.259467 | 0.0912376 0.261431 )
+!!!~ cmatrix = (2.54676  | -0.28882 2.49502 )
+~ rmatrix = [0.251780303 | 0.039128788  0.250719697]
+~ xmatrix = [0.255132576 | 0.086950758  0.256988636]
+~ cmatrix = [2.366017603 | -0.452083836  2.343963508]
+New linecode.604 nphases=2 BaseFreq=60
+!!!~ rmatrix = (0.253371 | 0.0417943 0.254472 )
+!!!~ xmatrix = (0.261431 | 0.0912376 0.259467 )
+!!!~ cmatrix = (2.49502 | -0.28882 2.54676 )
+~ rmatrix = [0.250719697 | 0.039128788   0.251780303]
+~ xmatrix = [0.256988636  | 0.086950758  0.255132576]
+~ cmatrix = [2.343963508 | -0.452083836 2.366017603]
+New linecode.605 nphases=1 BaseFreq=60
+!!!~ rmatrix = (0.254428 )
+!!!~ xmatrix = (0.259546 )
+!!!~ cmatrix = (2.50575 )
+~ rmatrix = [0.251742424]
+~ xmatrix = [0.255208333]
+~ cmatrix = [2.270366128]
+New linecode.606 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.152193 | 0.0611362 0.15035 | 0.0546992 0.0611362 0.152193 )
+!!!~ xmatrix = (0.0825685 | 0.00548281 0.0745027 | -0.00339824 0.00548281 0.0825685 )
+!!!~ cmatrix = (72.7203 | 0 72.7203 | 0 0 72.7203 )
+~ rmatrix = [0.151174242 | 0.060454545  0.149450758 | 0.053958333  0.060454545  0.151174242]
+~ xmatrix = [0.084526515 | 0.006212121  0.076534091 | -0.002708333  0.006212121  0.084526515]
+~ cmatrix = [48.67459408 | 0  48.67459408 | 0  0  48.67459408]
+New linecode.607 nphases=1 BaseFreq=60
+!!!~ rmatrix = (0.255799 )
+!!!~ xmatrix = (0.092284 )
+!!!~ cmatrix = (50.7067 )
+~ rmatrix = [0.254261364]
+~ xmatrix = [0.097045455]
+~ cmatrix = [44.70661522]
+
+! These are for the 37-node test feeder, all underground
+
+New linecode.721 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0554906 | 0.0127467 0.0501597 | 0.00640446 0.0127467 0.0554906 )
+!!!~ xmatrix = (0.0372331 | -0.00704588 0.0358645 | -0.00796424 -0.00704588 0.0372331 )
+!!!~ cmatrix = (124.851 | 0 124.851 | 0 0 124.851 )
+~ rmatrix = [0.055416667 | 0.012746212  0.050113636  | 0.006382576  0.012746212  0.055416667]
+~ xmatrix = [0.037367424 | -0.006969697  0.035984848 | -0.007897727  -0.006969697  0.037367424]
+~ cmatrix = [80.27484728 | 0  80.27484728            | 0  0  80.27484728]
+New linecode.722 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.0902251 | 0.0309584 0.0851482 | 0.0234946 0.0309584 0.0902251 )
+!!!~ xmatrix = (0.055991 | -0.00646552 0.0504025 | -0.0117669 -0.00646552 0.055991 )
+!!!~ cmatrix = (93.4896 | 0 93.4896 | 0 0 93.4896 )
+~ rmatrix = [0.089981061 | 0.030852273  0.085        | 0.023371212  0.030852273  0.089981061]
+~ xmatrix = [0.056306818 | -0.006174242  0.050719697 | -0.011496212  -0.006174242  0.056306818]
+~ cmatrix = [64.2184109 | 0  64.2184109              | 0  0  64.2184109]
+New linecode.723 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.247572 | 0.0947678 0.249104 | 0.0893782 0.0947678 0.247572 )
+!!!~ xmatrix = (0.126339 | 0.0390337 0.118816 | 0.0279344 0.0390337 0.126339 )
+!!!~ cmatrix = (58.108 | 0 58.108 | 0 0 58.108 )
+~ rmatrix = [0.245 | 0.092253788  0.246628788 | 0.086837121  0.092253788  0.245]
+~ xmatrix = [0.127140152 | 0.039981061  0.119810606 | 0.028806818  0.039981061  0.127140152]
+~ cmatrix = [37.5977112 | 0  37.5977112 | 0  0  37.5977112]
+New linecode.724 nphases=3 BaseFreq=60
+!!!~ rmatrix = (0.399883 | 0.101765 0.402011 | 0.0965199 0.101765 0.399883 )
+!!!~ xmatrix = (0.146325 | 0.0510963 0.139305 | 0.0395402 0.0510963 0.146325 )
+!!!~ cmatrix = (46.9685 | 0 46.9685 | 0 0 46.9685 )
+~ rmatrix = [0.396818182 | 0.098560606  0.399015152 | 0.093295455  0.098560606  0.396818182]
+~ xmatrix = [0.146931818 | 0.051856061  0.140113636 | 0.040208333  0.051856061  0.146931818]
+~ cmatrix = [30.26701029 | 0  30.26701029 | 0  0  30.26701029]
diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/_manifest.json b/examples/ieee13/data/offline/ebac1d5c03f752d2/_manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f95849ad97752f63db715ee5e908db8eea4e967
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/_manifest.json
@@ -0,0 +1,3 @@
+{
+  "openg2g_version": "0.1.0"
+}
\ No newline at end of file
diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/latency_fits.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/latency_fits.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c1e46ed296c4f7a581e264c65c4cd521145c0885
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/latency_fits.csv
@@ -0,0 +1,57 @@
+model_label,max_num_seqs,itl_dist,itl_mix_loc,itl_mix_pi_steady,itl_mix_sigma_steady,itl_mix_scale_steady,itl_mix_pi_stall,itl_mix_sigma_stall,itl_mix_scale_stall
+Llama-3.1-405B,8,lognormal_mixture_2,0.029814763235092162,0.957200571025923,0.05409894580485472,0.0033871174475517797,0.04279942897407696,1.7354345964695308,0.007195773794863316
+Llama-3.1-405B,16,lognormal_mixture_2,0.024713983999729155,0.9463930885295082,0.05,0.009322546786604182,0.05360691147049179,0.995674214634189,0.023448181502284848
+Llama-3.1-405B,32,lognormal_mixture_2,0.016498148681759833,0.9260926864215142,0.05,0.019842170525771235,0.07390731357848579,0.7320543620724521,0.04555732131859944
+Llama-3.1-405B,64,lognormal_mixture_2,0.03152825334870815,0.7929940603219994,0.08253738945931417,0.0076138475784196065,0.20700593967800063,1.323371073182697,0.019287437563102458
+Llama-3.1-405B,96,lognormal_mixture_2,0.030120123418211936,0.7201440801614838,0.05,0.013914741048287108,0.2798559198385162,1.2985027758578491,0.022833854494912858
+Llama-3.1-405B,128,lognormal_mixture_2,0.03008249612355232,0.6160712047104424,0.05,0.01777233734505344,0.3839287952895576,1.2206296529153282,0.030214832869952784
+Llama-3.1-405B,192,lognormal_mixture_2,0.030320093276143073,0.6676476145293926,0.05,0.031746846437682316,0.3323523854706074,1.4276701505839031,0.041205692039902035
+Llama-3.1-405B,256,lognormal_mixture_2,0.030789543183684348,0.3650500581285596,1.5919966754869803,0.03573730522680613,0.6349499418714404,0.3721225887337235,0.04324939305958362
+Llama-3.1-405B,384,lognormal_mixture_2,0.03019163595342636,0.34060155138587245,1.7170985862943504,0.03991190875593972,0.6593984486141276,0.4563966264262895,0.0597066517568152
+Llama-3.1-405B,512,lognormal_mixture_2,0.030048940571188926,0.6637867129548851,0.4334724494446896,0.044447301633350554,0.3362132870451149,1.9213625679927164,0.04683803969863319
+Llama-3.1-70B,8,lognormal_mixture_2,0.013241712244391442,0.9590492491949718,0.05,0.0033418650030394626,0.04095075080502819,0.8751605195077952,0.005297393800444009
+Llama-3.1-70B,16,lognormal_mixture_2,0.015499197187066079,0.9109239234603462,0.07913035461052097,0.0022230910334916296,0.08907607653965377,1.2844234847005134,0.004313043371105469
+Llama-3.1-70B,32,lognormal_mixture_2,0.016572259606957435,0.9036431909468846,0.10971052943864357,0.0034452728216791523,0.09635680905311539,1.5074175831534309,0.006175543416404281
+Llama-3.1-70B,64,lognormal_mixture_2,0.016720101477742194,0.849821013098371,0.09826399163532819,0.005697346737934002,0.150178986901629,1.3616972036550803,0.008828633434550627
+Llama-3.1-70B,96,lognormal_mixture_2,1.0773779988288879e-05,0.838841364996162,0.05,0.025306298134214287,0.16115863500383798,0.6442443219876751,0.034668825689171574
+Llama-3.1-70B,128,lognormal_mixture_2,0.0022778047790527342,0.778751155450476,0.05,0.02568463145989505,0.22124884454952398,0.5948150662563634,0.03383674745941713
+Llama-3.1-70B,192,lognormal_mixture_2,0.016638526933431624,0.6184377134689882,0.10867393985639938,0.01714548617582296,0.38156228653101176,1.5189443495977526,0.018703032248183576
+Llama-3.1-70B,256,lognormal_mixture_2,0.016839679571032523,0.37867807030177136,1.4631774065297862,0.02020604087391179,0.6213219296982286,0.1354246512511205,0.023516103187706146
+Llama-3.1-70B,384,lognormal_mixture_2,0.014811257140874863,0.5468025466710148,1.1391787357157586,0.02986712173327284,0.4531974533289852,0.11177738517749303,0.04197168592710718
+Llama-3.1-70B,512,lognormal_mixture_2,0.01658029133284092,0.35041286756721335,1.3462214452446384,0.03733948541353972,0.6495871324327867,0.10431631509790713,0.05843082131488063
+Llama-3.1-70B,768,lognormal_mixture_2,0.016117640080094336,0.35433929219987603,1.418245669226621,0.03127136906409066,0.645660707800124,0.14808465753722347,0.09211974240843952
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+Llama-3.1-8B,256,lognormal_mixture_2,0.006535205008160323,0.20640747214612953,0.9154474758196223,0.016315824423412995,0.7935925278538705,0.15827383548087384,0.019609283330274195
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+Llama-3.1-8B,768,lognormal_mixture_2,0.00489947998027876,0.4102293106146204,0.8954582871522097,0.045424901604616506,0.5897706893853796,0.0958052090925679,0.058643939455719225
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+Qwen3-235B-A22B,192,lognormal_mixture_2,0.013189563986427151,0.026854877703434865,2.5037616364005233,0.018437463794844785,0.9731451222965651,0.1420087680700662,0.02687676804506179
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+Qwen3-235B-A22B,384,lognormal_mixture_2,0.013478797999025323,0.7779282323352129,0.09695357279523584,0.024930327834188436,0.2220717676647871,0.7095586536822586,0.033227654127086725
+Qwen3-235B-A22B,512,lognormal_mixture_2,0.013146029007086531,0.8224198638020391,0.09983052036261611,0.024200569803794394,0.17758013619796087,0.7204206877666427,0.03455616392329533
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_128.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_128.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6f5b0d40ee94fae20bc20ce6cd1b7e7d3b578208
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_128.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_16.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e2729cdc11f2ad3631fd4f13f12fb9d491422eb
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_16.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_192.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_192.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6ba8b044cdca7af32edabfb2a0b6108831936f6c
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_192.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_256.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_256.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a1d2eb3c7c39cf8b573e34b825ffbb0d4bf3c2ad
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_256.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_32.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_32.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f85fc10d35cbc18401e169dd860fbf410b4eed58
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_32.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_384.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_384.csv
new file mode 100644
index 0000000000000000000000000000000000000000..314792523526b03dca6babce603baddda1566159
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_384.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_512.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_512.csv
new file mode 100644
index 0000000000000000000000000000000000000000..da701f55e5a95305f44e0fabb944fbad093e0bdb
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_512.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_64.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_64.csv
new file mode 100644
index 0000000000000000000000000000000000000000..42e89539f28527cf46fdc09cb5d5ef12cfe10688
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_64.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_8.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ec3dc53c4ff1e3e2df87fe6e1ef3833c633345e6
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_8.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_96.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_96.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1305abad2e2ee0beafa00efc1d421005fba7a4df
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-405B_num_gpus_8_max_num_seqs_96.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1024.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b276fc7a8deb7bfdda30b58e0a28ab2714865cd8
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1024.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_128.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_128.csv
new file mode 100644
index 0000000000000000000000000000000000000000..408340d6ade876d9110e01c9ed5ea2125c540f5a
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_128.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1536.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1536.csv
new file mode 100644
index 0000000000000000000000000000000000000000..059a7b253c65cf774deb2a5c9a9106a8a1102eff
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_1536.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_16.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f49a7be73a12e05a5f71b02f46e2cf7ca922f6aa
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_16.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_192.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_192.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b327748fae4e0e0651d48370d9d9b0a7c36c31c3
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_192.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_2048.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_2048.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55e147604db597bb4a4c3cc70a9a7088c2fe80a1
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_2048.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_256.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_256.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7ddec37b689afc1b6fe67115a1f8b22b9bbbbf80
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_256.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_32.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_32.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eddd7effdbb1f475acf1dc8edc1440e7a89f5bb4
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_32.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_384.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_384.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8ab6b1d67fe1d3e7d55086a8d18db0bd0dbf113e
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_384.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_512.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_512.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1296187adc1ba3ef604240abf60fe737f7625fd8
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_512.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_64.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_64.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d3475cb15615c1c5ebf48dbd98cb6b5eb99372eb
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_64.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_768.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_768.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b66011419528ecfad5df822acf21b05ce6bc2566
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_768.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_8.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd132af5198b081deedeffee2d873ec7004fc78a
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_8.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_96.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_96.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8492d785aea3f76dad981d7d689b930fefbea0cc
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-70B_num_gpus_4_max_num_seqs_96.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_1024.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_1024.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5067e64c48ebdd0a9dd5caffbe2698164dedf1b9
--- /dev/null
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_128.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_128.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0287d3657e50bc43105ba011ec61868b2a6d3020
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_128.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_16.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e51447035b13dfb0445d74f8cebe03b41b5641c6
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_16.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_192.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_192.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e07dd9eb07801773c3bdf86b6b59a8fc68c9a963
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_192.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_256.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_256.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1b3d56560e4a4b4b325e464c17ff77b8297ec8cd
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_256.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_32.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_32.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3d136e76051d77298fa77fe995d7a4efa9b82c3d
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_32.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_384.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_384.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7a0032d2c0a0e977716eb87e5941ee6d82516747
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_384.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_512.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_512.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b8c071fe029b232a1a753a9156a14c3b8c9fe94e
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_512.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_64.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_64.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab379bc5734b0ec7d840a92a51ccb108b3e373bf
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_64.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_768.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_768.csv
new file mode 100644
index 0000000000000000000000000000000000000000..25a464334468f77d050b9593ac6a522529d6e0df
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_768.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_8.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..40f6c3dd5b4d1bc34bd87d588b9acbb361d6a9fb
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_8.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_96.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_96.csv
new file mode 100644
index 0000000000000000000000000000000000000000..58aa6e0d748c3f9101d583a4e368880601ca7350
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Llama-3.1-8B_num_gpus_1_max_num_seqs_96.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_128.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_128.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2dcaa41037fae5db02b448b7b4cde96e7943017b
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_128.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_16.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f7e5a210a400182b9acf9aaffdb64b7a372504ae
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_16.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_192.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_192.csv
new file mode 100644
index 0000000000000000000000000000000000000000..803dfd17610c7c36789091b184adbdacd41bb0ce
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_192.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_256.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_256.csv
new file mode 100644
index 0000000000000000000000000000000000000000..23d56e1ebe8e63aba5f481db57a63dd8f9d0c74f
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_256.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_32.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_32.csv
new file mode 100644
index 0000000000000000000000000000000000000000..64422119e79a1bf6f85b89d0fe34bf8a0f1b8a88
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_32.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_384.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_384.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14c900d000b1cbb508f971b973d36448312596b7
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_384.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_512.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_512.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9541f45bf107b1135689b5646f06880b8d3980f7
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_512.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_64.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_64.csv
new file mode 100644
index 0000000000000000000000000000000000000000..21e20cb2c23a306d5ad08cfe637229832ae95f35
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_64.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_8.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..aa0bb3b7d24085829382456927886c437c9c4d9b
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_8.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_96.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_96.csv
new file mode 100644
index 0000000000000000000000000000000000000000..877ff2a2d8a09e551729e35d9b3edd769bf03290
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-235B-A22B_num_gpus_8_max_num_seqs_96.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_128.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_128.csv
new file mode 100644
index 0000000000000000000000000000000000000000..741ae4545568f131acaed31ef583ebd423335a00
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_128.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_16.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_16.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bbe2267646d3272701104c7f611a376a46e3c6cd
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_16.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_192.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_192.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bed5de3f5069e06ecc7812a186f22e7b5f174b4c
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_192.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_256.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_256.csv
new file mode 100644
index 0000000000000000000000000000000000000000..beeb88658f615414dbaa74347ec57a49e6990fe7
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_256.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_32.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_32.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a4fd5484b91c6f4eedf0fdb78f39b7f3fc4aabc1
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_32.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_384.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_384.csv
new file mode 100644
index 0000000000000000000000000000000000000000..daf7c10ecfba3eec8a7e24dc3eda2314debfd51d
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_384.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_512.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_512.csv
new file mode 100644
index 0000000000000000000000000000000000000000..eac6705ce1f8248419decc981e665f6fe6ac6e12
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_512.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_64.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_64.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a35c5ffa20ddf61101f3f3e00e42ee0ca3738dd0
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_64.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_8.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_8.csv
new file mode 100644
index 0000000000000000000000000000000000000000..74add46e164211f5c06316cdc01d2eada435cf57
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_8.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_96.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_96.csv
new file mode 100644
index 0000000000000000000000000000000000000000..97d230c6dfb3df1a9f03ed3faab1b1efecf077f8
--- /dev/null
+++ b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces/Qwen3-30B-A3B_num_gpus_2_max_num_seqs_96.csv
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/traces_summary.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/traces_summary.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f95958024da8cc24b83ec173529486fae5c329fa
--- /dev/null
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diff --git a/examples/ieee13/data/offline/ebac1d5c03f752d2/training_trace.csv b/examples/ieee13/data/offline/ebac1d5c03f752d2/training_trace.csv
new file mode 100644
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diff --git a/examples/offline/config.json b/examples/offline/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5504f636cb51b8c83c6df0ef8db4931c7b89178d
--- /dev/null
+++ b/examples/offline/config.json
@@ -0,0 +1,60 @@
+{
+  "models": [
+    {
+      "model_label": "Llama-3.1-8B",
+      "model_id": "meta-llama/Llama-3.1-8B-Instruct",
+      "gpus_per_replica": 1,
+      "num_replicas": 720,
+      "initial_batch_size": 128,
+      "itl_deadline_s": 0.08,
+      "feasible_batch_sizes": [8, 16, 32, 64, 128, 256, 512]
+    },
+    {
+      "model_label": "Llama-3.1-70B",
+      "model_id": "meta-llama/Llama-3.1-70B-Instruct",
+      "gpus_per_replica": 4,
+      "num_replicas": 180,
+      "initial_batch_size": 128,
+      "itl_deadline_s": 0.10,
+      "feasible_batch_sizes": [8, 16, 32, 64, 128, 256, 512]
+    },
+    {
+      "model_label": "Llama-3.1-405B",
+      "model_id": "meta-llama/Llama-3.1-405B-Instruct-FP8",
+      "gpus_per_replica": 8,
+      "num_replicas": 90,
+      "initial_batch_size": 128,
+      "itl_deadline_s": 0.12,
+      "feasible_batch_sizes": [8, 16, 32, 64, 128, 256, 512]
+    },
+    {
+      "model_label": "Qwen3-30B-A3B",
+      "model_id": "Qwen/Qwen3-30B-A3B-Thinking-2507",
+      "gpus_per_replica": 2,
+      "num_replicas": 480,
+      "initial_batch_size": 128,
+      "itl_deadline_s": 0.06,
+      "feasible_batch_sizes": [8, 16, 32, 64, 128, 256, 512]
+    },
+    {
+      "model_label": "Qwen3-235B-A22B",
+      "model_id": "Qwen/Qwen3-235B-A22B-Thinking-2507",
+      "gpus_per_replica": 8,
+      "num_replicas": 210,
+      "initial_batch_size": 128,
+      "itl_deadline_s": 0.14,
+      "feasible_batch_sizes": [8, 16, 32, 64, 128, 256, 512]
+    }
+  ],
+  "data_sources": [
+    {"model_label": "Llama-3.1-8B", "task": "lm-arena-chat", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512, 768, 1024]},
+    {"model_label": "Llama-3.1-70B", "task": "lm-arena-chat", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512, 768, 1024, 1536, 2048]},
+    {"model_label": "Llama-3.1-405B", "task": "lm-arena-chat", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512]},
+    {"model_label": "Qwen3-30B-A3B", "task": "gpqa", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512]},
+    {"model_label": "Qwen3-235B-A22B", "task": "gpqa", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512]}
+  ],
+  "training_trace_params": {},
+  "data_dir": null,
+  "ieee_case_dir": "examples/ieee13",
+  "mlenergy_data_dir": null
+}
diff --git a/examples/offline/plotting.py b/examples/offline/plotting.py
new file mode 100644
index 0000000000000000000000000000000000000000..6714634c64ef7a551d3e49370d50dbe36248a507
--- /dev/null
+++ b/examples/offline/plotting.py
@@ -0,0 +1,940 @@
+"""Plotting functions and data-loading helpers for openg2g simulation results.
+
+Reproduces the figures from the G2G paper, reading data from the library's
+``SimulationLog`` and ``LLMDatacenterState`` objects.
+
+This module lives outside the ``openg2g`` library on purpose: the library
+exports simulation state and metrics, while all matplotlib-dependent
+visualization code stays here.
+"""
+
+from __future__ import annotations
+
+import math
+import re
+from collections.abc import Sequence
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any, cast
+
+import matplotlib.figure
+import matplotlib.pyplot as plt
+import numpy as np
+from matplotlib.axes import Axes
+from matplotlib.patches import Patch
+
+from openg2g.datacenter.base import LLMDatacenterState
+from openg2g.datacenter.offline import OfflineDatacenterState
+from openg2g.datacenter.online import OnlineDatacenterState
+from openg2g.grid.base import GridState
+
+Figure = matplotlib.figure.Figure
+
+# ── Bus color map (IEEE 13-bus, tab20-based) ─────────────────────────
+# Deterministic colors so all voltage plots use consistent bus coloring.
+
+BUS_COLOR_MAP: dict[str, Any] = {
+    "611": (0.1216, 0.4667, 0.7059, 1.0),
+    "632": (0.6824, 0.7804, 0.9098, 1.0),
+    "633": (1.0, 0.4980, 0.0549, 1.0),
+    "634": (1.0, 0.7333, 0.4706, 1.0),
+    "645": (0.1725, 0.6275, 0.1725, 1.0),
+    "646": (0.5961, 0.8745, 0.5412, 1.0),
+    "650": (0.8392, 0.1529, 0.1569, 1.0),
+    "652": (1.0, 0.5961, 0.5882, 1.0),
+    "670": (0.5804, 0.4039, 0.7412, 1.0),
+    "671": (0.7725, 0.6902, 0.8353, 1.0),
+    "675": (0.5490, 0.3373, 0.2941, 1.0),
+    "680": (0.7686, 0.6118, 0.5804, 1.0),
+    "684": (0.8902, 0.4667, 0.7608, 1.0),
+    "692": (0.9686, 0.7137, 0.8235, 1.0),
+    "rg60": "black",
+    "sourcebus": (0.4980, 0.4980, 0.4980, 1.0),
+}
+
+
+# ── Per-model time-series extraction ─────────────────────────────────
+
+
+@dataclass
+class PerModelTimeSeries:
+    """Per-model time series extracted from ``SimulationLog.dc_states``."""
+
+    time_s: np.ndarray
+    power_w: dict[str, np.ndarray] = field(default_factory=dict)
+    itl_s: dict[str, np.ndarray] = field(default_factory=dict)
+    batch_size: dict[str, np.ndarray] = field(default_factory=dict)
+    active_replicas: dict[str, np.ndarray] = field(default_factory=dict)
+
+
+def extract_per_model_timeseries(
+    dc_states: Sequence[LLMDatacenterState],
+) -> PerModelTimeSeries:
+    """Build per-model arrays from a list of ``LLMDatacenterState`` objects.
+
+    ``power_w`` is populated only when states are ``OfflineDatacenterState``
+    (which carries ``power_by_model_w``).
+    """
+    if not dc_states:
+        raise ValueError("dc_states is empty.")
+
+    time_s = np.array([s.time_s for s in dc_states])
+
+    model_labels = sorted(dc_states[0].batch_size_by_model.keys())
+
+    batch_size: dict[str, np.ndarray] = {}
+    active_replicas: dict[str, np.ndarray] = {}
+    itl_s: dict[str, np.ndarray] = {}
+    power_w: dict[str, np.ndarray] = {}
+
+    for label in model_labels:
+        batch_size[label] = np.array([s.batch_size_by_model.get(label, 0) for s in dc_states])
+        active_replicas[label] = np.array([s.active_replicas_by_model.get(label, 0) for s in dc_states])
+        itl_s[label] = np.array([s.observed_itl_s_by_model.get(label, float("nan")) for s in dc_states])
+
+    if dc_states and isinstance(dc_states[0], OfflineDatacenterState):
+        offline_states = cast(list[OfflineDatacenterState], dc_states)
+        for label in model_labels:
+            power_w[label] = np.array([s.power_by_model_w.get(label, 0.0) for s in offline_states])
+
+    return PerModelTimeSeries(
+        time_s=time_s,
+        power_w=power_w,
+        itl_s=itl_s,
+        batch_size=batch_size,
+        active_replicas=active_replicas,
+    )
+
+
+# ── Helper: bus ordering ─────────────────────────────────────────────
+
+
+def _bus_sort_key(b: str) -> tuple[int, str]:
+    """Sort buses numerically when possible: '650' < '671' < '692'."""
+    m = re.match(r"^(\d+)", str(b).strip())
+    if m:
+        return (int(m.group(1)), str(b))
+    return (999999, str(b))
+
+
+# ══════════════════════════════════════════════════════════════════════
+# Paper Fig. 5: 2-panel, 3-phase power (MW) + per-model average ITL
+# ══════════════════════════════════════════════════════════════════════
+
+
+def plot_power_and_itl_2panel(
+    time_s: np.ndarray,
+    kW_A: np.ndarray,
+    kW_B: np.ndarray,
+    kW_C: np.ndarray,
+    avg_itl_by_model: dict[str, np.ndarray],
+    *,
+    itl_time_s: np.ndarray | None = None,
+    t_train_start_s: float = 1000.0,
+    t_train_end_s: float = 2000.0,
+    t_ramp_start_s: float = 2500.0,
+    t_ramp_end_s: float = 3600.0,
+    ramp_label: str = "Less active GPUs",
+    figsize: tuple[float, float] = (7.2, 3.6),
+    dpi: int = 300,
+    save_path: Path | str | None = None,
+) -> Figure:
+    """2-panel figure: (a) 3-phase power in MW, (b) per-model average ITL.
+
+    Args:
+        time_s: Time array (seconds) aligned with kW_A/B/C.
+        kW_A, kW_B, kW_C: Per-phase power in kW.
+        avg_itl_by_model: {model_label: itl_array_s}. Time base is
+            *itl_time_s* if provided, otherwise *time_s*.
+        itl_time_s: Separate time base for ITL data (e.g. DC step rate).
+        save_path: If given, save figure to this path.
+
+    Returns:
+        The matplotlib Figure object.
+    """
+    t_min = np.asarray(time_s) / 60.0
+    t_itl_min = (np.asarray(itl_time_s) / 60.0) if itl_time_s is not None else t_min
+
+    t_train_start_min = t_train_start_s / 60.0
+    t_train_end_min = t_train_end_s / 60.0
+    t_ramp_start_min = t_ramp_start_s / 60.0
+    t_ramp_end_min = t_ramp_end_s / 60.0
+
+    fig, axes = plt.subplots(
+        2,
+        1,
+        sharex=True,
+        figsize=figsize,
+        dpi=dpi,
+        constrained_layout=True,
+    )
+
+    title_pad = 4
+    label_fs = 10
+    tick_fs = 10
+    legend_fs = 9
+    lw_main = 0.8
+    lw_lat = 0.6
+
+    phase_colors = {
+        "A": "#4E79A7",
+        "B": "#59A14F",
+        "C": "#9C755F",
+    }
+
+    # (a) Three-phase power
+    ax = axes[0]
+    ax.plot(t_min, np.asarray(kW_A) / 1e3, lw=lw_main, color=phase_colors["A"], label="Phase A")
+    ax.plot(t_min, np.asarray(kW_B) / 1e3, lw=lw_main, color=phase_colors["B"], label="Phase B")
+    ax.plot(t_min, np.asarray(kW_C) / 1e3, lw=lw_main, color=phase_colors["C"], label="Phase C")
+
+    ax.axvspan(t_train_start_min, t_train_end_min, color="tab:blue", alpha=0.10, zorder=0)
+    ax.axvline(t_train_start_min, ls="--", lw=1.0, color="tab:blue", alpha=0.9)
+    ax.axvline(t_train_end_min, ls="--", lw=1.0, color="tab:blue", alpha=0.9)
+
+    ax.set_ylabel("Power (MW)", fontsize=label_fs)
+    ax.set_title("(a) Synthetic three-phase data center power demand", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.tick_params(labelsize=tick_fs, labelbottom=False, bottom=True)
+
+    handles, labels = ax.get_legend_handles_labels()
+    handles.append(Patch(facecolor="tab:blue", alpha=0.10, edgecolor="none"))
+    labels.append("Training window")
+    ax.legend(handles, labels, fontsize=legend_fs, ncol=4, loc="best", framealpha=0.9)
+
+    # (b) Per-model average ITL
+    ax = axes[1]
+    for model, lat in avg_itl_by_model.items():
+        ax.plot(t_itl_min, np.asarray(lat), lw=lw_lat, label=model)
+
+    ax.axvspan(
+        t_ramp_start_min,
+        t_ramp_end_min,
+        color="tab:orange",
+        alpha=0.12,
+        zorder=0,
+        label=ramp_label,
+    )
+    ax.axvline(t_ramp_start_min, ls="--", lw=1.0, color="tab:orange", alpha=0.9)
+    ax.axvline(t_ramp_end_min, ls="--", lw=1.0, color="tab:orange", alpha=0.9)
+
+    ax.set_ylim(0.0, 0.11)
+    ax.set_ylabel("Avg ITL (s)", fontsize=label_fs)
+    ax.set_title("(b) Per-model average ITL", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.legend(fontsize=legend_fs, ncol=1, loc="upper left", framealpha=0.9)
+    ax.set_xlabel("Time (minutes)", fontsize=label_fs)
+    ax.tick_params(labelsize=tick_fs)
+
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+# ══════════════════════════════════════════════════════════════════════
+# Paper Fig. 6 / Fig. 7: Per-phase all-bus voltages with bus colormap
+# ══════════════════════════════════════════════════════════════════════
+
+
+def plot_allbus_voltages_per_phase(
+    grid_states: list[GridState],
+    time_s: np.ndarray,
+    *,
+    save_dir: Path | str,
+    v_min: float = 0.95,
+    v_max: float = 1.05,
+    bus_color_map: dict[str, Any] | None = None,
+    figsize_main: tuple[float, float] = (7.2, 2.0),
+    figsize_c: tuple[float, float] = (7.2, 2.0),
+    dpi: int = 200,
+    legend_mode: str = "best",
+    drop_buses: tuple[str, ...] = ("sourcebus",),
+    reg_bus: str = "rg60",
+    reg_label: str = "Regulator bus",
+    reg_color: str = "black",
+    reg_lw: float = 2.4,
+    reg_zorder: int = 5,
+    title_template: str = "Voltage trajectories (Phase {label})",
+    shared_legend_phase: str = "B",
+    filename_template: str = "allbus_voltages_phase_{label}.png",
+) -> None:
+    """Per-phase all-bus voltage plots with bus-specific colors and shared legend.
+
+    Produces one PNG per phase (A, B, C).  Legend is placed on the
+    ``shared_legend_phase`` (default B).
+
+    Args:
+        grid_states: List of ``GridState`` from ``SimulationLog``.
+        time_s: Time array (seconds) aligned with *grid_states*.
+        save_dir: Directory to write PNG files into.
+        bus_color_map: {bus_name: color}. Defaults to ``BUS_COLOR_MAP``.
+    """
+    if bus_color_map is None:
+        bus_color_map = BUS_COLOR_MAP
+
+    save_dir = Path(save_dir)
+    t_min = np.asarray(time_s) / 60.0
+
+    drop_set = {str(b).strip().lower() for b in drop_buses}
+    reg_bus_lc = str(reg_bus).strip().lower()
+
+    PHASE_MAP = {"A": 1, "B": 2, "C": 3}
+    shared_legend_phase_int = PHASE_MAP.get(shared_legend_phase.upper(), 2)
+
+    # Build buses-with-phase from grid_states
+    buses_with_phase: dict[str, set[str]] = {"A": set(), "B": set(), "C": set()}
+    for snap in grid_states[: min(10, len(grid_states))]:
+        for bus in snap.voltages.buses():
+            b_lc = bus.lower()
+            if b_lc in drop_set:
+                continue
+            v = snap.voltages[bus]
+            if not np.isnan(v.a):
+                buses_with_phase["A"].add(bus)
+            if not np.isnan(v.b):
+                buses_with_phase["B"].add(bus)
+            if not np.isnan(v.c):
+                buses_with_phase["C"].add(bus)
+
+    # Build V arrays per phase
+    V_by_phase: dict[str, tuple[list[str], np.ndarray]] = {}
+    for phase_letter in ("A", "B", "C"):
+        buses = sorted(buses_with_phase.get(phase_letter, set()), key=_bus_sort_key)
+        if not buses:
+            continue
+        V = np.full((len(buses), len(t_min)), np.nan, dtype=float)
+        for k, snap in enumerate(grid_states):
+            for i, b in enumerate(buses):
+                if b in snap.voltages:
+                    v = snap.voltages[b]
+                    V[i, k] = getattr(v, phase_letter.lower())
+        V_by_phase[phase_letter] = (buses, V)
+
+    y_lo = 0.93
+    y_hi = 1.11
+
+    AX_RECT = (0.10, 0.18, 0.88, 0.72)
+
+    shared_handles = None
+    shared_labels = None
+
+    for phase_letter in ("A", "B", "C"):
+        if phase_letter not in V_by_phase:
+            continue
+        buses, V = V_by_phase[phase_letter]
+        ph_int = PHASE_MAP[phase_letter]
+
+        figsize = figsize_c if phase_letter == "C" else figsize_main
+        fig = plt.figure(figsize=figsize, dpi=dpi)
+        ax = fig.add_axes(AX_RECT)
+
+        handles_by_label: dict[str, Any] = {}
+
+        # Sort buses: reg_bus last so it draws on top
+        ordered = [b for b in buses if b.lower() != reg_bus_lc]
+        ordered += [b for b in buses if b.lower() == reg_bus_lc]
+
+        for b in ordered:
+            b_lc = b.lower()
+            idx = buses.index(b)
+
+            if b_lc == reg_bus_lc:
+                color = reg_color
+                lw = reg_lw
+                zorder = reg_zorder
+                label = reg_label
+            else:
+                color = bus_color_map.get(b, bus_color_map.get(b_lc, "gray"))
+                lw = 1.2
+                zorder = 2
+                label = b
+
+            (line,) = ax.plot(
+                t_min,
+                V[idx],
+                label=label,
+                color=color,
+                linewidth=lw,
+                zorder=zorder,
+            )
+            if label not in handles_by_label:
+                handles_by_label[label] = line
+
+        ax.axhline(v_min, linestyle="--", linewidth=2.0, alpha=0.9)
+        ax.axhline(v_max, linestyle="--", linewidth=2.0, alpha=0.9)
+        ax.set_ylim(y_lo, y_hi)
+
+        ax.set_xlabel("Time (minutes)")
+        ax.set_ylabel("Voltage (pu)")
+        ax.set_title(title_template.format(label=phase_letter))
+        ax.grid(True, alpha=0.3)
+
+        if shared_handles is None and ph_int == shared_legend_phase_int:
+            ordered_labels: list[str] = []
+            for b in buses:
+                lab = reg_label if b.lower() == reg_bus_lc else b
+                if lab in handles_by_label and lab not in ordered_labels:
+                    ordered_labels.append(lab)
+            shared_labels = ordered_labels
+            shared_handles = [handles_by_label[lab] for lab in shared_labels]
+
+        if ph_int == shared_legend_phase_int and shared_handles is not None and shared_labels is not None:
+            if legend_mode == "best":
+                ax.legend(
+                    shared_handles,
+                    shared_labels,
+                    loc="upper center",
+                    ncol=6,
+                    fontsize=7,
+                    frameon=True,
+                    framealpha=0.95,
+                )
+            else:
+                fig.legend(
+                    shared_handles,
+                    shared_labels,
+                    ncol=7,
+                    fontsize=7,
+                    frameon=True,
+                    framealpha=0.95,
+                    loc="lower center",
+                    bbox_to_anchor=(0.5, 0.02),
+                )
+
+        fig.savefig(
+            save_dir / filename_template.format(label=phase_letter),
+            bbox_inches="tight",
+        )
+        plt.close(fig)
+
+
+# ══════════════════════════════════════════════════════════════════════
+# Paper Fig. 8: 4-panel, batch, power/replica, ITL, throughput (OFO)
+# ══════════════════════════════════════════════════════════════════════
+
+
+def plot_model_timeseries_4panel(
+    time_s: np.ndarray,
+    per_model: PerModelTimeSeries,
+    model_labels: list[str],
+    *,
+    regime_shading: bool = True,
+    t_regime_edges_s: tuple[float, ...] | None = None,
+    regime_colors: tuple[str, ...] | None = None,
+    regime_labels: tuple[str, ...] | None = None,
+    figsize: tuple[float, float] = (7.2, 6.2),
+    dpi: int = 300,
+    save_path: Path | str | None = None,
+) -> Figure:
+    """4-panel OFO time-series: batch, power/replica, ITL, throughput.
+
+    Args:
+        time_s: DSS/DC time base (seconds) aligned with *per_model* arrays.
+        per_model: Extracted per-model time series (batch sizes read from
+            `per_model.batch_size`).
+        model_labels: Ordered model labels for consistent color assignment.
+        regime_shading: If True, draw colored background spans.
+        t_regime_edges_s: Edge times (seconds) for regime spans.
+            Defaults to (0, 950, 2000, 2950, 3100, 3600).
+        regime_colors: Colors for each span (len = len(edges) - 1).
+            Defaults to ("tab:gray", "tab:red", "tab:gray", "tab:red", "tab:green").
+        regime_labels: Legend labels for unique regime colors.
+            Defaults to ("Throughput-driven", "Voltage-driven", "Latency-driven").
+
+    Returns:
+        The matplotlib Figure object.
+    """
+    color_cycle = plt.rcParams["axes.prop_cycle"].by_key().get("color", [])
+    if not color_cycle:
+        cmap = plt.get_cmap("tab10")
+        color_cycle = [cmap(i) for i in range(10)]
+    model_to_color = {lab: color_cycle[i % len(color_cycle)] for i, lab in enumerate(model_labels)}
+
+    title_pad = 4
+    label_fs = 10
+    tick_fs = 10
+    legend_fs = 9
+    lw_main = 1.3
+
+    fig, axes = plt.subplots(
+        4,
+        1,
+        sharex=True,
+        figsize=figsize,
+        dpi=dpi,
+        constrained_layout=True,
+    )
+
+    # Regime shading setup
+    if t_regime_edges_s is None:
+        t_regime_edges_s = (0, 950, 2000, 2950, 3100, 3600)
+    if regime_colors is None:
+        regime_colors = ("tab:gray", "tab:red", "tab:gray", "tab:red", "tab:green")
+    if regime_labels is None:
+        regime_labels = ("Throughput-driven", "Voltage-driven", "Latency-driven")
+
+    t_edges_min = np.array(t_regime_edges_s, dtype=float) / 60.0
+
+    def _apply_overlays(ax: Axes) -> None:
+        if not regime_shading:
+            return
+        for i in range(len(t_edges_min) - 1):
+            ax.axvspan(
+                t_edges_min[i],
+                t_edges_min[i + 1],
+                color=regime_colors[i],
+                alpha=0.12,
+                zorder=0,
+            )
+
+    legend_patches: list[Patch] = []
+    if regime_shading:
+        seen_colors: set[str] = set()
+        label_idx = 0
+        for c in regime_colors:
+            if c not in seen_colors:
+                seen_colors.add(c)
+                lab = regime_labels[label_idx] if label_idx < len(regime_labels) else ""
+                label_idx += 1
+                legend_patches.append(
+                    Patch(
+                        facecolor=c,
+                        edgecolor=c,
+                        linewidth=1.2,
+                        alpha=0.12,
+                        label=lab,
+                    )
+                )
+
+    # (a) log2(batch)
+    ax = axes[0]
+    t_dc_min = per_model.time_s / 60.0
+
+    for lab in model_labels:
+        b = per_model.batch_size.get(lab)
+        if b is None or b.size == 0:
+            continue
+        ax.step(
+            t_dc_min[: b.size],
+            np.log2(b),
+            where="post",
+            lw=lw_main,
+            color=model_to_color[lab],
+            label=lab,
+        )
+
+    _apply_overlays(ax)
+    ax.set_ylabel(r"$\log_2(\mathrm{batch})$", fontsize=label_fs)
+    ax.set_title("(a) Per-model batch size setting (log scale)", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.tick_params(labelsize=tick_fs)
+    ymin, ymax = ax.get_ylim()
+    ax.set_yticks(np.arange(np.floor(ymin), np.ceil(ymax) + 1))
+
+    # (b) Power per active replica (kW)
+    ax = axes[1]
+    for lab in model_labels:
+        if lab not in per_model.power_w:
+            continue
+        p_tot = per_model.power_w[lab]
+        wrep = np.maximum(per_model.active_replicas[lab].astype(float), 1.0)
+        y = p_tot / wrep / 1e3  # W -> kW
+        ax.plot(per_model.time_s / 60.0, y, lw=1, color=model_to_color[lab], label=lab)
+
+    _apply_overlays(ax)
+    ax.set_ylabel("Power (kW)", fontsize=label_fs)
+    ax.set_title("(b) Per-replica power measurement", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.tick_params(labelsize=tick_fs)
+
+    # (c) Per-model ITL (legend placed here)
+    ax = axes[2]
+    for lab in model_labels:
+        if lab not in per_model.itl_s:
+            continue
+        y = per_model.itl_s[lab]
+        ax.plot(per_model.time_s / 60.0, y, lw=0.8, color=model_to_color[lab], label=lab)
+
+    _apply_overlays(ax)
+    ax.set_ylabel("ITL (s)", fontsize=label_fs)
+    ax.set_title("(c) Per-model average ITL", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.tick_params(labelsize=tick_fs)
+    ax.set_ylim(0, 0.2)
+    ax.legend(fontsize=legend_fs, ncol=3, loc="upper left", framealpha=0.9)
+
+    # (d) Total throughput per model (tokens/s, log scale)
+    ax = axes[3]
+    for lab in model_labels:
+        if lab not in per_model.itl_s or lab not in per_model.batch_size:
+            continue
+        itl = per_model.itl_s[lab]
+        bs = per_model.batch_size[lab].astype(float)
+        wrep = per_model.active_replicas[lab].astype(float)
+        with np.errstate(divide="ignore", invalid="ignore"):
+            throughput = np.where(itl > 0, bs * wrep / itl, np.nan)
+        ax.plot(per_model.time_s / 60.0, throughput, lw=lw_main, color=model_to_color[lab], label=lab)
+
+    ax.set_yscale("log")
+    _apply_overlays(ax)
+    ax.set_ylabel("Tokens/s", fontsize=label_fs)
+    ax.set_title("(d) Per-model total token throughput (log scale)", pad=title_pad)
+    ax.grid(True, alpha=0.25)
+    ax.tick_params(labelsize=tick_fs)
+    ax.set_xlabel("Time (minutes)", fontsize=label_fs)
+
+    if legend_patches:
+        fig.legend(
+            handles=legend_patches,
+            loc="upper center",
+            ncol=len(legend_patches),
+            fontsize=10,
+            frameon=False,
+            bbox_to_anchor=(0.5, 1.05),
+            handlelength=2.2,
+            handleheight=1.0,
+            columnspacing=1.6,
+            borderaxespad=0.2,
+        )
+
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+# ══════════════════════════════════════════════════════════════════════
+# Standalone plots
+# ══════════════════════════════════════════════════════════════════════
+
+
+def plot_power_3ph(
+    time_s: np.ndarray,
+    kW_A: np.ndarray,
+    kW_B: np.ndarray,
+    kW_C: np.ndarray,
+    *,
+    save_path: Path | str | None = None,
+    title: str = "DC Power by Phase",
+    t_train_start_s: float = 1000.0,
+    t_train_end_s: float = 2000.0,
+    t_ramp_start_s: float = 2500.0,
+    t_ramp_end_s: float = 3000.0,
+) -> Figure:
+    """3-phase power in MW with training/ramp overlays."""
+    t = np.asarray(time_s) / 60.0
+    fig, ax = plt.subplots(figsize=(11, 3.2), dpi=160)
+    ax.plot(t, np.asarray(kW_A) / 1e3, lw=1.0, label="Phase A")
+    ax.plot(t, np.asarray(kW_B) / 1e3, lw=1.0, label="Phase B")
+    ax.plot(t, np.asarray(kW_C) / 1e3, lw=1.0, label="Phase C")
+
+    ax.axvspan(
+        t_train_start_s / 60.0,
+        t_train_end_s / 60.0,
+        alpha=0.15,
+        label=f"Training overlay ({t_train_start_s:.0f}\u2013{t_train_end_s:.0f}s)",
+    )
+    ax.axvspan(
+        t_ramp_start_s / 60.0,
+        t_ramp_end_s / 60.0,
+        alpha=0.12,
+        label=f"Ramp to 20% ({t_ramp_start_s:.0f}\u2013{t_ramp_end_s:.0f}s)",
+    )
+
+    ax.set_xlabel("Time (min)")
+    ax.set_ylabel("Power (MW)")
+    ax.set_title(title)
+    ax.grid(True, alpha=0.25)
+    ax.legend(ncol=3, fontsize=9)
+    fig.tight_layout()
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+def plot_voltage_dc_bus(
+    time_s: np.ndarray,
+    Va: np.ndarray,
+    Vb: np.ndarray,
+    Vc: np.ndarray,
+    *,
+    v_min: float = 0.95,
+    v_max: float = 1.05,
+    save_path: Path | str | None = None,
+    title: str = "Voltage at DC bus (3-phase)",
+) -> Figure:
+    """DC-bus 3-phase voltage with limit lines."""
+    t = np.asarray(time_s) / 60.0
+    fig, ax = plt.subplots(figsize=(11, 3.2), dpi=160)
+    ax.plot(t, np.asarray(Va), lw=1.0, label="Va @ DC bus")
+    ax.plot(t, np.asarray(Vb), lw=1.0, alpha=0.8, label="Vb @ DC bus")
+    ax.plot(t, np.asarray(Vc), lw=1.0, alpha=0.8, label="Vc @ DC bus")
+    ax.axhline(v_min, ls="--", lw=1.6, label="v_min")
+    ax.axhline(v_max, ls="--", lw=1.6, label="v_max")
+    ax.set_xlabel("Time (min)")
+    ax.set_ylabel("Voltage (pu)")
+    ax.set_title(title)
+    ax.grid(True, alpha=0.25)
+    ax.legend(ncol=5, fontsize=9)
+    fig.tight_layout()
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+def plot_batch_schedule(
+    per_model: PerModelTimeSeries,
+    *,
+    save_path: Path | str | None = None,
+    title: str = "Per-model batch schedule (closed-loop)",
+) -> Figure:
+    """log2 batch schedule, step plot with integer y-ticks."""
+    fig, ax = plt.subplots(figsize=(11, 2.6), dpi=160)
+
+    t_min = per_model.time_s / 60.0
+    for label, b in per_model.batch_size.items():
+        ax.step(t_min[: b.size], np.log2(b), where="post", lw=1.4, label=label)
+
+    ax.set_xlabel("Time (min)")
+    ax.set_ylabel(r"$\log_2(\mathrm{batch\ size})$")
+    ax.set_title(title)
+    ax.grid(True, alpha=0.25)
+
+    ymin, ymax = ax.get_ylim()
+    ax.set_yticks(np.arange(math.floor(ymin), math.ceil(ymax) + 1))
+
+    ax.legend(ncol=2, fontsize=8)
+    fig.tight_layout()
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+def plot_latency_samples(
+    per_model: PerModelTimeSeries,
+    *,
+    itl_deadlines: dict[str, float] | None = None,
+    save_path: Path | str | None = None,
+    title: str = "Sampled ITL measurements (applied batch)",
+) -> Figure:
+    """Sampled average ITL per DC timestep with optional deadline overlays."""
+    fig, ax = plt.subplots(figsize=(11, 2.8), dpi=160)
+
+    t_min = per_model.time_s / 60.0
+    for label, y in per_model.itl_s.items():
+        ax.plot(t_min, y, lw=1.2, marker="o", ms=2.5, label=f"ITL[{label}]")
+        if itl_deadlines and label in itl_deadlines:
+            ax.axhline(float(itl_deadlines[label]), ls="--", lw=1.0)
+
+    ax.set_xlabel("Time (min)")
+    ax.set_ylabel("Sampled avg ITL (s)")
+    ax.set_title(title)
+    ax.grid(True, alpha=0.25)
+    ax.legend(ncol=2, fontsize=8)
+    fig.tight_layout()
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+def plot_per_model_power(
+    per_model: PerModelTimeSeries,
+    *,
+    save_path: Path | str | None = None,
+    title: str = "Per-model measured power (whole simulation)",
+) -> Figure:
+    """Per-model total power in MW."""
+    fig, ax = plt.subplots(figsize=(11, 3.2), dpi=160)
+
+    t_min = per_model.time_s / 60.0
+    for label, y_w in per_model.power_w.items():
+        ax.plot(t_min, np.asarray(y_w) / 1e6, lw=1.1, label=label)
+
+    ax.set_xlabel("Time (min)")
+    ax.set_ylabel("Power (MW)")
+    ax.set_title(title)
+    ax.grid(True, alpha=0.25)
+    ax.legend(ncol=2, fontsize=8)
+    fig.tight_layout()
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
+
+
+# ══════════════════════════════════════════════════════════════════════
+# Online multi-panel: GPU power, batch size, ITL, KV cache
+# (ported from g2g/analyze.py, adapted for SimulationLog)
+# ══════════════════════════════════════════════════════════════════════
+
+
+@dataclass
+class OnlinePerModelTimeSeries:
+    """Per-model time series extracted from online datacenter states."""
+
+    time_s: np.ndarray
+    measured_power_w: dict[str, np.ndarray] = field(default_factory=dict)
+    batch_size: dict[str, np.ndarray] = field(default_factory=dict)
+    itl_s: dict[str, np.ndarray] = field(default_factory=dict)
+    kv_cache_pct: dict[str, np.ndarray] = field(default_factory=dict)
+    num_requests_running: dict[str, np.ndarray] = field(default_factory=dict)
+
+
+def extract_online_per_model_timeseries(
+    dc_states: Sequence[OnlineDatacenterState],
+) -> OnlinePerModelTimeSeries:
+    """Build per-model arrays from a list of `OnlineDatacenterState` objects."""
+    if not dc_states:
+        raise ValueError("dc_states is empty.")
+
+    time_s = np.array([s.time_s for s in dc_states])
+    model_labels = sorted(dc_states[0].batch_size_by_model.keys())
+
+    measured_power_w: dict[str, np.ndarray] = {}
+    batch_size: dict[str, np.ndarray] = {}
+    itl_s: dict[str, np.ndarray] = {}
+    kv_cache_pct: dict[str, np.ndarray] = {}
+    num_requests_running: dict[str, np.ndarray] = {}
+
+    for label in model_labels:
+        measured_power_w[label] = np.array([s.measured_power_w_by_model.get(label, 0.0) for s in dc_states])
+        batch_size[label] = np.array([s.batch_size_by_model.get(label, 0) for s in dc_states])
+        itl_s[label] = np.array([s.observed_itl_s_by_model.get(label, float("nan")) for s in dc_states])
+        kv_cache_pct[label] = np.array(
+            [
+                s.prometheus_metrics_by_model.get(label, {}).get("kv_cache_usage_perc", float("nan")) * 100.0
+                for s in dc_states
+            ]
+        )
+        num_requests_running[label] = np.array(
+            [s.prometheus_metrics_by_model.get(label, {}).get("num_requests_running", float("nan")) for s in dc_states]
+        )
+
+    return OnlinePerModelTimeSeries(
+        time_s=time_s,
+        measured_power_w=measured_power_w,
+        batch_size=batch_size,
+        itl_s=itl_s,
+        kv_cache_pct=kv_cache_pct,
+        num_requests_running=num_requests_running,
+    )
+
+
+def plot_online_timeseries(
+    per_model: OnlinePerModelTimeSeries,
+    model_labels: list[str],
+    *,
+    schedule_times_s: list[float] | None = None,
+    figsize: tuple[float, float] = (14, 12),
+    dpi: int = 200,
+    save_path: Path | str | None = None,
+) -> Figure:
+    """Multi-panel online time series: GPU power, batch size, ITL, KV cache.
+
+    Args:
+        per_model: Extracted per-model time series from online states.
+        model_labels: Ordered model labels for consistent color assignment.
+        schedule_times_s: Optional list of batch size change times (seconds)
+            to draw as vertical lines on all panels.
+        figsize: Figure size in inches.
+        dpi: Figure resolution.
+        save_path: If given, save figure to this path.
+
+    Returns:
+        The matplotlib Figure object.
+    """
+    color_cycle = plt.rcParams["axes.prop_cycle"].by_key().get("color", [])
+    if not color_cycle:
+        cmap = plt.get_cmap("tab10")
+        color_cycle = [cmap(i) for i in range(10)]
+    model_to_color = {lab: color_cycle[i % len(color_cycle)] for i, lab in enumerate(model_labels)}
+
+    t_s = per_model.time_s
+    label_fs = 10
+    tick_fs = 9
+    legend_fs = 8
+
+    fig, axes = plt.subplots(4, 1, sharex=True, figsize=figsize, dpi=dpi, constrained_layout=True)
+
+    def _draw_schedule_lines(ax: Axes) -> None:
+        if schedule_times_s:
+            for t in schedule_times_s:
+                ax.axvline(t, color="gray", alpha=0.3, linewidth=0.7, linestyle=":")
+
+    # (a) GPU Power (measured, per model)
+    ax = axes[0]
+    for lab in model_labels:
+        if lab in per_model.measured_power_w:
+            ax.plot(t_s, per_model.measured_power_w[lab], lw=0.8, color=model_to_color[lab], label=lab)
+    ax.set_ylabel("Measured GPU Power (W)", fontsize=label_fs)
+    ax.set_title("(a) Per-model measured GPU power")
+    ax.set_ylim(bottom=0)
+    ax.grid(True, alpha=0.25)
+    ax.legend(fontsize=legend_fs, ncol=4, loc="upper right")
+    ax.tick_params(labelsize=tick_fs)
+    _draw_schedule_lines(ax)
+
+    # (b) Batch size (from prometheus num_requests_running or state)
+    ax = axes[1]
+    for lab in model_labels:
+        if lab in per_model.num_requests_running:
+            y = per_model.num_requests_running[lab]
+            if not np.all(np.isnan(y)):
+                ax.step(t_s, y, where="post", lw=1.2, color=model_to_color[lab], label=f"{lab} (running)")
+        if lab in per_model.batch_size:
+            ax.step(
+                t_s,
+                per_model.batch_size[lab],
+                where="post",
+                lw=0.8,
+                color=model_to_color[lab],
+                linestyle="--",
+                alpha=0.6,
+                label=f"{lab} (set)",
+            )
+    ax.set_ylabel("Requests / Batch Size", fontsize=label_fs)
+    ax.set_title("(b) Batch size and requests running")
+    ax.set_ylim(bottom=0)
+    ax.grid(True, alpha=0.25)
+    ax.legend(fontsize=legend_fs, ncol=4, loc="upper right")
+    ax.tick_params(labelsize=tick_fs)
+    _draw_schedule_lines(ax)
+
+    # (c) ITL
+    ax = axes[2]
+    for lab in model_labels:
+        if lab in per_model.itl_s:
+            ax.plot(t_s, per_model.itl_s[lab] * 1e3, lw=0.8, color=model_to_color[lab], label=lab)
+    ax.set_ylabel("ITL (ms)", fontsize=label_fs)
+    ax.set_title("(c) Per-model average ITL")
+    ax.set_ylim(bottom=0)
+    ax.grid(True, alpha=0.25)
+    ax.legend(fontsize=legend_fs, ncol=4, loc="upper right")
+    ax.tick_params(labelsize=tick_fs)
+    _draw_schedule_lines(ax)
+
+    # (d) KV cache usage
+    ax = axes[3]
+    for lab in model_labels:
+        if lab in per_model.kv_cache_pct:
+            y = per_model.kv_cache_pct[lab]
+            if not np.all(np.isnan(y)):
+                ax.plot(t_s, y, lw=1.0, color=model_to_color[lab], label=lab)
+    ax.set_ylabel("KV Cache Usage (%)", fontsize=label_fs)
+    ax.set_title("(d) KV cache usage")
+    ax.set_ylim(bottom=0)
+    ax.grid(True, alpha=0.25)
+    ax.legend(fontsize=legend_fs, ncol=4, loc="upper right")
+    ax.tick_params(labelsize=tick_fs)
+    ax.set_xlabel("Time (s)", fontsize=label_fs)
+    _draw_schedule_lines(ax)
+
+    if save_path is not None:
+        fig.savefig(save_path, bbox_inches="tight")
+        plt.close(fig)
+    return fig
diff --git a/examples/offline/run_baseline.py b/examples/offline/run_baseline.py
new file mode 100644
index 0000000000000000000000000000000000000000..8de7837324fc4ae3e8514ff2becd17f5ea5aceed
--- /dev/null
+++ b/examples/offline/run_baseline.py
@@ -0,0 +1,226 @@
+"""Baseline simulation using the openg2g library.
+
+Components: OfflineDatacenter + OpenDSSGrid + TapScheduleController + Coordinator.
+
+Two modes correspond to two baselines in the G2G paper:
+  no-tap       "No control, no tap": tap positions are fixed throughout.
+  tap-change   "Tap change only": regulator taps change at t=1500s and t=3300s.
+
+Usage:
+    python examples/offline/run_baseline.py --config examples/offline/config.json
+    python examples/offline/run_baseline.py --config examples/offline/config.json --mode tap-change
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import logging
+from fractions import Fraction
+from pathlib import Path
+
+import numpy as np
+from pydantic import BaseModel
+
+from openg2g.controller.tap_schedule import TapScheduleController
+from openg2g.coordinator import Coordinator
+from openg2g.datacenter.config import (
+    DatacenterConfig,
+    InferenceModelSpec,
+    InferenceRamp,
+    PowerAugmentationConfig,
+    TrainingRun,
+)
+from openg2g.datacenter.offline import OfflineDatacenter, OfflineWorkload
+from openg2g.datacenter.workloads.inference import InferenceData, MLEnergySource
+from openg2g.datacenter.workloads.training import TrainingTrace, TrainingTraceParams
+from openg2g.grid.config import TapPosition, TapSchedule
+from openg2g.grid.opendss import OpenDSSGrid
+from openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+from plotting import (
+    extract_per_model_timeseries,
+    plot_allbus_voltages_per_phase,
+    plot_power_3ph,
+    plot_power_and_itl_2panel,
+)
+
+logger = logging.getLogger("run_baseline")
+
+# fmt: off
+TAP_STEP = 0.00625
+INITIAL_TAPS = TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP)
+TAP_CHANGE_SCHEDULE = (
+    TapPosition(a=1.0 + 16 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 17 * TAP_STEP).at(t=25 * 60)
+    | TapPosition(a=1.0 + 10 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 10 * TAP_STEP).at(t=55 * 60)
+)
+# fmt: on
+
+V_MIN = 0.95
+V_MAX = 1.05
+DC_BUS = "671"
+DT_DC = Fraction(1, 10)
+DT_CTRL = Fraction(1)
+T_TOTAL_S = 3600
+
+
+class OfflineConfig(BaseModel):
+    models: list[InferenceModelSpec]
+    data_sources: list[MLEnergySource]
+    training_trace_params: TrainingTraceParams = TrainingTraceParams()
+    data_dir: Path | None = None
+    ieee_case_dir: Path
+    mlenergy_data_dir: Path | None = None
+
+    @property
+    def data_hash(self) -> str:
+        blob = json.dumps(
+            (
+                sorted([s.model_dump(mode="json") for s in self.data_sources], key=lambda s: s["model_label"]),
+                self.training_trace_params.model_dump(mode="json"),
+            ),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+
+def main(*, config_path: Path, mode: str = "no-tap") -> None:
+    config = OfflineConfig.model_validate_json(config_path.read_bytes())
+
+    models = tuple(config.models)
+    data_sources = {s.model_label: s for s in config.data_sources}
+    data_dir = config.data_dir or Path("data/offline") / config.data_hash
+
+    save_dir = (Path("outputs") / f"baseline_{mode}").resolve()
+    save_dir.mkdir(parents=True, exist_ok=True)
+
+    file_handler = logging.FileHandler(save_dir / "console_output.txt", mode="w")
+    file_handler.setFormatter(logging.Formatter("%(asctime)s %(name)s %(levelname)s %(message)s", datefmt="%H:%M:%S"))
+    logging.getLogger().addHandler(file_handler)
+
+    inference_data = InferenceData.ensure(
+        data_dir,
+        models,
+        data_sources,
+        mlenergy_data_dir=config.mlenergy_data_dir,
+        plot=False,
+        dt_s=float(DT_DC),
+    )
+    training_trace = TrainingTrace.ensure(data_dir / "training_trace.csv", config.training_trace_params)
+
+    dc_config = DatacenterConfig(gpus_per_server=8, base_kw_per_phase=500.0)
+    workload = OfflineWorkload(
+        inference_data=inference_data,
+        training=TrainingRun(n_gpus=300 * 8, trace=training_trace, target_peak_W_per_gpu=400.0).at(
+            t_start=1000.0, t_end=2000.0
+        ),
+        inference_ramps=InferenceRamp(target=0.2).at(t_start=2500.0, t_end=3000.0),
+    )
+
+    logger.info("Initializing OfflineDatacenter...")
+    dc = OfflineDatacenter(
+        dc_config,
+        workload,
+        dt_s=DT_DC,
+        seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(0.98, 1.02),
+            noise_fraction=0.005,
+        ),
+    )
+
+    logger.info("Initializing OpenDSSGrid...")
+    grid = OpenDSSGrid(
+        dss_case_dir=config.ieee_case_dir,
+        dss_master_file="IEEE13Nodeckt.dss",
+        dc_bus=DC_BUS,
+        dc_bus_kv=4.16,
+        power_factor=dc_config.power_factor,
+        dt_s=Fraction(1, 10),
+        connection_type="wye",
+        initial_tap_position=INITIAL_TAPS,
+    )
+
+    tap_ctrl_schedule = TAP_CHANGE_SCHEDULE if mode == "tap-change" else TapSchedule(())
+    ctrl = TapScheduleController(schedule=tap_ctrl_schedule, dt_s=DT_CTRL)
+
+    logger.info("Running simulation (mode=%s)...", mode)
+    coord = Coordinator(
+        datacenter=dc,
+        grid=grid,
+        controllers=[ctrl],
+        total_duration_s=T_TOTAL_S,
+        dc_bus=DC_BUS,
+    )
+    log = coord.run()
+
+    stats = compute_allbus_voltage_stats(log.grid_states, v_min=V_MIN, v_max=V_MAX)
+    logger.info("=== Voltage Statistics (all-bus) ===")
+    logger.info("  voltage_violation_time = %.1f s", stats.violation_time_s)
+    logger.info("  worst_vmin             = %.6f", stats.worst_vmin)
+    logger.info("  worst_vmax             = %.6f", stats.worst_vmax)
+    logger.info("  integral_violation     = %.4f pu·s", stats.integral_violation_pu_s)
+
+    time_s = np.array(log.time_s)
+    dc_time_s = np.array([s.time_s for s in log.dc_states])
+    kW_A = np.array([s.power_w.a / 1e3 for s in log.dc_states])
+    kW_B = np.array([s.power_w.b / 1e3 for s in log.dc_states])
+    kW_C = np.array([s.power_w.c / 1e3 for s in log.dc_states])
+
+    per_model = extract_per_model_timeseries(log.dc_states)
+
+    plot_power_and_itl_2panel(
+        dc_time_s,
+        kW_A,
+        kW_B,
+        kW_C,
+        avg_itl_by_model=per_model.itl_s,
+        itl_time_s=per_model.time_s,
+        save_path=save_dir / "power_latency_subfigs.png",
+    )
+
+    plot_allbus_voltages_per_phase(
+        log.grid_states,
+        time_s,
+        save_dir=save_dir,
+        v_min=V_MIN,
+        v_max=V_MAX,
+        title_template="Voltage trajectories without GPU flexibility (Phase {label})",
+    )
+
+    plot_power_3ph(
+        dc_time_s,
+        kW_A,
+        kW_B,
+        kW_C,
+        save_path=save_dir / "dc_power_3ph.png",
+        title="DC Power by Phase",
+    )
+
+    logger.info("Outputs saved to: %s", save_dir)
+
+
+if __name__ == "__main__":
+    from dataclasses import dataclass
+
+    import tyro
+
+    @dataclass
+    class Args:
+        config: str
+        """Path to the offline config JSON file."""
+        mode: str = "no-tap"
+        """Baseline variant: 'no-tap' (fixed taps) or 'tap-change' (scheduled tap changes)."""
+        log_level: str = "INFO"
+        """Logging verbosity (DEBUG, INFO, WARNING)."""
+
+    args = tyro.cli(Args)
+
+    logging.basicConfig(
+        level=getattr(logging, args.log_level),
+        format="%(levelname)s %(asctime)s [%(name)s:%(lineno)d] %(message)s",
+        datefmt="%H:%M:%S",
+    )
+    logging.getLogger("httpx").setLevel(logging.WARNING)
+
+    main(config_path=Path(args.config), mode=args.mode)
diff --git a/examples/offline/run_ofo.py b/examples/offline/run_ofo.py
new file mode 100644
index 0000000000000000000000000000000000000000..cb55e00b0db6a76cb0c6249aecf78b0798fab563
--- /dev/null
+++ b/examples/offline/run_ofo.py
@@ -0,0 +1,276 @@
+"""OFO closed-loop simulation using the openg2g library.
+
+Components: OfflineDatacenter + OpenDSSGrid + OFOBatchController + Coordinator.
+
+Usage:
+    python examples/offline/run_ofo.py --config examples/offline/config.json
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import logging
+from fractions import Fraction
+from pathlib import Path
+
+import numpy as np
+from pydantic import BaseModel
+
+from openg2g.controller.ofo import (
+    LogisticModelStore,
+    OFOBatchSizeController,
+    OFOConfig,
+)
+from openg2g.coordinator import Coordinator
+from openg2g.datacenter.config import (
+    DatacenterConfig,
+    InferenceModelSpec,
+    InferenceRamp,
+    PowerAugmentationConfig,
+    TrainingRun,
+)
+from openg2g.datacenter.offline import OfflineDatacenter, OfflineWorkload
+from openg2g.datacenter.workloads.inference import InferenceData, MLEnergySource
+from openg2g.datacenter.workloads.training import TrainingTrace, TrainingTraceParams
+from openg2g.grid.config import TapPosition
+from openg2g.grid.opendss import OpenDSSGrid
+from openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+from plotting import (
+    extract_per_model_timeseries,
+    plot_allbus_voltages_per_phase,
+    plot_batch_schedule,
+    plot_latency_samples,
+    plot_model_timeseries_4panel,
+    plot_per_model_power,
+    plot_power_3ph,
+    plot_voltage_dc_bus,
+)
+
+logger = logging.getLogger("run_ofo")
+
+TAP_STEP = 0.00625
+INITIAL_TAPS = TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP)
+
+V_MIN = 0.95
+V_MAX = 1.05
+DC_BUS = "671"
+DT_DC = Fraction(1, 10)
+DT_CTRL = Fraction(1)
+T_TOTAL_S = 3600
+
+
+class OfflineConfig(BaseModel):
+    models: list[InferenceModelSpec]
+    data_sources: list[MLEnergySource]
+    training_trace_params: TrainingTraceParams = TrainingTraceParams()
+    data_dir: Path | None = None
+    ieee_case_dir: Path
+    mlenergy_data_dir: Path | None = None
+
+    @property
+    def data_hash(self) -> str:
+        blob = json.dumps(
+            (
+                sorted([s.model_dump(mode="json") for s in self.data_sources], key=lambda s: s["model_label"]),
+                self.training_trace_params.model_dump(mode="json"),
+            ),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+
+def main(*, config_path: Path) -> None:
+    config = OfflineConfig.model_validate_json(config_path.read_bytes())
+
+    models = tuple(config.models)
+    data_sources = {s.model_label: s for s in config.data_sources}
+    data_dir = config.data_dir or Path("data/offline") / config.data_hash
+
+    save_dir = (Path("outputs") / "ofo").resolve()
+    save_dir.mkdir(parents=True, exist_ok=True)
+
+    file_handler = logging.FileHandler(save_dir / "console_output.txt", mode="w")
+    file_handler.setFormatter(logging.Formatter("%(asctime)s %(name)s %(levelname)s %(message)s", datefmt="%H:%M:%S"))
+    logging.getLogger().addHandler(file_handler)
+
+    inference_data = InferenceData.ensure(
+        data_dir,
+        models,
+        data_sources,
+        mlenergy_data_dir=config.mlenergy_data_dir,
+        plot=False,
+        dt_s=float(DT_DC),
+    )
+    training_trace = TrainingTrace.ensure(data_dir / "training_trace.csv", config.training_trace_params)
+    logistic_models = LogisticModelStore.ensure(
+        data_dir / "logistic_fits.csv",
+        models,
+        data_sources,
+        mlenergy_data_dir=config.mlenergy_data_dir,
+        plot=False,
+    )
+
+    dc_config = DatacenterConfig(gpus_per_server=8, base_kw_per_phase=500.0)
+    workload = OfflineWorkload(
+        inference_data=inference_data,
+        training=TrainingRun(n_gpus=300 * 8, trace=training_trace, target_peak_W_per_gpu=400.0).at(
+            t_start=1000.0, t_end=2000.0
+        ),
+        inference_ramps=InferenceRamp(target=0.2).at(t_start=2500.0, t_end=3000.0),
+    )
+
+    logger.info("Initializing OfflineDatacenter...")
+    dc = OfflineDatacenter(
+        dc_config,
+        workload,
+        dt_s=DT_DC,
+        seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(0.98, 1.02),
+            noise_fraction=0.005,
+        ),
+    )
+
+    logger.info("Initializing OpenDSSGrid...")
+    grid = OpenDSSGrid(
+        dss_case_dir=config.ieee_case_dir,
+        dss_master_file="IEEE13Nodeckt.dss",
+        dc_bus=DC_BUS,
+        dc_bus_kv=4.16,
+        power_factor=dc_config.power_factor,
+        dt_s=Fraction(1, 10),
+        connection_type="wye",
+        initial_tap_position=INITIAL_TAPS,
+    )
+
+    ofo_ctrl = OFOBatchSizeController(
+        models,
+        models=logistic_models,
+        config=OFOConfig(
+            primal_step_size=0.1,
+            w_throughput=1e-3,
+            w_switch=1.0,
+            voltage_gradient_scale=1e6,
+            v_min=V_MIN,
+            v_max=V_MAX,
+            voltage_dual_step_size=1.0,
+            latency_dual_step_size=1.0,
+            sensitivity_update_interval=3600,
+            sensitivity_perturbation_kw=100.0,
+        ),
+        dt_s=DT_CTRL,
+    )
+
+    logger.info("Running simulation...")
+    coord = Coordinator(
+        datacenter=dc,
+        grid=grid,
+        controllers=[ofo_ctrl],
+        total_duration_s=T_TOTAL_S,
+        dc_bus=DC_BUS,
+    )
+    log = coord.run()
+
+    stats = compute_allbus_voltage_stats(log.grid_states, v_min=V_MIN, v_max=V_MAX)
+    logger.info("=== Voltage Statistics (all-bus) ===")
+    logger.info("  voltage_violation_time = %.1f s", stats.violation_time_s)
+    logger.info("  worst_vmin             = %.6f", stats.worst_vmin)
+    logger.info("  worst_vmax             = %.6f", stats.worst_vmax)
+    logger.info("  integral_violation     = %.5f pu·s", stats.integral_violation_pu_s)
+
+    time_s = np.array(log.time_s)
+    dc_time_s = np.array([s.time_s for s in log.dc_states])
+    kW_A = np.array([s.power_w.a / 1e3 for s in log.dc_states])
+    kW_B = np.array([s.power_w.b / 1e3 for s in log.dc_states])
+    kW_C = np.array([s.power_w.c / 1e3 for s in log.dc_states])
+
+    per_model = extract_per_model_timeseries(log.dc_states)
+
+    logger.info("=== Batch Schedule Summary ===")
+    for label, batches in per_model.batch_size.items():
+        if batches.size:
+            avg = float(np.mean(batches))
+            changes = int(np.sum(np.diff(batches) != 0))
+            logger.info("  %s: avg_batch=%.1f, changes=%d", label, avg, changes)
+
+    plot_model_timeseries_4panel(
+        per_model.time_s,
+        per_model,
+        model_labels=[m.model_label for m in models],
+        save_path=save_dir / "model_timeseries_4panel.png",
+    )
+
+    plot_allbus_voltages_per_phase(
+        log.grid_states,
+        time_s,
+        save_dir=save_dir,
+        v_min=V_MIN,
+        v_max=V_MAX,
+        title_template="Voltage trajectories with GPU flexibility (Phase {label})",
+    )
+
+    plot_power_3ph(
+        dc_time_s,
+        kW_A,
+        kW_B,
+        kW_C,
+        save_path=save_dir / "dc_power_3ph.png",
+        title="DC Power by Phase (OFO)",
+    )
+
+    if per_model.batch_size:
+        plot_batch_schedule(
+            per_model,
+            save_path=save_dir / "batch_schedule.png",
+            title="Batch Size Schedule (OFO)",
+        )
+
+    plot_voltage_dc_bus(
+        time_s,
+        np.array(log.voltage_a_pu),
+        np.array(log.voltage_b_pu),
+        np.array(log.voltage_c_pu),
+        v_min=V_MIN,
+        v_max=V_MAX,
+        save_path=save_dir / "voltage_dc_bus.png",
+    )
+
+    plot_latency_samples(
+        per_model,
+        itl_deadlines={m.model_label: m.itl_deadline_s for m in models},
+        save_path=save_dir / "latency_samples.png",
+    )
+
+    if per_model.power_w:
+        plot_per_model_power(
+            per_model,
+            save_path=save_dir / "per_model_power.png",
+        )
+
+    logger.info("Outputs saved to: %s", save_dir)
+
+
+if __name__ == "__main__":
+    from dataclasses import dataclass
+
+    import tyro
+
+    @dataclass
+    class Args:
+        config: str
+        """Path to the offline config JSON file."""
+        log_level: str = "INFO"
+        """Logging verbosity (DEBUG, INFO, WARNING)."""
+
+    args = tyro.cli(Args)
+
+    logging.basicConfig(
+        level=getattr(logging, args.log_level),
+        format="%(levelname)s %(asctime)s [%(name)s:%(lineno)d] %(message)s",
+        datefmt="%H:%M:%S",
+    )
+    logging.getLogger("httpx").setLevel(logging.WARNING)
+
+    main(config_path=Path(args.config))
diff --git a/examples/online/config.json b/examples/online/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..fb31069c20cf1a49882260cd23fdafeae8553a7a
--- /dev/null
+++ b/examples/online/config.json
@@ -0,0 +1,50 @@
+{
+  "deployments": [
+    {
+      "spec": {
+        "model_label": "Llama-3.1-8B",
+        "model_id": "meta-llama/Llama-3.1-8B-Instruct",
+        "gpus_per_replica": 1,
+        "num_replicas": 720,
+        "initial_batch_size": 128,
+        "itl_deadline_s": 0.08,
+        "feasible_batch_sizes": [1, 2, 3, 4, 5, 6, 7, 8]
+      },
+      "vllm_base_url": "http://node1:8000",
+      "gpu_endpoints": [
+        {"host": "node1", "port": 4938, "gpu_indices": [0, 1, 2, 3]},
+        {"host": "node1", "port": 4938, "gpu_indices": [4, 5, 6, 7]}
+      ]
+    },
+    {
+      "spec": {
+        "model_label": "Llama-3.1-70B",
+        "model_id": "meta-llama/Llama-3.1-70B-Instruct",
+        "gpus_per_replica": 4,
+        "num_replicas": 180,
+        "initial_batch_size": 128,
+        "itl_deadline_s": 0.10,
+        "feasible_batch_sizes": [1, 2, 3, 4, 5, 6, 7, 8]
+      },
+      "vllm_base_url": "http://node2:8000",
+      "gpu_endpoints": [
+        {"host": "node2", "port": 4938, "gpu_indices": [0, 1, 2, 3]},
+        {"host": "node2", "port": 4938, "gpu_indices": [4, 5, 6, 7]}
+      ]
+    }
+  ],
+  "requests": {
+    "dataset": "lm-arena-chat",
+    "num_requests": 1000,
+    "max_completion_tokens": 512,
+    "seed": 0
+  },
+  "requests_dir": null,
+  "ieee_case_dir": "examples/ieee13",
+  "data_dir": null,
+  "data_sources": [
+    {"model_label": "Llama-3.1-8B", "task": "lm-arena-chat", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512, 768, 1024]},
+    {"model_label": "Llama-3.1-70B", "task": "lm-arena-chat", "gpu": "H100", "batch_sizes": [8, 16, 32, 64, 96, 128, 192, 256, 384, 512, 768, 1024, 1536, 2048]}
+  ],
+  "mlenergy_data_dir": null
+}
diff --git a/examples/online/run_baseline.py b/examples/online/run_baseline.py
new file mode 100644
index 0000000000000000000000000000000000000000..8509db7ebbe0045bf9fa5ea1ad06498768e1a1d8
--- /dev/null
+++ b/examples/online/run_baseline.py
@@ -0,0 +1,179 @@
+"""Online baseline (no OFO control) simulation using real GPUs.
+
+Connects to live vLLM servers and zeusd instances for hardware-in-the-loop
+baseline measurement.  Power readings from a small number of real GPUs are
+augmented to datacenter scale using the shared InferencePowerAugmenter pipeline.
+
+Two modes correspond to two baselines:
+  no-tap       Fixed tap positions throughout.
+  tap-change   Regulator taps change at scheduled times.
+
+Edit the deployment definitions in config.json to match your cluster.
+
+Usage:
+    python examples/online/run_baseline.py --config examples/online/config.json
+    python examples/online/run_baseline.py --config examples/online/config.json --mode tap-change
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import logging
+from fractions import Fraction
+from pathlib import Path
+
+from pydantic import BaseModel
+
+from openg2g.controller.tap_schedule import TapScheduleController
+from openg2g.coordinator import Coordinator
+from openg2g.datacenter.config import DatacenterConfig, PowerAugmentationConfig
+from openg2g.datacenter.online import (
+    LiveServerConfig,
+    OnlineDatacenter,
+    VLLMDeployment,
+)
+from openg2g.datacenter.workloads.inference import MLEnergySource, RequestsConfig, RequestStore
+from openg2g.grid.config import TapPosition, TapSchedule
+from openg2g.grid.opendss import OpenDSSGrid
+from openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+logger = logging.getLogger("run_baseline")
+
+# fmt: off
+TAP_STEP = 0.00625
+INITIAL_TAPS = TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP)
+TAP_CHANGE_SCHEDULE = (
+    TapPosition(a=1.0 + 16 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 17 * TAP_STEP).at(t=25 * 60)
+    | TapPosition(a=1.0 + 10 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 10 * TAP_STEP).at(t=55 * 60)
+)
+# fmt: on
+
+V_MIN = 0.95
+V_MAX = 1.05
+DC_BUS = "671"
+GPUS_PER_SERVER = 8
+DT_DC = Fraction(1, 10)
+DT_CTRL = Fraction(1)
+T_TOTAL_S = 3600
+
+
+class OnlineConfig(BaseModel):
+    deployments: list[VLLMDeployment]
+    requests: RequestsConfig = RequestsConfig()
+    requests_dir: Path | None = None
+    ieee_case_dir: Path
+    data_dir: Path | None = None
+    data_sources: list[MLEnergySource] = []
+    mlenergy_data_dir: Path | None = None
+
+    @property
+    def requests_hash(self) -> str:
+        blob = json.dumps(
+            (self.requests.model_dump(mode="json"), sorted(d.spec.model_label for d in self.deployments)),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+    @property
+    def data_hash(self) -> str:
+        blob = json.dumps(
+            (sorted([s.model_dump(mode="json") for s in self.data_sources], key=lambda s: s["model_label"]),),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+
+def main(*, config_path: Path, mode: str = "no-tap") -> None:
+    config = OnlineConfig.model_validate_json(config_path.read_bytes())
+
+    requests_dir = config.requests_dir or Path("data/online") / config.requests_hash
+
+    save_dir = (Path("outputs") / f"online_baseline_{mode}").resolve()
+    save_dir.mkdir(parents=True, exist_ok=True)
+
+    file_handler = logging.FileHandler(save_dir / "console_output.txt", mode="w")
+    file_handler.setFormatter(logging.Formatter("%(asctime)s %(name)s %(levelname)s %(message)s", datefmt="%H:%M:%S"))
+    logging.getLogger().addHandler(file_handler)
+
+    RequestStore.ensure(requests_dir, [d.spec for d in config.deployments], config.requests)
+
+    tap_ctrl_schedule = TAP_CHANGE_SCHEDULE if mode == "tap-change" else TapSchedule(())
+
+    logger.info("Initializing OnlineDatacenter...")
+    dc_config = DatacenterConfig(gpus_per_server=GPUS_PER_SERVER, base_kw_per_phase=500.0)
+    dc = OnlineDatacenter(
+        dc_config,
+        config.deployments,
+        dt_s=DT_DC,
+        seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(0.9, 1.1),
+            noise_fraction=0.02,
+        ),
+        live_server=LiveServerConfig(
+            requests_dir=requests_dir,
+            max_output_tokens=config.requests.max_completion_tokens,
+            itl_window_s=1.0,
+        ),
+    )
+
+    logger.info("Initializing OpenDSSGrid...")
+    grid = OpenDSSGrid(
+        dss_case_dir=config.ieee_case_dir,
+        dss_master_file="IEEE13Nodeckt.dss",
+        dc_bus=DC_BUS,
+        dc_bus_kv=4.16,
+        power_factor=dc_config.power_factor,
+        dt_s=Fraction(1, 10),
+        connection_type="wye",
+        initial_tap_position=INITIAL_TAPS,
+    )
+
+    tap_ctrl = TapScheduleController(schedule=tap_ctrl_schedule, dt_s=DT_CTRL)
+
+    logger.info("Running online baseline simulation (mode=%s) for %d seconds...", mode, T_TOTAL_S)
+    coord = Coordinator(
+        datacenter=dc,
+        grid=grid,
+        controllers=[tap_ctrl],
+        total_duration_s=T_TOTAL_S,
+        dc_bus=DC_BUS,
+        live=True,
+    )
+    log = coord.run()
+
+    stats = compute_allbus_voltage_stats(log.grid_states, v_min=V_MIN, v_max=V_MAX)
+    logger.info("=== Voltage Statistics (all-bus) ===")
+    logger.info("  voltage_violation_time = %.1f s", stats.violation_time_s)
+    logger.info("  worst_vmin             = %.6f", stats.worst_vmin)
+    logger.info("  worst_vmax             = %.6f", stats.worst_vmax)
+    logger.info("  integral_violation     = %.4f pu·s", stats.integral_violation_pu_s)
+
+    logger.info("Outputs saved to: %s", save_dir)
+
+
+if __name__ == "__main__":
+    from dataclasses import dataclass
+
+    import tyro
+
+    @dataclass
+    class Args:
+        config: str
+        """Path to the online config JSON file."""
+        mode: str = "no-tap"
+        """Baseline variant: 'no-tap' (fixed taps) or 'tap-change' (scheduled tap changes)."""
+        log_level: str = "INFO"
+        """Logging verbosity (DEBUG, INFO, WARNING)."""
+
+    args = tyro.cli(Args)
+
+    logging.basicConfig(
+        level=getattr(logging, args.log_level),
+        format="%(levelname)s %(asctime)s [%(name)s:%(lineno)d] %(message)s",
+        datefmt="%H:%M:%S",
+    )
+    logging.getLogger("httpx").setLevel(logging.WARNING)
+
+    main(config_path=Path(args.config), mode=args.mode)
diff --git a/examples/online/run_ofo.py b/examples/online/run_ofo.py
new file mode 100644
index 0000000000000000000000000000000000000000..1a7eaf837c7c72300d4bae6eac37f5e5825c62ce
--- /dev/null
+++ b/examples/online/run_ofo.py
@@ -0,0 +1,206 @@
+"""Online OFO closed-loop simulation using real GPUs.
+
+Connects to live vLLM servers and zeusd instances for hardware-in-the-loop
+OFO control.  Power readings from a small number of real GPUs are augmented
+to datacenter scale using the shared InferencePowerAugmenter pipeline.
+
+Edit the deployment definitions in config.json to match your cluster.
+
+Usage:
+    python examples/online/run_ofo.py --config examples/online/config.json
+"""
+
+from __future__ import annotations
+
+import hashlib
+import json
+import logging
+from fractions import Fraction
+from pathlib import Path
+
+import numpy as np
+from pydantic import BaseModel
+
+from openg2g.controller.ofo import (
+    LogisticModelStore,
+    OFOBatchSizeController,
+    OFOConfig,
+)
+from openg2g.coordinator import Coordinator
+from openg2g.datacenter.config import DatacenterConfig, PowerAugmentationConfig
+from openg2g.datacenter.online import (
+    LiveServerConfig,
+    OnlineDatacenter,
+    VLLMDeployment,
+)
+from openg2g.datacenter.workloads.inference import MLEnergySource, RequestsConfig, RequestStore
+from openg2g.grid.config import TapPosition
+from openg2g.grid.opendss import OpenDSSGrid
+from openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+logger = logging.getLogger("run_ofo")
+
+TAP_STEP = 0.00625
+INITIAL_TAPS = TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP)
+
+V_MIN = 0.95
+V_MAX = 1.05
+DC_BUS = "671"
+GPUS_PER_SERVER = 8
+DT_DC = Fraction(1, 10)
+DT_CTRL = Fraction(1)
+T_TOTAL_S = 3600
+
+
+class OnlineConfig(BaseModel):
+    deployments: list[VLLMDeployment]
+    requests: RequestsConfig = RequestsConfig()
+    requests_dir: Path | None = None
+    ieee_case_dir: Path
+    data_dir: Path | None = None
+    data_sources: list[MLEnergySource] = []
+    mlenergy_data_dir: Path | None = None
+
+    @property
+    def requests_hash(self) -> str:
+        blob = json.dumps(
+            (self.requests.model_dump(mode="json"), sorted(d.spec.model_label for d in self.deployments)),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+    @property
+    def data_hash(self) -> str:
+        blob = json.dumps(
+            (sorted([s.model_dump(mode="json") for s in self.data_sources], key=lambda s: s["model_label"]),),
+            sort_keys=True,
+        ).encode()
+        return hashlib.sha256(blob).hexdigest()[:16]
+
+
+def main(*, config_path: Path) -> None:
+    config = OnlineConfig.model_validate_json(config_path.read_bytes())
+
+    models = tuple(d.spec for d in config.deployments)
+    requests_dir = config.requests_dir or Path("data/online") / config.requests_hash
+
+    save_dir = (Path("outputs") / "online_ofo").resolve()
+    save_dir.mkdir(parents=True, exist_ok=True)
+
+    file_handler = logging.FileHandler(save_dir / "console_output.txt", mode="w")
+    file_handler.setFormatter(logging.Formatter("%(asctime)s %(name)s %(levelname)s %(message)s", datefmt="%H:%M:%S"))
+    logging.getLogger().addHandler(file_handler)
+
+    RequestStore.ensure(requests_dir, [d.spec for d in config.deployments], config.requests)
+
+    data_sources = {s.model_label: s for s in config.data_sources} if config.data_sources else None
+    data_dir = config.data_dir or Path("data/offline") / config.data_hash
+    logistic_models = LogisticModelStore.ensure(
+        data_dir / "logistic_fits.csv",
+        models,
+        data_sources,
+        mlenergy_data_dir=config.mlenergy_data_dir,
+        plot=False,
+    )
+
+    logger.info("Initializing OnlineDatacenter...")
+    dc_config = DatacenterConfig(gpus_per_server=GPUS_PER_SERVER, base_kw_per_phase=500.0)
+    dc = OnlineDatacenter(
+        dc_config,
+        config.deployments,
+        dt_s=DT_DC,
+        seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(0.9, 1.1),
+            noise_fraction=0.02,
+        ),
+        live_server=LiveServerConfig(
+            requests_dir=requests_dir,
+            max_output_tokens=config.requests.max_completion_tokens,
+            itl_window_s=1.0,
+        ),
+    )
+
+    logger.info("Initializing OpenDSSGrid...")
+    grid = OpenDSSGrid(
+        dss_case_dir=config.ieee_case_dir,
+        dss_master_file="IEEE13Nodeckt.dss",
+        dc_bus=DC_BUS,
+        dc_bus_kv=4.16,
+        power_factor=dc_config.power_factor,
+        dt_s=Fraction(1, 10),
+        connection_type="wye",
+        initial_tap_position=INITIAL_TAPS,
+    )
+
+    ofo_ctrl = OFOBatchSizeController(
+        models,
+        models=logistic_models,
+        config=OFOConfig(
+            primal_step_size=0.1,
+            w_throughput=1e-3,
+            w_switch=1.0,
+            voltage_gradient_scale=1e6,
+            v_min=V_MIN,
+            v_max=V_MAX,
+            voltage_dual_step_size=1.0,
+            latency_dual_step_size=1.0,
+            sensitivity_update_interval=3600,
+            sensitivity_perturbation_kw=100.0,
+        ),
+        dt_s=DT_CTRL,
+    )
+
+    logger.info("Running online simulation for %d seconds...", T_TOTAL_S)
+    coord = Coordinator(
+        datacenter=dc,
+        grid=grid,
+        controllers=[ofo_ctrl],
+        total_duration_s=T_TOTAL_S,
+        dc_bus=DC_BUS,
+        live=True,
+    )
+    log = coord.run()
+
+    stats = compute_allbus_voltage_stats(log.grid_states, v_min=V_MIN, v_max=V_MAX)
+    logger.info("=== Voltage Statistics (all-bus) ===")
+    logger.info("  voltage_violation_time = %.1f s", stats.violation_time_s)
+    logger.info("  worst_vmin             = %.6f", stats.worst_vmin)
+    logger.info("  worst_vmax             = %.6f", stats.worst_vmax)
+    logger.info("  integral_violation     = %.5f pu·s", stats.integral_violation_pu_s)
+
+    logger.info("=== Batch Schedule Summary ===")
+    if log.dc_states:
+        model_labels = sorted(log.dc_states[0].batch_size_by_model.keys())
+        for label in model_labels:
+            batches = np.array([s.batch_size_by_model.get(label, 0) for s in log.dc_states])
+            if batches.size:
+                avg = float(np.mean(batches))
+                changes = int(np.sum(np.diff(batches) != 0))
+                logger.info("  %s: avg_batch=%.1f, changes=%d", label, avg, changes)
+
+    logger.info("Outputs saved to: %s", save_dir)
+
+
+if __name__ == "__main__":
+    from dataclasses import dataclass
+
+    import tyro
+
+    @dataclass
+    class Args:
+        config: str
+        """Path to the online config JSON file."""
+        log_level: str = "INFO"
+        """Logging verbosity (DEBUG, INFO, WARNING)."""
+
+    args = tyro.cli(Args)
+
+    logging.basicConfig(
+        level=getattr(logging, args.log_level),
+        format="%(levelname)s %(asctime)s [%(name)s:%(lineno)d] %(message)s",
+        datefmt="%H:%M:%S",
+    )
+    logging.getLogger("httpx").setLevel(logging.WARNING)
+
+    main(config_path=Path(args.config))
diff --git a/generate_heatmap.py b/generate_heatmap.py
new file mode 100644
index 0000000000000000000000000000000000000000..cb7c832383e78230962a9eea151bdb97b12a3e3d
--- /dev/null
+++ b/generate_heatmap.py
@@ -0,0 +1,213 @@
+"""
+generate_heatmap.py
+Generates a voltage heatmap for the IEEE 13-bus system with topology overlay.
+Called by Julia: python3 generate_heatmap.py <output_path> <v1> <v2> ... <v13>
+"""
+
+import sys
+import numpy as np
+import matplotlib
+matplotlib.use('Agg')
+import matplotlib.pyplot as plt
+import matplotlib.image as mpimg
+import matplotlib.patches as mpatches
+from matplotlib.lines import Line2D
+from scipy.interpolate import griddata
+
+
+BUS_NAMES = {
+    1:'650', 2:'632', 3:'633', 4:'645', 5:'646', 6:'671',
+    7:'684', 8:'611', 9:'634', 10:'675', 11:'652', 12:'680', 13:'692',
+}
+
+BUS_COORDS = {
+    1:  (500, 650),  
+    2:  (500, 480),   
+    3:  (680, 480),   
+    9:  (860, 480),
+    4:  (320, 480), 
+    5:  (140, 480),  
+    6:  (500, 280),   
+    13: (680, 280),   
+    10: (860, 280), 
+    7:  (320, 280),   
+    8:  (140, 280), 
+    11: (320, 120),   
+    12: (500, 120),  
+}
+
+
+LINES = [
+    (1,  2,  '650-632'),
+    (2,  4,  '632-645'),
+    (4,  5,  '645-646'),
+    (2,  3,  '632-633'),
+    (3,  9,  '633-634'),
+    (2,  6,  '632-671'),
+    (6,  13, '671-692'),
+    (13, 10, '692-675'),
+    (6,  7,  '671-684'),
+    (7,  8,  '684-611'),
+    (7,  11, '684-652'),
+    (6,  12, '671-680'),
+]
+
+TRANSFORMER_LINES = set()
+
+
+def generate_heatmap(voltages, output_path, vmin=0.92, vmax=1.06, map_image="13busmap.png", dc_bus_idx=None):
+
+    xs = np.array([BUS_COORDS[i][0] for i in range(1, 14)])
+    ys = np.array([BUS_COORDS[i][1] for i in range(1, 14)])
+    zs = np.array(voltages)
+
+    xmin_d, xmax_d = -10, 1005
+    ymin_d, ymax_d = -10, 705
+
+    x = np.append(xs, [xmin_d, xmin_d, xmax_d, xmax_d])
+    y = np.append(ys, [ymin_d, ymax_d, ymin_d, ymax_d])
+    z = np.append(zs, [np.mean(zs)] * 4)
+
+    xi = np.linspace(xmin_d, xmax_d, 1000)
+    yi = np.linspace(ymin_d, ymax_d, 1000)
+    zi = griddata((x, y), z, (xi[None, :], yi[:, None]), method='cubic')
+
+    fig, ax = plt.subplots(figsize=(12, 8), frameon=False)
+    ax.set_xlim(xmin_d, xmax_d)
+    ax.set_ylim(ymin_d, ymax_d)
+    ax.set_aspect('equal')
+    ax.set_axis_off()
+
+    # heatmap
+    im2 = ax.contourf(xi, yi, zi, levels=20,
+                      vmin=vmin, vmax=vmax,
+                      cmap='RdYlGn', alpha=0.75, zorder=1)
+    ax.contour(xi, yi, zi, levels=10,
+               vmin=vmin, vmax=vmax,
+               cmap='RdYlGn', alpha=0.3,
+               linewidths=0.5, zorder=2)
+
+   
+    try:
+        img = mpimg.imread(map_image)
+        ax.imshow(img[::-1], origin='lower', alpha=0.12, zorder=3,
+                  extent=[0, 1005, 0, 705])
+    except FileNotFoundError:
+        pass
+
+    for (bus_a, bus_b, label) in LINES:
+        x1, y1 = BUS_COORDS[bus_a]
+        x2, y2 = BUS_COORDS[bus_b]
+        is_xfmr = label in TRANSFORMER_LINES
+        ls = '--' if is_xfmr else '-'
+
+        ax.plot([x1, x2], [y1, y2],
+                color='white', linewidth=7,
+                solid_capstyle='round', zorder=4)
+
+        ax.plot([x1, x2], [y1, y2],
+                color='#1e293b', linewidth=3,
+                linestyle=ls, solid_capstyle='round', zorder=5)
+
+        mx, my = (x1 + x2) / 2, (y1 + y2) / 2
+        ax.text(mx, my, label, fontsize=5.5, color='#334155',
+                ha='center', va='center', zorder=6,
+                bbox=dict(fc='white', alpha=0.8, ec='#cbd5e1', pad=1.5))
+
+    # bus nodes on map
+    for bus_id, (bx, by) in BUS_COORDS.items():
+        v = voltages[bus_id - 1]
+
+        # violation outliens
+        if v < 0.95:
+            ax.scatter(bx, by, s=500, color='#ef4444', alpha=0.35, zorder=7)
+        elif v > 1.05:
+            ax.scatter(bx, by, s=500, color='#f59e0b', alpha=0.35, zorder=7)
+
+        #fill color
+        t = np.clip((v - vmin) / (vmax - vmin), 0, 1)
+        bus_color = plt.cm.RdYlGn(t)
+
+        marker = 's' if bus_id == 1 else 'o'
+        ax.scatter(bx, by, s=200, color=bus_color,
+                   marker=marker, edgecolors='#1e293b',
+                   linewidths=2, zorder=8)
+
+        v_color = '#dc2626' if v < 0.95 else '#d97706' if v > 1.05 else '#166534'
+        ax.text(bx, by + 30, f'Bus {bus_id}',
+                fontsize=7.5, fontweight='bold', color='#1e293b',
+                ha='center', va='bottom', zorder=9,
+                bbox=dict(fc='white', alpha=0.8, ec='none', pad=1.5))
+        ax.text(bx, by - 30, f'{v:.3f} p.u.',
+                fontsize=7.5, fontweight='bold', color=v_color,
+                ha='center', va='top', zorder=9,
+                bbox=dict(fc='white', alpha=0.8, ec='none', pad=1.5))
+
+    #data center marker
+    if dc_bus_idx is not None and dc_bus_idx in BUS_COORDS:
+        dcx, dcy = BUS_COORDS[dc_bus_idx]
+        
+        ax.scatter(dcx, dcy, s=700, color='none',
+                   edgecolors='#0891b2', linewidths=3, zorder=10)
+        ax.scatter(dcx, dcy, s=900, color='none',
+                   edgecolors='#0891b2', linewidths=1, alpha=0.4, zorder=10)
+        ax.annotate(
+            'DATA CENTER',
+            xy=(dcx, dcy), xytext=(dcx, dcy + 65),
+            fontsize=8, fontweight='bold', color='#0891b2',
+            ha='center', va='bottom', zorder=11,
+            bbox=dict(boxstyle='round,pad=0.3', fc='#ecfeff', ec='#0891b2', lw=1.5),
+            arrowprops=dict(arrowstyle='->', color='#0891b2', lw=1.5),
+        )
+
+    cbar = fig.colorbar(im2, ax=ax, shrink=0.6, pad=0.02, aspect=25)
+    cbar.set_label('Voltage (p.u.)', fontsize=10, labelpad=8)
+    cbar.ax.tick_params(labelsize=8)
+    cbar.ax.axhline(y=(0.95 - vmin) / (vmax - vmin),
+                    color='#ef4444', linewidth=1.5, linestyle='--')
+    cbar.ax.axhline(y=(1.05 - vmin) / (vmax - vmin),
+                    color='#f59e0b', linewidth=1.5, linestyle='--')
+
+
+
+    legend_elements = [
+        Line2D([0],[0], marker='o', color='w', markerfacecolor='none',
+               markersize=12, markeredgecolor='#0891b2', markeredgewidth=2.5,
+               label='Data center bus'),
+ 
+        mpatches.Patch(color='#ef4444', alpha=0.5, label='Under-voltage  < 0.95 p.u.'),
+        mpatches.Patch(color='#f59e0b', alpha=0.5, label='Over-voltage   > 1.05 p.u.'),
+        Line2D([0],[0], marker='s', color='w', markerfacecolor='#6b7280',
+               markersize=9, markeredgecolor='#1e293b', label='Substation (Bus 1 = 650)'),
+        Line2D([0],[0], marker='o', color='w', markerfacecolor='#6b7280',
+               markersize=9, markeredgecolor='#1e293b', label='Load bus'),
+
+
+
+        mpatches.Patch(color='none', label=' '),
+        mpatches.Patch(color='none', label='Bus index:'),
+        mpatches.Patch(color='none', label='1=650  2=632  3=633'),
+        mpatches.Patch(color='none', label='4=645  5=646  6=671'),
+        mpatches.Patch(color='none', label='7=684  8=611  9=634'),
+        mpatches.Patch(color='none', label='10=675 11=652 12=680'),
+        
+        mpatches.Patch(color='none', label='13=692'),
+    ]
+    ax.legend(handles=legend_elements, loc='lower right',
+              fontsize=6.5, framealpha=0.92, edgecolor='#cbd5e1',
+              handlelength=1.5, handleheight=1.0)
+
+    plt.tight_layout(pad=0.3)
+    plt.savefig(output_path, format='png', bbox_inches='tight', dpi=150)
+    plt.close()
+    print(f"[ok] saved {output_path}")
+
+
+if __name__ == "__main__":
+    if len(sys.argv) < 15:
+        print("Usage: generate_heatmap.py <output.png> <v1> <v2> ... <v13> [dc_bus_idx]")
+        sys.exit(1)
+    out      = sys.argv[1]
+    volts    = [float(v) for v in sys.argv[2:15]]
+    dc_bus   = int(sys.argv[15]) if len(sys.argv) > 15 else None
+    generate_heatmap(volts, out, dc_bus_idx=dc_bus)
\ No newline at end of file
diff --git a/llm_power_trace.csv b/llm_power_trace.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e57db3a6b14df1987bb46fca192fdac96f8185bf
--- /dev/null
+++ b/llm_power_trace.csv
@@ -0,0 +1,702 @@
+timestamp	relative_time_s	power_total_W	max_num_seqs	num_gpus	folder_name
+1763561240	0.05985927582	4650.867	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561240	0.1599140167	5080.079	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561240	0.2599766254	4492.863	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561240	0.3600354195	4831.03	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.4600942135	4772.586	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.5601499081	4748.437	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.6602091789	4499.552	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.7602698803	5106.042	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.8603270054	4607.631	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	0.9603829384	5119.511	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	1.06044054	5125.778	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	1.160497427	5320.752	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	1.26056385	4730.707	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561241	1.360622644	4876.386	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.460681915	4781.192	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.560741663	4676.941	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.660799742	4820.097	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.760857344	5150.963	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.860914469	5181.408	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	1.960978746	4428.704	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	2.06105113	4359.253	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	2.161112309	4551.202	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561242	2.261174202	4769.863	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.361231565	4752.083	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.461290598	4840.815	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.561351299	4793.555	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.661407948	4720.158	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.761477232	4584.14	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.86153698	4354.883	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	2.961602449	4590.545	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	3.061664343	4969.035	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	3.161722898	4901.602	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561243	3.261782408	4863.313	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.361844063	4842.938	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.461902618	4684.355	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.561962605	4825.039	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.662020683	4514.215	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.762083292	4283.033	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.862156391	4311.127	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	3.962216139	4631.013	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	4.062275171	4592.93	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	4.162337065	4865.79	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561244	4.262403727	4488.076	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.362466335	4822.247	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.462524414	4738.291	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.562587738	4937.003	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.662648201	4494.938	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.762709856	4531.233	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.862771511	4411.581	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	4.962830067	4319.97	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	5.062892914	4389.27	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	5.162951469	4599.307	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561245	5.263008595	4388.798	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.363079309	4534.046	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.463141918	4736.11	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.563203573	4669.138	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.663263559	4738.516	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.763324499	4592.241	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.863387346	4722.362	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	5.963447332	5244.453	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	6.063512325	4620.605	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	6.163572788	4450.35	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561246	6.263632059	4816.515	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.363691092	4733.614	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.463749886	4537.13	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.563807249	4335.907	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.663864613	4352.829	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.76392293	4567.072	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.863983631	4399.132	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	6.964041948	4123.318	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	7.064100981	4460.521	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	7.164159775	4487.925	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561247	7.264217138	4635.023	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.36427331	4921.281	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.46433115	5242.868	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.564389229	5072.111	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.664447784	4683.371	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.76450491	4538.919	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.864560604	4423.719	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	7.964618444	4555.759	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	8.064676285	4787.658	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	8.164735794	4876.989	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561248	8.264793634	4824.931	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.364851952	4819.959	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.464910984	4857.567	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.564971924	4798.261	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.665030003	4753.148	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.765088797	4966.063	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.865146875	4525.062	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	8.965205431	4571.925	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	9.065263748	4615.747	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561249	9.165322065	4634.468	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
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+1763561311	70.60092521	5338.452	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561311	70.70098281	5191.583	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561311	70.80104256	4657.483	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105
+1763561311	70.90110111	4698.003	512	8	num_gpus+8+max_num_seqs+512+num_request_repeats+1+dataset_split+train+num_requests+1024+seed+48105s
\ No newline at end of file
diff --git a/openg2g/__init__.py b/openg2g/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..5cc0e81f34479881b5465add188777d7dbc63300
--- /dev/null
+++ b/openg2g/__init__.py
@@ -0,0 +1,3 @@
+"""OpenG2G: GPU-to-Grid framework for distribution-level voltage regulation."""
+
+__version__ = "0.1.0"
diff --git a/openg2g/clock.py b/openg2g/clock.py
new file mode 100644
index 0000000000000000000000000000000000000000..fc7c922b9eab41ac5b617af1ef1caaa90eb7c4ac
--- /dev/null
+++ b/openg2g/clock.py
@@ -0,0 +1,91 @@
+"""Simulation clock with multi-rate support and optional live-mode wall-clock sync."""
+
+from __future__ import annotations
+
+import time
+import warnings
+from dataclasses import dataclass, field
+from fractions import Fraction
+
+
+@dataclass
+class SimulationClock:
+    """Integer-tick clock that avoids floating-point drift.
+
+    Components run at different rates (DC=0.1s, Grid=1.0s, Controller=1.0s or 60s).
+    The coordinator computes `tick_s` as the GCD of all component periods.
+
+    All time step parameters use `fractions.Fraction` for exact arithmetic.
+    The `time_s` property returns `float` for compatibility with numpy/plotting.
+
+    In live mode (`live=True`), the clock synchronizes with wall-clock time.
+    If computation falls behind, a warning is issued.
+
+    Attributes:
+        tick_s: Duration of one tick as a `Fraction` (seconds).
+        live: If `True`, synchronize with wall-clock time.
+    """
+
+    tick_s: Fraction
+    live: bool = False
+    _step: int = field(default=0, init=False, repr=False)
+    _wall_t0: float | None = field(default=None, init=False, repr=False)
+
+    def __post_init__(self) -> None:
+        if not isinstance(self.tick_s, Fraction):
+            raise TypeError(f"tick_s must be a Fraction, got {type(self.tick_s).__name__}")
+        if self.tick_s <= 0:
+            raise ValueError(f"tick_s must be positive, got {self.tick_s}")
+
+    @property
+    def time_s(self) -> float:
+        return float(self._step * self.tick_s)
+
+    @property
+    def step(self) -> int:
+        return self._step
+
+    def advance(self) -> float:
+        """Advance one tick.
+
+        Returns:
+            New simulation time in seconds.
+        """
+        self._step += 1
+        if self.live:
+            if self._wall_t0 is None:
+                self._wall_t0 = time.monotonic()
+            expected_wall = self._wall_t0 + self.time_s
+            now = time.monotonic()
+            if now < expected_wall:
+                time.sleep(expected_wall - now)
+            elif now - expected_wall > float(self.tick_s):
+                lag = now - expected_wall
+                warnings.warn(
+                    f"Clock lag: {lag:.3f}s behind wall time at sim t={self.time_s:.1f}s. "
+                    f"Control loop cannot keep up with real-time.",
+                    stacklevel=2,
+                )
+        return self.time_s
+
+    def reset(self) -> None:
+        """Reset clock to initial state (tick 0)."""
+        self._step = 0
+        self._wall_t0 = None
+
+    def is_due(self, period_s: Fraction) -> bool:
+        """Check if an event with the given period should fire on this tick.
+
+        Returns:
+            `True` if this tick is a multiple of the period.
+
+        Raises:
+            ValueError: If *period_s* is not an exact multiple of *tick_s*.
+        """
+        if period_s <= 0:
+            raise ValueError(f"period_s must be positive, got {period_s}")
+        ratio = period_s / self.tick_s
+        if ratio.denominator != 1:
+            raise ValueError(f"period_s={period_s} is not an exact multiple of tick_s={self.tick_s}")
+        period_ticks = int(ratio)
+        return self._step % period_ticks == 0
diff --git a/openg2g/common.py b/openg2g/common.py
new file mode 100644
index 0000000000000000000000000000000000000000..0f213c22f2ffb287fc81f150a6fb9d93cfd47e3c
--- /dev/null
+++ b/openg2g/common.py
@@ -0,0 +1,20 @@
+"""Cross-cutting types shared across component families."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class ThreePhase:
+    """Three-phase quantity. Access via `.a`, `.b`, `.c`.
+
+    Attributes:
+        a: Phase A value.
+        b: Phase B value.
+        c: Phase C value.
+    """
+
+    a: float
+    b: float
+    c: float
diff --git a/openg2g/controller/__init__.py b/openg2g/controller/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..d89c263f36065c187ce7102d6f40c856e4d740fb
--- /dev/null
+++ b/openg2g/controller/__init__.py
@@ -0,0 +1 @@
+"""Controllers receive datacenter and grid state and produce control actions."""
diff --git a/openg2g/controller/base.py b/openg2g/controller/base.py
new file mode 100644
index 0000000000000000000000000000000000000000..1282eca3ff380ce6b1ac67e116443538728679ea
--- /dev/null
+++ b/openg2g/controller/base.py
@@ -0,0 +1,153 @@
+"""Abstract base class for controllers."""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from fractions import Fraction
+from typing import Generic, TypeVar, Union, final, get_args, get_origin
+
+from openg2g.clock import SimulationClock
+from openg2g.datacenter.base import DatacenterBackend
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.events import EventEmitter
+from openg2g.grid.base import GridBackend
+from openg2g.grid.command import GridCommand
+
+DCBackendT = TypeVar("DCBackendT", bound=DatacenterBackend)
+GridBackendT = TypeVar("GridBackendT", bound=GridBackend)
+
+
+def _normalize_backend_type_arg(
+    arg: object,
+    *,
+    required_base: type[object],
+) -> tuple[type[object], ...]:
+    if isinstance(arg, type):
+        if issubclass(arg, required_base):
+            return (arg,)
+        raise TypeError(f"Controller generic type {arg!r} is not a subclass of {required_base.__name__}.")
+
+    origin = get_origin(arg)
+
+    # Handle parameterized generics like DatacenterBackend[OfflineDatacenterState]
+    if isinstance(origin, type) and issubclass(origin, required_base):
+        return (origin,)
+
+    if origin is Union:
+        out: list[type[object]] = []
+        for item in get_args(arg):
+            item_type = item if isinstance(item, type) else get_origin(item)
+            if not isinstance(item_type, type) or not issubclass(item_type, required_base):
+                raise TypeError(f"Controller generic type {item!r} is not a subclass of {required_base.__name__}.")
+            out.append(item_type)
+        return tuple(out)
+
+    raise TypeError(
+        f"Unsupported controller generic type argument: {arg!r}. Use a concrete class (or Union of concrete classes)."
+    )
+
+
+class Controller(Generic[DCBackendT, GridBackendT], ABC):
+    """Interface for a control component in the G2G framework.
+
+    Controllers receive datacenter and grid state and produce control actions.
+    Multiple controllers compose in order within the coordinator.
+    """
+
+    _dc_types: tuple[type[DatacenterBackend], ...] = (DatacenterBackend,)
+    _grid_types: tuple[type[GridBackend], ...] = (GridBackend,)
+
+    def __init_subclass__(cls, **kwargs: object) -> None:
+        super().__init_subclass__(**kwargs)
+        dc_types: tuple[type[DatacenterBackend], ...] | None = None
+        grid_types: tuple[type[GridBackend], ...] | None = None
+        for base in getattr(cls, "__orig_bases__", ()):
+            if get_origin(base) is Controller:
+                args = get_args(base)
+                if len(args) != 2:
+                    raise TypeError(
+                        f"{cls.__name__} must specialize Controller with two generic args: "
+                        "Controller[DatacenterType, GridType]."
+                    )
+                dc_raw, grid_raw = args
+                dc_norm = _normalize_backend_type_arg(dc_raw, required_base=DatacenterBackend)
+                grid_norm = _normalize_backend_type_arg(grid_raw, required_base=GridBackend)
+                dc_types = tuple(t for t in dc_norm if issubclass(t, DatacenterBackend))
+                grid_types = tuple(t for t in grid_norm if issubclass(t, GridBackend))
+                break
+
+        if dc_types is None or grid_types is None:
+            inherited = [b for b in cls.__bases__ if issubclass(b, Controller)]
+            inherited = [b for b in inherited if b is not Controller]
+            if inherited:
+                parent = inherited[0]
+                cls._dc_types = parent.compatible_datacenter_types()
+                cls._grid_types = parent.compatible_grid_types()
+                return
+            raise TypeError(
+                f"{cls.__name__} must explicitly specialize Controller generics as "
+                "Controller[DatacenterType, GridType]."
+            )
+
+        cls._dc_types = dc_types
+        cls._grid_types = grid_types
+
+    @final
+    @classmethod
+    def compatible_datacenter_types(cls) -> tuple[type[DatacenterBackend], ...]:
+        return cls._dc_types
+
+    @final
+    @classmethod
+    def compatible_grid_types(cls) -> tuple[type[GridBackend], ...]:
+        return cls._grid_types
+
+    @final
+    @classmethod
+    def compatibility_signature(cls) -> str:
+        dc = " | ".join(t.__name__ for t in cls.compatible_datacenter_types())
+        grid = " | ".join(t.__name__ for t in cls.compatible_grid_types())
+        return f"Controller[{dc}, {grid}]"
+
+    @property
+    @abstractmethod
+    def dt_s(self) -> Fraction:
+        """Control interval as a Fraction (seconds)."""
+
+    @abstractmethod
+    def reset(self) -> None:
+        """Reset simulation state to initial conditions.
+
+        Called by the coordinator before each [`start`][..start]. Must
+        clear all simulation state: dual variables, counters, cached
+        matrices. Configuration (dt_s, fits, step sizes) is not
+        affected.
+
+        Abstract so every implementation explicitly enumerates its state.
+        A forgotten field is a bug -- not clearing it silently corrupts
+        the second run.
+        """
+
+    def start(self) -> None:
+        """Acquire per-run resources.
+
+        Called after [`reset`][..reset], before the simulation loop.
+        No-op by default because most controllers have no resources to
+        acquire.
+        """
+
+    def stop(self) -> None:
+        """Release per-run resources. Simulation state is preserved.
+
+        Called after the simulation loop in LIFO order. No-op by default.
+        """
+
+    @abstractmethod
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: DCBackendT,
+        grid: GridBackendT,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+        """Compute control commands for this step. Return an empty list for no-op."""
diff --git a/openg2g/controller/batch_size_schedule.py b/openg2g/controller/batch_size_schedule.py
new file mode 100644
index 0000000000000000000000000000000000000000..b8184058df958577c3fa0b472320a4f237196f87
--- /dev/null
+++ b/openg2g/controller/batch_size_schedule.py
@@ -0,0 +1,159 @@
+"""Batch size schedule controller: applies pre-defined batch size changes at specified times."""
+
+from __future__ import annotations
+
+from collections.abc import Iterator
+from dataclasses import dataclass
+from fractions import Fraction
+
+from openg2g.clock import SimulationClock
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import DatacenterBackend
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.events import EventEmitter
+from openg2g.grid.base import GridBackend
+from openg2g.grid.command import GridCommand
+
+
+@dataclass(frozen=True)
+class BatchSizeChange:
+    """A batch size change event, optionally with gradual ramp-up.
+
+    Attributes:
+        batch_size: Target batch size (max_num_seqs).
+        ramp_up_rate: Requests/second ramp-up rate. 0 means immediate.
+    """
+
+    batch_size: int
+    ramp_up_rate: float = 0.0
+
+    def __post_init__(self) -> None:
+        if self.batch_size <= 0:
+            raise ValueError(f"batch_size must be positive, got {self.batch_size}.")
+        if self.ramp_up_rate < 0:
+            raise ValueError(f"ramp_up_rate must be >= 0, got {self.ramp_up_rate}.")
+
+    def at(self, t: float) -> BatchSizeSchedule:
+        """Schedule this change at time *t* seconds.
+
+        Returns:
+            A single-entry [`BatchSizeSchedule`][...BatchSizeSchedule].
+        """
+        return BatchSizeSchedule(((t, self),))
+
+
+class BatchSizeSchedule:
+    """Ordered sequence of batch size changes, built with `|` operator.
+
+    Example:
+
+    ```python
+    schedule = (
+        BatchSizeChange(48).at(40)
+        | BatchSizeChange(32).at(60)
+        | BatchSizeChange(48, ramp_up_rate=4).at(280)
+    )
+    ```
+
+    Raises:
+        ValueError: If two entries share the same timestamp.
+    """
+
+    __slots__ = ("_entries",)
+
+    def __init__(self, entries: tuple[tuple[float, BatchSizeChange], ...]) -> None:
+        self._entries = tuple(sorted(entries, key=lambda e: e[0]))
+        times = [t for t, _ in self._entries]
+        if len(times) != len(set(times)):
+            seen: set[float] = set()
+            dupes = sorted({t for t in times if t in seen or seen.add(t)})
+            raise ValueError(f"BatchSizeSchedule has duplicate timestamps: {dupes}")
+
+    def __or__(self, other: BatchSizeSchedule) -> BatchSizeSchedule:
+        return BatchSizeSchedule(self._entries + other._entries)
+
+    def __iter__(self) -> Iterator[tuple[float, BatchSizeChange]]:
+        return iter(self._entries)
+
+    def __len__(self) -> int:
+        return len(self._entries)
+
+    def __bool__(self) -> bool:
+        return bool(self._entries)
+
+    def __repr__(self) -> str:
+        parts: list[str] = []
+        for t, c in self._entries:
+            ramp = f", ramp_up_rate={c.ramp_up_rate}" if c.ramp_up_rate > 0 else ""
+            parts.append(f"BatchSizeChange({c.batch_size}{ramp}).at(t={t})")
+        return " | ".join(parts)
+
+
+class BatchSizeScheduleController(Controller[DatacenterBackend, GridBackend]):
+    """Applies pre-defined batch size changes at scheduled times.
+
+    Walks each model's schedule and emits
+    [`SetBatchSize`][openg2g.datacenter.command.SetBatchSize] commands when the
+    simulation clock reaches the scheduled time.
+
+    Args:
+        schedules: Per-model batch size schedules, keyed by model label.
+        dt_s: How often the controller checks the schedule (seconds).
+    """
+
+    def __init__(
+        self,
+        *,
+        schedules: dict[str, BatchSizeSchedule],
+        dt_s: Fraction = Fraction(1),
+    ) -> None:
+        self._dt_s = dt_s
+        self._schedules = dict(schedules)
+        self._indices: dict[str, int] = {label: 0 for label in schedules}
+
+    def reset(self) -> None:
+        self._indices = {label: 0 for label in self._schedules}
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: DatacenterBackend,
+        grid: GridBackend,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+        t_now = clock.time_s
+        batch_changes: dict[str, int] = {}
+        ramp_rates: dict[str, float] = {}
+
+        for label, schedule in self._schedules.items():
+            entries = list(schedule)
+            idx = self._indices[label]
+
+            while idx < len(entries):
+                t_ev, change = entries[idx]
+                if float(t_ev) <= t_now + 1e-12:
+                    batch_changes[label] = change.batch_size
+                    if change.ramp_up_rate > 0:
+                        ramp_rates[label] = change.ramp_up_rate
+                    idx += 1
+                else:
+                    break
+
+            self._indices[label] = idx
+
+        if batch_changes:
+            events.emit(
+                "controller.batch_schedule.fired",
+                {"batch_size_by_model": batch_changes},
+            )
+            return [
+                SetBatchSize(
+                    batch_size_by_model=batch_changes,
+                    ramp_up_rate_by_model=ramp_rates,
+                )
+            ]
+        return []
diff --git a/openg2g/controller/noop.py b/openg2g/controller/noop.py
new file mode 100644
index 0000000000000000000000000000000000000000..f02a408d009586ff05e285ec4099404e8fb0a770
--- /dev/null
+++ b/openg2g/controller/noop.py
@@ -0,0 +1,36 @@
+"""No-op controller that does nothing."""
+
+from __future__ import annotations
+
+from fractions import Fraction
+
+from openg2g.clock import SimulationClock
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import DatacenterBackend
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.events import EventEmitter
+from openg2g.grid.base import GridBackend
+from openg2g.grid.command import GridCommand
+
+
+class NoopController(Controller[DatacenterBackend, GridBackend]):
+    """Controller that always returns an empty action."""
+
+    def __init__(self, dt_s: Fraction = Fraction(1)) -> None:
+        self._dt_s = dt_s
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def reset(self) -> None:
+        pass
+
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: DatacenterBackend,
+        grid: GridBackend,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+        return []
diff --git a/openg2g/controller/ofo.py b/openg2g/controller/ofo.py
new file mode 100644
index 0000000000000000000000000000000000000000..d81329cc6ae4284742b5b4d8078f340c2ff22dc1
--- /dev/null
+++ b/openg2g/controller/ofo.py
@@ -0,0 +1,793 @@
+"""Online Feedback Optimization (OFO) batch-size controller.
+
+Implements the primal-dual algorithm for joint voltage regulation and
+latency management via GPU batch size control.
+"""
+
+from __future__ import annotations
+
+import bisect
+import logging
+import math
+from fractions import Fraction
+from pathlib import Path
+from typing import Any
+
+import numpy as np
+import pandas as pd
+from mlenergy_data.modeling import LogisticModel
+from mlenergy_data.records import LLMRuns
+from pydantic import BaseModel, ConfigDict
+
+from openg2g.clock import SimulationClock
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import LLMBatchSizeControlledDatacenter, LLMDatacenterState
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.datacenter.config import InferenceModelSpec
+from openg2g.events import EventEmitter
+from openg2g.grid.command import GridCommand
+from openg2g.grid.opendss import OpenDSSGrid
+
+logger = logging.getLogger(__name__)
+
+
+class OFOConfig(BaseModel):
+    """Online Feedback Optimization tuning parameters.
+
+    Attributes:
+        primal_step_size: Primal descent step size ρ_x (Eq. 8).
+        w_throughput: Throughput weight in primal gradient.
+        w_switch: Switching cost regularizer weight γ (Eq. 4a).
+        voltage_gradient_scale: Scaling factor k_v for voltage dual term
+            in the primal gradient.
+        v_min: Lower voltage bound (pu).
+        v_max: Upper voltage bound (pu).
+        voltage_dual_step_size: Voltage dual ascent step size ρ_v (Eqs. 5-6).
+        latency_dual_step_size: Latency dual ascent step size ρ_l (Eq. 7).
+        sensitivity_update_interval: Steps between H-matrix re-estimation
+            (0 = only once at init).
+        sensitivity_perturbation_kw: Perturbation magnitude (kW) for
+            finite-difference sensitivity estimation.
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    # Primal
+    primal_step_size: float = 0.05
+    w_throughput: float = 0.1
+    w_switch: float = 0.0
+    voltage_gradient_scale: float = 1e6
+
+    # Dual
+    v_min: float = 0.95
+    v_max: float = 1.05
+    voltage_dual_step_size: float = 0.5
+    latency_dual_step_size: float = 1.0
+
+    # Sensitivity
+    sensitivity_update_interval: int = 0
+    sensitivity_perturbation_kw: float = 100.0
+
+
+class LogisticModelStore:
+    """Per-model logistic models for power, latency, and throughput.
+
+    Used by
+    [`OFOBatchSizeController`][openg2g.controller.ofo.OFOBatchSizeController]
+    to compute gradients of the Lagrangian with respect to batch size.
+
+    Attributes:
+        COL_MODEL_LABEL: Column name for model label in the CSV.
+        COL_METRIC: Column name for metric type in the CSV.
+    """
+
+    COL_MODEL_LABEL = "model_label"
+    COL_METRIC = "metric"
+
+    def __init__(
+        self,
+        power: dict[str, LogisticModel],
+        latency: dict[str, LogisticModel],
+        throughput: dict[str, LogisticModel],
+    ) -> None:
+        self._power = dict(power)
+        self._latency = dict(latency)
+        self._throughput = dict(throughput)
+        self._by_batch: dict[str, dict[int, list[tuple[float, float, float]]]] | None = None
+
+    def power(self, model: str) -> LogisticModel:
+        """Return the power logistic model for a model label."""
+        return self._power[model]
+
+    def latency(self, model: str) -> LogisticModel:
+        """Return the latency logistic model for a model label."""
+        return self._latency[model]
+
+    def throughput(self, model: str) -> LogisticModel:
+        """Return the throughput logistic model for a model label."""
+        return self._throughput[model]
+
+    @property
+    def power_fits(self) -> dict[str, LogisticModel]:
+        return dict(self._power)
+
+    @property
+    def latency_fits(self) -> dict[str, LogisticModel]:
+        return dict(self._latency)
+
+    @property
+    def throughput_fits(self) -> dict[str, LogisticModel]:
+        return dict(self._throughput)
+
+    @classmethod
+    def generate(
+        cls,
+        models: tuple[InferenceModelSpec, ...],
+        data_sources: dict[str, Any],
+        *,
+        runs: Any = None,
+        mlenergy_data_dir: Path | None = None,
+    ) -> LogisticModelStore:
+        """Generate logistic fits from ML.ENERGY benchmark data.
+
+        Args:
+            models: Model specifications.
+            data_sources: Per-model `MLEnergySource` instances, keyed by
+                `model_label`.
+            runs: Pre-loaded `LLMRuns` object. If `None`, loads from
+                `mlenergy_data_dir` or the HuggingFace Hub.
+            mlenergy_data_dir: Path to compiled mlenergy-data directory.
+                Ignored if `runs` is provided.
+
+        Returns:
+            A new `LogisticModelStore` with fitted logistic models.
+        """
+        if runs is None:
+            unique_tasks = {src.task for src in data_sources.values()}
+            if mlenergy_data_dir:
+                runs = LLMRuns.from_directory(str(mlenergy_data_dir), stable_only=False).task(*unique_tasks)
+            else:
+                runs = LLMRuns.from_hf(stable_only=False).task(*unique_tasks)
+        if not runs:
+            raise ValueError("No runs found for the specified tasks")
+
+        subsets_by_label: dict[str, Any] = {}
+        for ms in models:
+            src = data_sources.get(ms.model_label)
+            if src is None:
+                raise ValueError(f"No data source for model {ms.model_label!r}")
+            model_id = ms.model_id
+            if not model_id:
+                raise ValueError(f"model_id is required for data generation (model={ms.model_label!r})")
+
+            subset = (
+                runs.model_id(model_id).gpu_model(src.gpu).num_gpus(ms.gpus_per_replica).max_num_seqs(*src.batch_sizes)
+            )
+            if not subset:
+                raise ValueError(
+                    f"Config matched zero runs for logistic fits: model_id={model_id!r}, "
+                    f"gpu={src.gpu!r}, num_gpus={ms.gpus_per_replica}, "
+                    f"batch_sizes={src.batch_sizes}"
+                )
+            subsets_by_label[ms.model_label] = subset
+
+        all_by_batch: dict[str, dict[int, list[tuple[float, float, float]]]] = {}
+        power: dict[str, LogisticModel] = {}
+        latency: dict[str, LogisticModel] = {}
+        throughput: dict[str, LogisticModel] = {}
+        for model_label, group in subsets_by_label.items():
+            exclude = set(data_sources[model_label].fit_exclude_batch_sizes)
+            by_batch: dict[int, list[tuple[float, float, float]]] = {}
+            for r in group:
+                if r.max_num_seqs in exclude:
+                    continue
+                by_batch.setdefault(r.max_num_seqs, []).append(
+                    (r.avg_power_watts, r.mean_itl_ms / 1000.0, r.output_throughput_tokens_per_sec)
+                )
+            all_by_batch[model_label] = by_batch
+
+            batches = sorted(by_batch.keys())
+            if not batches:
+                continue
+
+            x = np.log2(np.array(batches, dtype=float).clip(min=1))
+            for _metric_name, idx, target in [
+                ("power", 0, power),
+                ("latency", 1, latency),
+                ("throughput", 2, throughput),
+            ]:
+                y = np.array([float(np.median([t[idx] for t in by_batch[b]])) for b in batches])
+                fit = LogisticModel.fit(x, y)
+                target[model_label] = fit
+
+        if not power and not latency and not throughput:
+            raise ValueError("No logistic fit rows produced")
+        store = cls(power=power, latency=latency, throughput=throughput)
+        store._by_batch = all_by_batch
+        return store
+
+    def save(self, csv_path: Path, *, plot: bool = False) -> None:
+        """Save logistic fits to a CSV.
+
+        Args:
+            csv_path: Output CSV path.
+            plot: If `True`, also write a logistic fits plot to the
+                same directory.
+        """
+        csv_path = Path(csv_path)
+        csv_path.parent.mkdir(parents=True, exist_ok=True)
+        rows: list[dict[str, Any]] = []
+        for metric_name, fits in [("power", self._power), ("latency", self._latency), ("throughput", self._throughput)]:
+            for label in sorted(fits):
+                model = fits[label]
+                rows.append(
+                    {
+                        self.COL_MODEL_LABEL: label,
+                        self.COL_METRIC: metric_name,
+                        "L": model.L,
+                        "x0": model.x0,
+                        "k": model.k,
+                        "b0": model.b0,
+                    }
+                )
+        pd.DataFrame(rows).to_csv(csv_path, index=False)
+
+        by_batch = getattr(self, "_by_batch", None)
+        if plot and by_batch is not None:
+            model_labels = sorted(self._power.keys())
+            _plot_logistic_fits(
+                by_batch,
+                self._power,
+                self._latency,
+                self._throughput,
+                model_labels,
+                csv_path.parent,
+            )
+
+    @classmethod
+    def load(cls, csv_path: Path | str) -> LogisticModelStore:
+        """Load power, latency, and throughput fits from a merged CSV.
+
+        Expected columns: `model_label`, `metric`, plus the logistic
+        model parameter columns (`L`, `x0`, `k`, `b0`).
+
+        The `metric` column must contain `power`, `latency`, or
+        `throughput` (case-insensitive).
+
+        Args:
+            csv_path: Path to the logistic fits CSV.
+        """
+        csv_path = Path(csv_path)
+        df = pd.read_csv(csv_path)
+
+        required_cols = [cls.COL_MODEL_LABEL, cls.COL_METRIC]
+        missing = [c for c in required_cols if c not in df.columns]
+        if missing:
+            raise ValueError(f"{csv_path} missing columns: {missing}. Got: {list(df.columns)}")
+
+        power: dict[str, LogisticModel] = {}
+        latency: dict[str, LogisticModel] = {}
+        throughput: dict[str, LogisticModel] = {}
+        targets = {"power": power, "latency": latency, "throughput": throughput}
+        for row in df.to_dict(orient="records"):
+            metric = str(row[cls.COL_METRIC]).strip().lower()
+            if metric in targets:
+                targets[metric][str(row[cls.COL_MODEL_LABEL])] = LogisticModel.from_dict(row)
+
+        if not power and not latency and not throughput:
+            raise ValueError(f"No logistic model rows loaded from {csv_path}")
+        return cls(power=power, latency=latency, throughput=throughput)
+
+    @classmethod
+    def ensure(
+        cls,
+        csv_path: Path,
+        models: tuple[InferenceModelSpec, ...] | None = None,
+        data_sources: dict[str, Any] | None = None,
+        *,
+        mlenergy_data_dir: Path | None = None,
+        plot: bool = False,
+    ) -> LogisticModelStore:
+        """Load from `csv_path`, generating first if needed.
+
+        Args:
+            csv_path: Path to the logistic fits CSV.
+            models: Model specifications. Required when no cached file exists.
+            data_sources: Per-model `MLEnergySource` instances, keyed by
+                `model_label`. Required when no cached file exists.
+            mlenergy_data_dir: Path to compiled mlenergy-data directory.
+            plot: If `True`, generate a logistic fits plot on generation.
+        """
+        csv_path = Path(csv_path)
+        if not csv_path.exists():
+            if models is None or data_sources is None:
+                raise ValueError("models and data_sources required for LogisticModelStore generation (no cached data)")
+            logger.info("Generating logistic fits to %s ...", csv_path)
+            cls.generate(models, data_sources, mlenergy_data_dir=mlenergy_data_dir).save(csv_path, plot=plot)
+        return cls.load(csv_path)
+
+
+class VoltageDualVariables:
+    """Full-network duals for voltage box constraints.
+
+    Maintains per-bus dual variables for under- and overvoltage and updates
+    them via projected gradient ascent:
+
+        dual_undervoltage  <- [dual_undervoltage  + ρ_v * (v_min - v̂)]+
+        dual_overvoltage   <- [dual_overvoltage   + ρ_v * (v̂ - v_max)]+
+
+    Args:
+        n_bus_phases: Number of bus-phase pairs in the voltage vector (3M).
+        config: OFO configuration (voltage bounds and dual step size).
+    """
+
+    def __init__(self, n_bus_phases: int, config: OFOConfig) -> None:
+        self.config = config
+        self.dual_undervoltage = np.zeros(int(n_bus_phases), dtype=float)  # λ in G2G paper Eq. 5
+        self.dual_overvoltage = np.zeros(int(n_bus_phases), dtype=float)  # λ̄ in G2G paper Eq. 6
+
+    def update(self, observed_voltages: np.ndarray) -> None:
+        """Update duals given observed voltage vector.
+
+        Args:
+            observed_voltages: Observed voltage magnitudes (pu), shape
+                `(n_bus_phases,)`.
+
+        Raises:
+            ValueError: If `observed_voltages` length does not match the dual
+                dimension.
+        """
+        observed_voltages = np.asarray(observed_voltages, float).reshape(-1)
+        if observed_voltages.shape[0] != self.dual_undervoltage.shape[0]:
+            raise ValueError(
+                f"observed_voltages has len {observed_voltages.shape[0]} "
+                f"but duals have len {self.dual_undervoltage.shape[0]}"
+            )
+        vmin = float(self.config.v_min)
+        vmax = float(self.config.v_max)
+        rho = float(self.config.voltage_dual_step_size)
+        self.dual_undervoltage = np.maximum(self.dual_undervoltage + rho * (vmin - observed_voltages), 0.0)
+        self.dual_overvoltage = np.maximum(self.dual_overvoltage + rho * (observed_voltages - vmax), 0.0)
+
+    def dual_difference(self) -> np.ndarray:
+        """Return the voltage dual difference (η = λ̄ − λ, Appendix B)."""
+        return self.dual_overvoltage - self.dual_undervoltage
+
+
+class PrimalBatchOptimizer:
+    """Primal batch-size optimizer operating in log2 space.
+
+    Maintains continuous state `x_i = log2(batch_i)` per model and applies
+    a gradient descent step using voltage duals, latency duals, and fitted
+    power/latency/throughput curves.
+
+    Args:
+        models: Model specifications for each served model.
+        feasible_batch_sizes: Allowed batch sizes (union across all models).
+        power_fits: Per-model logistic fit for power vs log2(batch_size).
+        latency_fits: Per-model logistic fit for latency vs log2(batch_size).
+        throughput_fits: Per-model logistic fit for throughput vs
+            log2(batch_size).
+        config: OFO configuration (step size, throughput/switch weights,
+            voltage gradient scale).
+    """
+
+    def __init__(
+        self,
+        *,
+        models: list[InferenceModelSpec],
+        feasible_batch_sizes: list[int],
+        power_fits: dict[str, LogisticModel],
+        latency_fits: dict[str, LogisticModel],
+        throughput_fits: dict[str, LogisticModel],
+        config: OFOConfig,
+    ) -> None:
+        self.models = list(models)
+        self.feasible_batch_sizes = sorted({int(b) for b in feasible_batch_sizes})
+        if not self.feasible_batch_sizes:
+            raise ValueError("feasible_batch_sizes cannot be empty.")
+
+        self.power_fits = power_fits
+        self.latency_fits = latency_fits
+        self.throughput_fits = throughput_fits
+        self.config = config
+
+        self.log_batch_size_min = math.log2(min(self.feasible_batch_sizes))
+        self.log_batch_size_max = math.log2(max(self.feasible_batch_sizes))
+
+        self.log_batch_size_by_model: dict[str, float] = {
+            ms.model_label: float(self.log_batch_size_max) for ms in self.models
+        }
+        self.prev_log_batch_size_by_model: dict[str, float] = dict(self.log_batch_size_by_model)
+
+        # Per-model throughput normalization: r_i(x_max) for a single replica
+        self.throughput_max_by_model: dict[str, float] = {}
+        b_max = int(max(self.feasible_batch_sizes))
+        for ms in self.models:
+            label = ms.model_label
+            try:
+                th_max = float(self.throughput_fits[label].eval(b_max))
+            except Exception:
+                th_max = float("nan")
+            if (not np.isfinite(th_max)) or (th_max <= 0.0):
+                th_max = 1.0
+            self.throughput_max_by_model[label] = th_max
+
+    def _clamp_log_batch_size(self, log_batch_size: float) -> float:
+        return float(min(max(float(log_batch_size), self.log_batch_size_min), self.log_batch_size_max))
+
+    def _discretize_batch(self, log_batch_size: float) -> int:
+        b_cont = 2.0 ** float(log_batch_size)
+        idx = bisect.bisect_left(self.feasible_batch_sizes, b_cont)
+        candidates = []
+        if idx > 0:
+            candidates.append(self.feasible_batch_sizes[idx - 1])
+        if idx < len(self.feasible_batch_sizes):
+            candidates.append(self.feasible_batch_sizes[idx])
+        return int(min(candidates, key=lambda bb: abs(bb - b_cont)))
+
+    def init_from_batches(self, batch_init: dict[str, int]) -> None:
+        """Initialize log-batch-size state from discrete batch sizes."""
+        for ms in self.models:
+            label = ms.model_label
+            b = int(batch_init.get(label, max(self.feasible_batch_sizes)))
+            log_batch_size = math.log2(max(b, 1))
+            log_batch_size = self._clamp_log_batch_size(log_batch_size)
+            self.log_batch_size_by_model[label] = float(log_batch_size)
+            self.prev_log_batch_size_by_model[label] = float(log_batch_size)
+
+    def step(
+        self,
+        *,
+        voltage_dual_diff: np.ndarray,
+        sensitivity_matrix: np.ndarray,
+        phase_share_by_model: dict[str, np.ndarray],
+        latency_dual_by_model: dict[str, float] | None = None,
+        replica_count_by_model: dict[str, float] | None = None,
+    ) -> dict[str, int]:
+        """Primal gradient descent step.
+
+        Args:
+            voltage_dual_diff: Voltage dual difference vector
+                (η = λ̄ − λ), shape `(n_bus_phases,)`.
+            sensitivity_matrix: Voltage sensitivity matrix (H = dv/dp),
+                shape `(n_bus_phases, 3)`.
+            phase_share_by_model: Per-model normalized phase share vectors,
+                shape `(3,)` each.
+            latency_dual_by_model: Per-model latency dual variables (μ_i).
+            replica_count_by_model: Per-model active replica counts (w_i).
+
+        Returns:
+            Next batch sizes per model.
+        """
+        voltage_dual_diff = np.asarray(voltage_dual_diff, float).reshape(-1)
+        sensitivity_matrix = np.asarray(sensitivity_matrix, float)
+        latency_dual_by_model = {} if latency_dual_by_model is None else dict(latency_dual_by_model)
+        replica_count_by_model = {} if replica_count_by_model is None else dict(replica_count_by_model)
+
+        step_size = float(self.config.primal_step_size)  # ρ_x
+        w_throughput = float(self.config.w_throughput)
+        w_switch = float(self.config.w_switch)
+        voltage_gradient_scale = float(self.config.voltage_gradient_scale)
+
+        batch_next: dict[str, int] = {}
+
+        for ms in self.models:
+            label = ms.model_label
+            log_batch_size = float(self.log_batch_size_by_model[label])
+            prev_log_batch_size = float(self.prev_log_batch_size_by_model.get(label, log_batch_size))
+
+            replica_count = float(replica_count_by_model.get(label, 0.0))  # w_i
+            if (not np.isfinite(replica_count)) or (replica_count < 0.0):
+                replica_count = 0.0
+
+            phase_share = np.asarray(  # e_i (phase-allocation weight, p.7)
+                phase_share_by_model.get(label, np.array([1 / 3, 1 / 3, 1 / 3], dtype=float)),
+                float,
+            ).reshape(3)
+            s = float(np.sum(phase_share))
+            if (not np.isfinite(s)) or s <= 0.0:
+                phase_share = np.array([1 / 3, 1 / 3, 1 / 3], dtype=float)
+            else:
+                phase_share = phase_share / s
+
+            weighted_sensitivity = sensitivity_matrix @ phase_share  # H @ e_i
+            voltage_gradient = float(voltage_dual_diff @ weighted_sensitivity)
+
+            dPdx_1 = float(self.power_fits[label].deriv_wrt_x(log_batch_size))
+            dLdx_1 = float(self.latency_fits[label].deriv_wrt_x(log_batch_size))
+            dThdx_1 = float(self.throughput_fits[label].deriv_wrt_x(log_batch_size))
+
+            dPdx_1_kw = dPdx_1 / 1000.0
+
+            th_max = float(self.throughput_max_by_model.get(label, 1.0))
+            if (not np.isfinite(th_max)) or (th_max <= 0.0):
+                th_max = 1.0
+            dThdx_norm_1 = dThdx_1 / th_max
+
+            dPdx = replica_count * dPdx_1_kw
+            dThdx = replica_count * dThdx_norm_1
+            dLdx = dLdx_1
+
+            latency_dual = float(latency_dual_by_model.get(label, 0.0))  # μ_i
+            if (not np.isfinite(latency_dual)) or (latency_dual < 0.0):
+                latency_dual = 0.0
+
+            # Gradient of the Lagrangian w.r.t. x_i = log2(batch_i).
+            # G2G paper Eq. 18: nabla_x L = -dR/dx (throughput)
+            #                              + 2*gamma*(x - x_prev) (switching)
+            #                              + eta^T H e_i dP/dx (voltage dual)
+            #                              + mu_i * dL/dx (latency dual)
+            # Implementation extensions: wT scaling on throughput,
+            #                            k_v scaling on voltage term
+            grad = 0.0
+            grad -= w_throughput * dThdx
+            grad += voltage_gradient_scale * voltage_gradient * dPdx
+            grad += latency_dual * dLdx
+            grad += w_switch * (log_batch_size - prev_log_batch_size)
+
+            new_log_batch_size = self._clamp_log_batch_size(log_batch_size - step_size * grad)
+            self.prev_log_batch_size_by_model[label] = log_batch_size
+            self.log_batch_size_by_model[label] = new_log_batch_size
+            batch_next[label] = self._discretize_batch(new_log_batch_size)
+
+        return batch_next
+
+
+class OFOBatchSizeController(Controller[LLMBatchSizeControlledDatacenter[LLMDatacenterState], OpenDSSGrid]):
+    """Online Feedback Optimization controller for batch-size regulation.
+
+    Reads grid voltage and datacenter state, updates voltage and latency
+    duals, runs the primal batch-size optimizer, and returns new batch
+    sizes. Latency dual updates use [`dc_state.observed_itl_s_by_model`
+    ][openg2g.datacenter.base.LLMDatacenterState.observed_itl_s_by_model].
+
+    Args:
+        inference_models: Model specifications served in the datacenter.
+        models: Per-model logistic models for power, latency, and
+            throughput used in gradient computation.
+        config: Unified OFO tuning parameters.
+        dt_s: Control interval (seconds).
+    """
+
+    def __init__(
+        self,
+        inference_models: tuple[InferenceModelSpec, ...],
+        *,
+        models: LogisticModelStore,
+        config: OFOConfig | None = None,
+        dt_s: Fraction = Fraction(1),
+    ) -> None:
+        if config is None:
+            config = OFOConfig()
+
+        if not inference_models:
+            raise ValueError("inference_models must not be empty.")
+        labels = [ms.model_label for ms in inference_models]
+        if len(labels) != len(set(labels)):
+            raise ValueError(f"Duplicate model labels: {labels}")
+
+        model_specs = list(inference_models)
+
+        for ms in model_specs:
+            label = ms.model_label
+            for metric_name, accessor in [
+                ("power", models.power),
+                ("latency", models.latency),
+                ("throughput", models.throughput),
+            ]:
+                try:
+                    accessor(label)
+                except KeyError:
+                    raise ValueError(f"LogisticModelStore missing {metric_name} model for {label!r}.") from None
+
+        self._dt_s = dt_s
+        self._models = model_specs
+        self._config = config
+        self._itl_deadline_by_model = {ms.model_label: ms.itl_deadline_s for ms in model_specs}
+
+        self._voltage_dual: VoltageDualVariables | None = None
+        self._latency_dual_by_model: dict[str, float] = {ms.model_label: 0.0 for ms in model_specs}
+
+        all_bs: set[int] = set()
+        for ms in model_specs:
+            all_bs.update(ms.feasible_batch_sizes)
+        feasible_batch_sizes = sorted(all_bs)
+
+        self._optimizer = PrimalBatchOptimizer(
+            models=model_specs,
+            feasible_batch_sizes=feasible_batch_sizes,
+            power_fits=models.power_fits,
+            latency_fits=models.latency_fits,
+            throughput_fits=models.throughput_fits,
+            config=config,
+        )
+        self._optimizer.init_from_batches({ms.model_label: ms.initial_batch_size for ms in model_specs})
+
+        self._sensitivity_matrix: np.ndarray | None = None
+        self._control_step_count: int = 0
+
+        logger.info(
+            "OFOBatchSizeController: %d models, dt=%s s, feasible_batches=%s",
+            len(model_specs),
+            dt_s,
+            feasible_batch_sizes,
+        )
+
+    def reset(self) -> None:
+        self._voltage_dual = None
+        self._latency_dual_by_model = {ms.model_label: 0.0 for ms in self._models}
+        self._optimizer.init_from_batches({ms.model_label: ms.initial_batch_size for ms in self._models})
+        self._sensitivity_matrix = None
+        self._control_step_count = 0
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: LLMBatchSizeControlledDatacenter[LLMDatacenterState],
+        grid: OpenDSSGrid,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+
+        if self._voltage_dual is None:
+            self._voltage_dual = VoltageDualVariables(len(grid.v_index), self._config)
+
+        # 1. Re-estimate sensitivity if needed
+        if self._sensitivity_matrix is None or (
+            self._config.sensitivity_update_interval > 0
+            and self._control_step_count % self._config.sensitivity_update_interval == 0
+        ):
+            self._sensitivity_matrix, _ = grid.estimate_sensitivity(self._config.sensitivity_perturbation_kw)
+
+        # 2. Update voltage duals from grid state
+        observed_voltages = grid.voltages_vector()
+        self._voltage_dual.update(observed_voltages)
+
+        voltage_dual_diff = self._voltage_dual.dual_difference()  # η = λ̄ − λ
+
+        # 3. Read observed latency from datacenter and update latency duals
+        dc_state = datacenter.state
+        missing_replicas = [
+            ms.model_label for ms in self._models if ms.model_label not in dc_state.active_replicas_by_model
+        ]
+        if missing_replicas:
+            miss = ", ".join(sorted(missing_replicas))
+            raise RuntimeError(
+                f"OFOBatchSizeController requires active_replicas_by_model for all models. Missing: {miss}."
+            )
+        missing_itl = [ms.model_label for ms in self._models if ms.model_label not in dc_state.observed_itl_s_by_model]
+        if missing_itl:
+            miss = ", ".join(sorted(missing_itl))
+            raise RuntimeError(
+                f"OFOBatchSizeController requires observed_itl_s_by_model for all models. Missing: {miss}."
+            )
+        for ms in self._models:
+            label = ms.model_label
+            num_replicas = max(int(dc_state.active_replicas_by_model[label]), 0)
+            observed_itl = float(dc_state.observed_itl_s_by_model[label])
+            if num_replicas <= 0:
+                logger.debug("Model %s has 0 replicas, skipping latency dual update", label)
+                observed_itl = float("nan")
+
+            deadline = float(self._itl_deadline_by_model[label])
+            if np.isfinite(observed_itl):
+                self._latency_dual_by_model[label] = max(
+                    self._latency_dual_by_model[label]
+                    + self._config.latency_dual_step_size * (observed_itl - deadline),
+                    0.0,
+                )
+            else:
+                self._latency_dual_by_model[label] = max(self._latency_dual_by_model[label], 0.0)
+
+        # 4. Compute replica counts
+        replica_count_by_model: dict[str, float] = {}
+        for ms in self._models:
+            label = ms.model_label
+            replica_count_by_model[label] = float(dc_state.active_replicas_by_model[label])
+
+        # 5. Primal update -> next batch sizes
+        batch_next = self._optimizer.step(
+            voltage_dual_diff=voltage_dual_diff,
+            sensitivity_matrix=self._sensitivity_matrix,
+            phase_share_by_model=datacenter.phase_share_by_model,
+            latency_dual_by_model=self._latency_dual_by_model,
+            replica_count_by_model=replica_count_by_model,
+        )
+
+        self._control_step_count += 1
+        logger.info(
+            "OFO step %d (t=%.1f s): batch=%s",
+            self._control_step_count,
+            clock.time_s,
+            batch_next,
+        )
+        events.emit(
+            "controller.ofo.step",
+            {
+                "batch_size_by_model": batch_next,
+                "latency_dual_by_model": dict(self._latency_dual_by_model),
+            },
+        )
+        return [SetBatchSize(batch_size_by_model=batch_next)]
+
+
+def _plot_logistic_fits(
+    by_batch: dict[str, dict[int, list[tuple[float, float, float]]]],
+    power: dict[str, LogisticModel],
+    latency_fits: dict[str, LogisticModel],
+    throughput_fits: dict[str, LogisticModel],
+    model_labels: list[str],
+    out_dir: Path,
+) -> None:
+    """Plot 3x1 stacked logistic fits: power, latency, throughput.
+
+    Scatter dots for measured medians, smooth fitted curves from
+    LogisticModel parameters. Saves to `out_dir / "logistic_fits.png"`.
+    """
+    import matplotlib.pyplot as plt
+
+    metric_specs: list[tuple[str, int, dict[str, LogisticModel], str, str]] = [
+        ("power", 0, power, "W", "(a) Average GPU power consumption vs batch size"),
+        ("latency", 1, latency_fits, "s/token", "(b) Average inter-token latency vs batch size"),
+        ("throughput", 2, throughput_fits, "tokens/s", "(c) Average token throughput vs batch size"),
+    ]
+
+    fig, axes = plt.subplots(3, 1, figsize=(6.45, 5.2), dpi=300, sharex=True)
+
+    for ax_idx, (ax, (_metric_name, val_idx, fits, ylabel, title)) in enumerate(zip(axes, metric_specs, strict=True)):
+        xmins: list[float] = []
+        xmaxs: list[float] = []
+
+        for label in model_labels:
+            model_by_batch = by_batch.get(label, {})
+            batches = sorted(model_by_batch.keys())
+            if not batches:
+                continue
+            x = np.log2(np.array(batches, dtype=float).clip(min=1))
+            if len(x) > 0:
+                xmins.append(float(np.min(x)))
+                xmaxs.append(float(np.max(x)))
+
+        if not xmins:
+            ax.set_title(title, fontsize=12, loc="center")
+            ax.set_ylabel(ylabel, fontsize=10)
+            ax.grid(True, alpha=0.25)
+            continue
+
+        xs = np.linspace(min(xmins), max(xmaxs), 400)
+
+        for label in model_labels:
+            model_by_batch = by_batch.get(label, {})
+            batches = sorted(model_by_batch.keys())
+            if not batches or label not in fits:
+                continue
+
+            x = np.log2(np.array(batches, dtype=float).clip(min=1))
+            y = np.array([float(np.median([t[val_idx] for t in model_by_batch[b]])) for b in batches])
+
+            fit = fits[label]
+            ys_fit = np.array([fit.eval_x(float(xi)) for xi in xs])
+
+            (line,) = ax.plot(xs, ys_fit, lw=1.8, label=label, zorder=2)
+            ax.scatter(x, y, s=16.0, color=line.get_color(), zorder=3)
+
+        ax.set_title(title, fontsize=12, loc="center")
+        ax.set_ylabel(ylabel, fontsize=10)
+        ax.grid(True, alpha=0.25)
+        ax.tick_params(axis="both", labelsize=10)
+
+        if ax_idx == 2:
+            ax.legend(frameon=True, fontsize=9, loc="best")
+
+    axes[-1].set_xlabel(r"$\log_2(\mathrm{batch\ size})$", fontsize=10)
+    fig.tight_layout(pad=0.35, h_pad=0.6)
+
+    save_path = out_dir / "logistic_fits.png"
+    save_path.parent.mkdir(parents=True, exist_ok=True)
+    fig.savefig(save_path, bbox_inches="tight", pad_inches=0.02)
+    plt.close(fig)
+    logger.info("Saved logistic fits plot to %s", save_path)
diff --git a/openg2g/controller/tap_schedule.py b/openg2g/controller/tap_schedule.py
new file mode 100644
index 0000000000000000000000000000000000000000..6b4834e6bd850f409dfc0011af338d8ac5380a40
--- /dev/null
+++ b/openg2g/controller/tap_schedule.py
@@ -0,0 +1,70 @@
+"""Tap schedule controller: applies pre-defined regulator tap changes at specified times."""
+
+from __future__ import annotations
+
+from fractions import Fraction
+
+from openg2g.clock import SimulationClock
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import DatacenterBackend
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.events import EventEmitter
+from openg2g.grid.base import GridBackend
+from openg2g.grid.command import GridCommand, SetTaps
+from openg2g.grid.config import TapPosition, TapSchedule
+
+
+class TapScheduleController(Controller[DatacenterBackend, GridBackend]):
+    """Applies pre-defined tap changes at scheduled times.
+
+    Args:
+        schedule: Tap schedule built via
+            [`TapPosition(...).at(t=...) | ...`][openg2g.grid.config.TapSchedule].
+        dt_s: How often the controller checks the schedule (seconds).
+    """
+
+    def __init__(self, *, schedule: TapSchedule, dt_s: Fraction = Fraction(1)) -> None:
+        self._dt_s = dt_s
+        self._entries = list(schedule)
+        self._idx = 0
+
+    def reset(self) -> None:
+        self._idx = 0
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: DatacenterBackend,
+        grid: GridBackend,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+
+        t_now = clock.time_s
+        merged_a: float | None = None
+        merged_b: float | None = None
+        merged_c: float | None = None
+        any_fired = False
+
+        while self._idx < len(self._entries):
+            t_ev, pos = self._entries[self._idx]
+            if float(t_ev) <= t_now + 1e-12:
+                if pos.a is not None:
+                    merged_a = pos.a
+                if pos.b is not None:
+                    merged_b = pos.b
+                if pos.c is not None:
+                    merged_c = pos.c
+                any_fired = True
+                self._idx += 1
+            else:
+                break
+
+        if any_fired and (merged_a is not None or merged_b is not None or merged_c is not None):
+            tap = TapPosition(a=merged_a, b=merged_b, c=merged_c)
+            events.emit("controller.tap_schedule.fired", {"tap_position": tap})
+            return [SetTaps(tap_position=tap)]
+        return []
diff --git a/openg2g/coordinator.py b/openg2g/coordinator.py
new file mode 100644
index 0000000000000000000000000000000000000000..27d02882e91ace10057f3a25170a9fb04fa8aee8
--- /dev/null
+++ b/openg2g/coordinator.py
@@ -0,0 +1,269 @@
+"""Central coordinator: multi-rate simulation loop."""
+
+from __future__ import annotations
+
+import logging
+import warnings
+from collections.abc import Sequence
+from dataclasses import dataclass, field
+from fractions import Fraction
+from typing import Any, Generic
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import DatacenterBackend, DCStateT
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.events import EventEmitter, SimEvent
+from openg2g.grid.base import GridBackend, GridStateT, PhaseVoltages
+from openg2g.grid.command import GridCommand
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass
+class SimulationLog(Generic[DCStateT, GridStateT]):
+    """Accumulated simulation data from a coordinator run.
+
+    Generic over the datacenter and grid state types. When constructed
+    via [`Coordinator.run`][..Coordinator.run], the type parameters are
+    inferred from the backends, giving typed access to backend-specific
+    state fields.
+
+    Attributes:
+        dc_states: Every datacenter state produced by the datacenter.
+        grid_states: Every grid state produced by the grid.
+        commands: All commands emitted by controllers.
+        time_s: Simulation time at each grid step (seconds).
+        voltage_a_pu: DC-bus voltage phase A at each grid step (pu).
+        voltage_b_pu: DC-bus voltage phase B at each grid step (pu).
+        voltage_c_pu: DC-bus voltage phase C at each grid step (pu).
+        events: Clock-stamped simulation events from all components.
+    """
+
+    dc_states: list[DCStateT] = field(default_factory=list)
+    grid_states: list[GridStateT] = field(default_factory=list)
+    commands: list[DatacenterCommand | GridCommand] = field(default_factory=list)
+
+    time_s: list[float] = field(default_factory=list)
+    voltage_a_pu: list[float] = field(default_factory=list)
+    voltage_b_pu: list[float] = field(default_factory=list)
+    voltage_c_pu: list[float] = field(default_factory=list)
+
+    events: list[SimEvent] = field(default_factory=list)
+
+    def record_datacenter(self, state: DCStateT) -> None:
+        """Append a datacenter state snapshot."""
+        self.dc_states.append(state)
+
+    def record_grid(self, state: GridStateT, *, dc_bus: str) -> None:
+        """Append a grid state snapshot and extract DC bus voltages."""
+        self.grid_states.append(state)
+        self.time_s.append(state.time_s)
+
+        v_dc = (
+            state.voltages[dc_bus]
+            if dc_bus in state.voltages
+            else PhaseVoltages(a=float("nan"), b=float("nan"), c=float("nan"))
+        )
+        self.voltage_a_pu.append(v_dc.a)
+        self.voltage_b_pu.append(v_dc.b)
+        self.voltage_c_pu.append(v_dc.c)
+
+    def record_commands(self, commands: list[DatacenterCommand | GridCommand]) -> None:
+        """Append control commands issued during a tick."""
+        self.commands.extend(commands)
+
+    def emit(self, event: SimEvent) -> None:
+        """Event sink entrypoint for component-originated events."""
+        self.events.append(event)
+
+
+def _gcd_fraction(a: Fraction, b: Fraction) -> Fraction:
+    """GCD of two positive Fractions using Euclidean algorithm."""
+    a, b = abs(a), abs(b)
+    while b:
+        a, b = b, a % b
+    return a
+
+
+class Coordinator(Generic[DCStateT, GridStateT]):
+    """Multi-rate simulation coordinator.
+
+    Orchestrates datacenter, grid, and controller components at their
+    respective rates.  The base tick is the GCD of all component
+    periods.
+
+    Generic over datacenter and grid state types. The type parameters
+    are inferred from the backends and propagated to
+    [`SimulationLog`][..SimulationLog].
+
+    Args:
+        datacenter: Datacenter backend (offline or online).
+        grid: Grid simulator backend.
+        controllers: List of controllers, applied in order each tick.
+        total_duration_s: Total simulation duration (integer seconds).
+        dc_bus: Bus name for DC voltage logging.
+        live: If True, synchronize with wall-clock time.
+    """
+
+    def __init__(
+        self,
+        datacenter: DatacenterBackend[DCStateT],
+        grid: GridBackend[GridStateT],
+        controllers: Sequence[Controller[Any, Any]],
+        total_duration_s: int,
+        dc_bus: str,
+        live: bool = False,
+    ) -> None:
+        self.datacenter = datacenter
+        self.grid = grid
+        self.controllers = list(controllers)
+        self.total_duration_s = int(total_duration_s)
+        self.dc_bus = str(dc_bus)
+
+        # Compute tick as GCD of all component periods
+        periods = [datacenter.dt_s, grid.dt_s] + [c.dt_s for c in controllers]
+        tick = periods[0]
+        for p in periods[1:]:
+            tick = _gcd_fraction(tick, p)
+        logger.info("Coordinator will run with tick %f s", float(tick))
+
+        # Warn about potentially problematic dt configurations
+        if grid.dt_s < datacenter.dt_s:
+            warnings.warn(
+                f"dt_grid ({grid.dt_s}) < dt_dc ({datacenter.dt_s}): "
+                f"grid steps between DC steps will reuse the most recent DC power.",
+                stacklevel=2,
+            )
+        for ctrl in controllers:
+            if ctrl.dt_s < grid.dt_s:
+                warnings.warn(
+                    f"Controller {ctrl.__class__.__name__} dt_s ({ctrl.dt_s}) "
+                    f"< dt_grid ({grid.dt_s}): controller may read stale voltages.",
+                    stacklevel=2,
+                )
+        n_ticks_estimate = Fraction(self.total_duration_s) / tick
+        if n_ticks_estimate > 10_000_000:
+            warnings.warn(
+                f"Simulation will run {int(n_ticks_estimate)} ticks. This may be slow. Consider coarser time steps.",
+                stacklevel=2,
+            )
+
+        self.clock = SimulationClock(tick_s=tick, live=live)
+
+    def reset(self) -> None:
+        """Reset coordinator and all sub-components for a fresh run."""
+        self.clock.reset()
+        self.datacenter.do_reset()
+        self.grid.do_reset()
+        for ctrl in self.controllers:
+            ctrl.reset()
+
+    def start(self) -> None:
+        """Acquire resources on all sub-components."""
+        self.datacenter.start()
+        self.grid.start()
+        for ctrl in self.controllers:
+            ctrl.start()
+
+    def stop(self) -> None:
+        """Release resources on all sub-components (LIFO order)."""
+        for ctrl in reversed(self.controllers):
+            ctrl.stop()
+        self.grid.stop()
+        self.datacenter.stop()
+
+    def _validate_controller_compatibility(self) -> None:
+        for ctrl in self.controllers:
+            sig = ctrl.__class__.compatibility_signature()
+
+            dc_types = ctrl.compatible_datacenter_types()
+            try:
+                dc_ok = isinstance(self.datacenter, dc_types)
+            except TypeError:
+                continue
+            if not dc_ok:
+                expected = " | ".join(t.__name__ for t in dc_types)
+                got = type(self.datacenter).__name__
+                raise TypeError(f"{ctrl.__class__.__name__} ({sig}) requires datacenter type {expected}, got {got}.")
+
+            grid_types = ctrl.compatible_grid_types()
+            try:
+                grid_ok = isinstance(self.grid, grid_types)
+            except TypeError:
+                continue
+            if not grid_ok:
+                expected = " | ".join(t.__name__ for t in grid_types)
+                got = type(self.grid).__name__
+                raise TypeError(f"{ctrl.__class__.__name__} ({sig}) requires grid type {expected}, got {got}.")
+
+    def run(self) -> SimulationLog[DCStateT, GridStateT]:
+        """Run the full simulation and return the log."""
+        log: SimulationLog[DCStateT, GridStateT] = SimulationLog()
+        dc_events = EventEmitter(self.clock, log, "datacenter")
+        grid_events = EventEmitter(self.clock, log, "grid")
+        controller_events = EventEmitter(self.clock, log, "controller")
+
+        self._validate_controller_compatibility()
+
+        self.reset()
+        self.start()
+
+        dc_buffer: list[ThreePhase] = []
+
+        ratio = Fraction(self.total_duration_s) / self.clock.tick_s
+        if ratio.denominator != 1:
+            raise ValueError(
+                f"total_duration_s ({self.total_duration_s}) is not an exact multiple of tick_s ({self.clock.tick_s})"
+            )
+        n_ticks = int(ratio)
+
+        logger.info(
+            "Starting simulation: %d s, tick=%s s, %d ticks, dt_dc=%s s, dt_grid=%s s, %d controller(s)",
+            self.total_duration_s,
+            self.clock.tick_s,
+            n_ticks,
+            self.datacenter.dt_s,
+            self.grid.dt_s,
+            len(self.controllers),
+        )
+
+        try:
+            for _ in range(n_ticks):
+                # 1. Datacenter step (if due)
+                if self.clock.is_due(self.datacenter.dt_s):
+                    dc_state = self.datacenter.do_step(self.clock, dc_events)
+                    dc_buffer.append(dc_state.power_w)
+                    log.record_datacenter(dc_state)
+
+                # 2. Grid step (if due). Pass full sub-trace since last grid step.
+                if self.clock.is_due(self.grid.dt_s):
+                    grid_state = self.grid.do_step(self.clock, list(dc_buffer), grid_events)
+                    dc_buffer.clear()
+                    log.record_grid(grid_state, dc_bus=self.dc_bus)
+
+                # 3. Controllers (if due). In order, actions applied immediately.
+                for ctrl in self.controllers:
+                    if self.clock.is_due(ctrl.dt_s):
+                        commands = ctrl.step(self.clock, self.datacenter, self.grid, controller_events)
+                        for command in commands:
+                            if isinstance(command, DatacenterCommand):
+                                self.datacenter.apply_control(command, dc_events)
+                            elif isinstance(command, GridCommand):
+                                self.grid.apply_control(command, grid_events)
+                            else:
+                                raise ValueError(f"Unsupported command type: {type(command).__name__}")
+                        log.record_commands(commands)
+
+                self.clock.advance()
+        finally:
+            self.stop()
+
+        logger.info(
+            "Simulation complete: %d grid steps, %d DC steps, %d commands",
+            len(log.grid_states),
+            len(log.dc_states),
+            len(log.commands),
+        )
+        return log
diff --git a/openg2g/datacenter/__init__.py b/openg2g/datacenter/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..39d5717fc27fec1e1f8b08f3b467a7d143538694
--- /dev/null
+++ b/openg2g/datacenter/__init__.py
@@ -0,0 +1 @@
+"""Datacenter backends for openg2g."""
diff --git a/openg2g/datacenter/base.py b/openg2g/datacenter/base.py
new file mode 100644
index 0000000000000000000000000000000000000000..9c13afc01eba1fff8152e922a80cc35988b2e1bf
--- /dev/null
+++ b/openg2g/datacenter/base.py
@@ -0,0 +1,183 @@
+"""Abstract base class for datacenter backends and base state types."""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass, field
+from fractions import Fraction
+from typing import Generic, TypeVar, final
+
+import numpy as np
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.events import EventEmitter
+
+
+@dataclass(frozen=True)
+class DatacenterState:
+    """State emitted by a datacenter backend each timestep.
+
+    Contains only universally applicable fields. LLM-inference-specific
+    fields (batch sizes, replicas, latency) live on child classes like
+    [`LLMDatacenterState`][..LLMDatacenterState].
+
+    Attributes:
+        time_s: Simulation time in seconds.
+        power_w: Three-phase power in watts.
+    """
+
+    time_s: float
+    power_w: ThreePhase
+
+
+@dataclass(frozen=True)
+class LLMDatacenterState(DatacenterState):
+    """State from a datacenter serving LLM workloads.
+
+    Extends [`DatacenterState`][..DatacenterState] with per-model batch
+    size, replica count, and observed inter-token latency fields used
+    by LLM controllers.
+
+    Attributes:
+        batch_size_by_model: Current batch size per model label.
+        active_replicas_by_model: Number of active replicas per model.
+        observed_itl_s_by_model: Observed average inter-token latency
+            (seconds) per model. `NaN` if unavailable.
+    """
+
+    batch_size_by_model: dict[str, int] = field(default_factory=dict)
+    active_replicas_by_model: dict[str, int] = field(default_factory=dict)
+    observed_itl_s_by_model: dict[str, float] = field(default_factory=dict)
+
+
+DCStateT = TypeVar("DCStateT", bound=DatacenterState)
+
+
+class DatacenterBackend(Generic[DCStateT], ABC):
+    """Interface for datacenter power simulation backends."""
+
+    _INIT_SENTINEL = object()
+
+    def __init__(self) -> None:
+        self._state: DCStateT | None = None
+        self._history: list[DCStateT] = []
+        self._dc_base_init = DatacenterBackend._INIT_SENTINEL
+
+    def _check_base_init(self) -> None:
+        if getattr(self, "_dc_base_init", None) is not DatacenterBackend._INIT_SENTINEL:
+            raise TypeError(f"{type(self).__name__}.__init__ must call super().__init__() ")
+
+    @property
+    @abstractmethod
+    def dt_s(self) -> Fraction:
+        """Native timestep as a Fraction (seconds)."""
+
+    @final
+    @property
+    def state(self) -> DCStateT:
+        """Latest emitted state.
+
+        Raises:
+            RuntimeError: If accessed before the first `step()` call.
+        """
+        self._check_base_init()
+        if self._state is None:
+            raise RuntimeError(f"{type(self).__name__}.state accessed before first step().")
+        return self._state
+
+    @final
+    def history(self, n: int | None = None) -> list[DCStateT]:
+        """Return emitted state history (all, or latest `n`)."""
+        self._check_base_init()
+        if n is None:
+            return list(self._history)
+        if n <= 0:
+            return []
+        return list(self._history[-int(n) :])
+
+    @final
+    def do_step(self, clock: SimulationClock, events: EventEmitter) -> DCStateT:
+        """Call `step`, record the state, and return it.
+
+        Called by the coordinator. Subclasses should not override this.
+        """
+        self._check_base_init()
+        state = self.step(clock, events)
+        self._state = state
+        self._history.append(state)
+        return state
+
+    @abstractmethod
+    def step(self, clock: SimulationClock, events: EventEmitter) -> DCStateT:
+        """Advance one native timestep. Return state for this step."""
+
+    @abstractmethod
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        """Apply one command. Takes effect on next step() call."""
+
+    @final
+    def do_reset(self) -> None:
+        """Clear history and call `reset`.
+
+        Called by the coordinator. Subclasses should not override this.
+        """
+        self._check_base_init()
+        self._state = None
+        self._history.clear()
+        self.reset()
+
+    @abstractmethod
+    def reset(self) -> None:
+        """Reset simulation state to initial conditions.
+
+        Called by the coordinator (via `do_reset`) before each
+        [`start`][..start]. Must clear all simulation state: counters,
+        RNG seeds, cached values. Configuration (dt_s, models,
+        templates) is not affected. History is cleared automatically
+        by `do_reset`.
+
+        Abstract so every implementation explicitly enumerates its state.
+        A forgotten field is a bug -- not clearing it silently corrupts
+        the second run.
+        """
+
+    def start(self) -> None:
+        """Acquire per-run resources (threads, solver circuits).
+
+        Called after [`reset`][..reset], before the simulation loop.
+        Override for backends that need resource acquisition (e.g.,
+        [`OpenDSSGrid`][openg2g.grid.opendss.OpenDSSGrid] compiles its
+        DSS circuit here). No-op by default because most offline
+        components have no resources to acquire.
+        """
+
+    def stop(self) -> None:
+        """Release per-run resources. Simulation state is preserved.
+
+        Called after the simulation loop in LIFO order. Override for
+        backends that acquired resources in [`start`][..start]. No-op
+        by default.
+        """
+
+
+class LLMBatchSizeControlledDatacenter(DatacenterBackend[DCStateT]):
+    """Datacenter that serves LLM workloads and supports batch-size control.
+
+    Marker layer between [`DatacenterBackend`][..DatacenterBackend] and
+    concrete implementations. Controllers that issue
+    [`SetBatchSize`][openg2g.datacenter.command.SetBatchSize] commands or read
+    `active_replicas_by_model` / `observed_itl_s_by_model`
+    from state should bind their generic to this class.
+    """
+
+    @property
+    def phase_share_by_model(self) -> dict[str, np.ndarray]:
+        """Per-model phase share vectors `[frac_A, frac_B, frac_C]`.
+
+        Returns an empty dict by default. Consumers treat missing keys
+        as uniform `[1/3, 1/3, 1/3]`. Override in subclasses that know
+        actual server-to-phase placement.
+        """
+        return {}
diff --git a/openg2g/datacenter/command.py b/openg2g/datacenter/command.py
new file mode 100644
index 0000000000000000000000000000000000000000..bdefe017f968feef2916d4be529125bf37463427
--- /dev/null
+++ b/openg2g/datacenter/command.py
@@ -0,0 +1,31 @@
+"""Command types targeting datacenter backends."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+
+
+class DatacenterCommand:
+    """Base for commands targeting the datacenter backend.
+
+    Subclass this for each concrete datacenter command kind.
+    The coordinator routes commands to backends based on this type hierarchy.
+    """
+
+    def __init__(self) -> None:
+        if type(self) is DatacenterCommand:
+            raise TypeError("DatacenterCommand cannot be instantiated directly; subclass it.")
+
+
+@dataclass(frozen=True)
+class SetBatchSize(DatacenterCommand):
+    """Set batch sizes for one or more models.
+
+    Attributes:
+        batch_size_by_model: Mapping of model label to target batch size.
+        ramp_up_rate_by_model: Per-model requests/second ramp-up rate.
+            Models not present get immediate changes (rate 0).
+    """
+
+    batch_size_by_model: dict[str, int]
+    ramp_up_rate_by_model: dict[str, float] = field(default_factory=dict)
diff --git a/openg2g/datacenter/config.py b/openg2g/datacenter/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..e9bd478cc396529c4a3e246f9e3c23c044fc889a
--- /dev/null
+++ b/openg2g/datacenter/config.py
@@ -0,0 +1,342 @@
+"""Datacenter facility and workload configuration."""
+
+from __future__ import annotations
+
+from collections.abc import Iterator
+from dataclasses import dataclass
+
+import numpy as np
+from pydantic import BaseModel, ConfigDict, model_validator
+
+from openg2g.datacenter.workloads.training import TrainingTrace
+
+
+class InferenceModelSpec(BaseModel):
+    """Specification for one LLM model served in the datacenter.
+
+    Attributes:
+        model_label: Human-readable model identifier (e.g. `"Llama-3.1-70B"`).
+        model_id: HuggingFace model ID (e.g. `"meta-llama/Llama-3.1-70B-Instruct"`).
+            Used for benchmark data lookups and online API model fields.
+        num_replicas: Total number of replicas of this model across the datacenter.
+        gpus_per_replica: GPUs allocated to each replica (determines model
+            parallelism and per-replica power draw).
+        initial_batch_size: Initial batch size for this model.
+        itl_deadline_s: Per-model inter-token latency deadline for the OFO
+            latency dual (seconds).
+        feasible_batch_sizes: Allowed batch sizes. Used by the OFO
+            controller for discretizing continuous batch-size updates
+            and by the online datacenter for load-generator sizing.
+            Defaults to `(initial_batch_size,)`.
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    model_label: str
+    model_id: str = ""
+    num_replicas: int
+    gpus_per_replica: int
+    initial_batch_size: int
+    itl_deadline_s: float
+    feasible_batch_sizes: tuple[int, ...] = ()
+
+    @model_validator(mode="after")
+    def _validate(self) -> InferenceModelSpec:
+        if not self.feasible_batch_sizes:
+            object.__setattr__(self, "feasible_batch_sizes", (self.initial_batch_size,))
+        elif self.initial_batch_size not in self.feasible_batch_sizes:
+            raise ValueError(
+                f"initial_batch_size ({self.initial_batch_size}) must be in "
+                f"feasible_batch_sizes ({self.feasible_batch_sizes})."
+            )
+        if self.num_replicas < 0:
+            raise ValueError(f"num_replicas must be >= 0, got {self.num_replicas}.")
+        if self.gpus_per_replica < 1:
+            raise ValueError(f"gpus_per_replica must be >= 1, got {self.gpus_per_replica}.")
+        if self.initial_batch_size <= 0:
+            raise ValueError(f"initial_batch_size must be > 0, got {self.initial_batch_size}.")
+        if self.itl_deadline_s <= 0:
+            raise ValueError(f"itl_deadline_s must be > 0, got {self.itl_deadline_s}.")
+        return self
+
+
+class TrainingRun:
+    """Training workload parameters.
+
+    The trace is eagerly rescaled so its peak matches `target_peak_W_per_gpu`.
+    Use `eval_power` to evaluate total training power at a given simulation time.
+
+    Combine with [`at`][.at] and `|` to build a [`TrainingSchedule`][..TrainingSchedule]:
+
+    ```python
+    schedule = (
+        TrainingRun(n_gpus=2400, trace=trace_a).at(t_start=1000, t_end=2000)
+        | TrainingRun(n_gpus=1200, trace=trace_b).at(t_start=2500, t_end=3500)
+    )
+    ```
+
+    Attributes:
+        n_gpus: Number of GPUs running the training workload.
+        trace: Single-GPU [`TrainingTrace`][openg2g.datacenter.workloads.training.TrainingTrace].
+        target_peak_W_per_gpu: The trace is rescaled so its peak equals this value.
+    """
+
+    __slots__ = ("_period", "_rescaled_power", "_trace_time", "n_gpus", "target_peak_W_per_gpu", "trace")
+
+    def __init__(self, *, n_gpus: int, trace: TrainingTrace, target_peak_W_per_gpu: float = 400.0) -> None:
+        if n_gpus <= 0:
+            raise ValueError(f"TrainingRun n_gpus must be > 0, got {n_gpus}.")
+        self.n_gpus = n_gpus
+        self.trace = trace
+        self.target_peak_W_per_gpu = target_peak_W_per_gpu
+
+        t = np.asarray(trace.t_s, float)
+        p = np.asarray(trace.power_w, float)
+        t = t - t[0]
+        period = float(t[-1] - t[0])
+        if period <= 0:
+            raise ValueError("Training trace time span must be positive.")
+        peak = float(np.max(p))
+        if peak <= 0:
+            raise ValueError("Training trace has non-positive peak; cannot scale.")
+        self._rescaled_power = p * (target_peak_W_per_gpu / peak)
+        self._trace_time = t
+        self._period = period
+
+    def eval_power(self, t: float, t_start: float, t_end: float) -> float:
+        """Evaluate total training power at simulation time `t`.
+
+        Returns zero if `t` is outside `[t_start, t_end]`.
+
+        Args:
+            t: Global simulation time (seconds).
+            t_start: Time when training becomes active (seconds).
+            t_end: Time when training stops (seconds).
+
+        Returns:
+            Total training power (W) across all `n_gpus` GPUs.
+        """
+        if t < t_start or t > t_end:
+            return 0.0
+        t_local = t - t_start
+        t_mod = t_local % self._period
+        p_1gpu = float(np.interp(t_mod, self._trace_time, self._rescaled_power))
+        return p_1gpu * self.n_gpus
+
+    def at(self, t_start: float, t_end: float) -> TrainingSchedule:
+        """Schedule this training run over `[t_start, t_end]`.
+
+        Args:
+            t_start: Global simulation time when training becomes active (seconds).
+            t_end: Global simulation time when training stops (seconds).
+
+        Returns:
+            A single-entry [`TrainingSchedule`][...TrainingSchedule].
+        """
+        if t_end < t_start:
+            raise ValueError(f"t_end ({t_end}) must be >= t_start ({t_start}).")
+        return TrainingSchedule(((self, float(t_start), float(t_end)),))
+
+
+class TrainingSchedule:
+    """Ordered collection of [`TrainingRun`][..TrainingRun] objects scheduled
+    over time windows.
+
+    Each entry is a `(TrainingRun, t_start, t_end)` tuple. Entries are
+    sorted by `t_start`.
+
+    Built with [`TrainingRun.at`][..TrainingRun.at] and `|`.
+
+    Example:
+
+    ```python
+    schedule = (
+        TrainingRun(n_gpus=2400, trace=trace_a).at(t_start=1000, t_end=2000)
+        | TrainingRun(n_gpus=1200, trace=trace_b).at(t_start=2500, t_end=3500)
+    )
+    ```
+    """
+
+    __slots__ = ("_entries",)
+
+    def __init__(self, entries: tuple[tuple[TrainingRun, float, float], ...] = ()) -> None:
+        self._entries = tuple(sorted(entries, key=lambda e: e[1]))
+
+    def __or__(self, other: TrainingSchedule) -> TrainingSchedule:
+        return TrainingSchedule((*self._entries, *other._entries))
+
+    def __iter__(self) -> Iterator[tuple[TrainingRun, float, float]]:
+        return iter(self._entries)
+
+    def __len__(self) -> int:
+        return len(self._entries)
+
+    def __bool__(self) -> bool:
+        return bool(self._entries)
+
+    def __repr__(self) -> str:
+        parts = [f"TrainingRun(n_gpus={r.n_gpus}).at(t_start={s}, t_end={e})" for r, s, e in self._entries]
+        return " | ".join(parts)
+
+
+@dataclass(frozen=True)
+class InferenceRamp:
+    """Inference server ramp parameters.
+
+    Transitions the active inference server fraction to `target`. Combine with
+    [`at`][.at] and `|` to build an [`InferenceRampSchedule`][..InferenceRampSchedule]:
+
+    ```python
+    ramps = (
+        InferenceRamp(target=0.2).at(t_start=2500, t_end=3000)
+        | InferenceRamp(target=1.0).at(t_start=3200, t_end=3400)
+    )
+    ```
+
+    Attributes:
+        target: Target active-server fraction after the ramp (0.0--1.0).
+    """
+
+    target: float
+
+    def __post_init__(self) -> None:
+        if not (0.0 <= self.target <= 1.0):
+            raise ValueError(f"InferenceRamp target must be in [0.0, 1.0], got {self.target}.")
+
+    def at(self, t_start: float, t_end: float) -> InferenceRampSchedule:
+        """Schedule this ramp over `[t_start, t_end]`.
+
+        Args:
+            t_start: Global simulation time when the ramp begins (seconds).
+            t_end: Global simulation time when the ramp ends (seconds).
+
+        Returns:
+            A single-entry [`InferenceRampSchedule`][...InferenceRampSchedule].
+        """
+        if t_end < t_start:
+            raise ValueError(f"t_end ({t_end}) must be >= t_start ({t_start}).")
+        return InferenceRampSchedule(((self, float(t_start), float(t_end)),))
+
+
+class InferenceRampSchedule:
+    """Ordered collection of [`InferenceRamp`][..InferenceRamp] events.
+
+    Each entry is an `(InferenceRamp, t_start, t_end)` tuple. Entries are
+    sorted by `t_start`.
+
+    Built with [`InferenceRamp.at`][..InferenceRamp.at] and `|`.
+
+    Semantics: before the first ramp, fraction = 1.0. During each
+    `[t_start, t_end]` window, the fraction linearly interpolates from
+    the previous level to `target`. Between ramps, the fraction holds
+    at the last target.
+
+    An empty schedule means all servers are active (fraction = 1.0)
+    at all times.
+
+    Example:
+
+    ```python
+    ramps = (
+        InferenceRamp(target=0.2).at(t_start=2500, t_end=3000)
+        | InferenceRamp(target=1.0).at(t_start=3200, t_end=3400)
+    )
+    ```
+    """
+
+    __slots__ = ("_entries",)
+
+    def __init__(self, entries: tuple[tuple[InferenceRamp, float, float], ...] = ()) -> None:
+        self._entries = tuple(sorted(entries, key=lambda e: e[1]))
+
+    def __or__(self, other: InferenceRampSchedule) -> InferenceRampSchedule:
+        return InferenceRampSchedule((*self._entries, *other._entries))
+
+    def __iter__(self) -> Iterator[tuple[InferenceRamp, float, float]]:
+        return iter(self._entries)
+
+    def __len__(self) -> int:
+        return len(self._entries)
+
+    def __bool__(self) -> bool:
+        return bool(self._entries)
+
+    def __repr__(self) -> str:
+        parts = [f"InferenceRamp(target={r.target}).at(t_start={s}, t_end={e})" for r, s, e in self._entries]
+        return " | ".join(parts)
+
+    def fraction_at(self, t: float | np.ndarray) -> float | np.ndarray:
+        """Evaluate the active inference server fraction at time(s) *t*.
+
+        Piecewise-linear interpolation between ramp events.
+        Before the first ramp, fraction = 1.0.
+
+        Args:
+            t: Scalar or array of global simulation times (seconds).
+
+        Returns:
+            Active-server fraction(s), same shape as *t*.
+        """
+        if isinstance(t, np.ndarray):
+            return self._fraction_array(t)
+        return float(self._fraction_scalar(float(t)))
+
+    def _fraction_scalar(self, t: float) -> float:
+        level = 1.0
+        for ramp, t_start, t_end in self._entries:
+            if t < t_start:
+                return level
+            if t <= t_end:
+                if t_end == t_start:
+                    return ramp.target
+                alpha = (t - t_start) / (t_end - t_start)
+                return level + (ramp.target - level) * alpha
+            level = ramp.target
+        return level
+
+    def _fraction_array(self, t: np.ndarray) -> np.ndarray:
+        vfunc = np.vectorize(self._fraction_scalar, otypes=[float])
+        return vfunc(t)
+
+
+class DatacenterConfig(BaseModel):
+    """Physical datacenter facility configuration.
+
+    Attributes:
+        gpus_per_server: Number of GPUs per physical server rack.
+        base_kw_per_phase: Constant base load per phase (kW).
+        power_factor: Power factor of the datacenter loads (lagging).
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    gpus_per_server: int = 8
+    base_kw_per_phase: float = 0.0
+    power_factor: float = 0.95
+
+    @model_validator(mode="after")
+    def _validate(self) -> DatacenterConfig:
+        if self.gpus_per_server < 1:
+            raise ValueError(f"gpus_per_server must be >= 1, got {self.gpus_per_server}.")
+        if not (0.0 < self.power_factor <= 1.0):
+            raise ValueError(f"power_factor must be in (0, 1], got {self.power_factor}.")
+        return self
+
+
+class PowerAugmentationConfig(BaseModel):
+    """Power augmentation settings for virtual server scaling.
+
+    Controls per-server amplitude jitter and additive noise applied during
+    power augmentation.
+
+    Attributes:
+        amplitude_scale_range: `(low, high)` range for per-server amplitude
+            scaling. Each virtual server draws a uniform multiplier from this range.
+        noise_fraction: Gaussian noise standard deviation as a fraction of
+            per-server power.
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    amplitude_scale_range: tuple[float, float] = (1.0, 1.0)
+    noise_fraction: float = 0.0
diff --git a/openg2g/datacenter/layout.py b/openg2g/datacenter/layout.py
new file mode 100644
index 0000000000000000000000000000000000000000..e60540ac06f9985773e7d8fa995bb79df289757d
--- /dev/null
+++ b/openg2g/datacenter/layout.py
@@ -0,0 +1,126 @@
+"""Server layout and activation policy primitives.
+
+Provides the topology and activation-policy building blocks used by
+datacenter backends. Power augmentation (scaling per-GPU power to
+three-phase datacenter power) lives in
+`openg2g.datacenter.workloads.inference`.
+"""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+
+import numpy as np
+
+from openg2g.datacenter.config import InferenceRampSchedule
+
+
+class ActivationPolicy(ABC):
+    """Per-model activation policy that answers "which servers are active?"
+
+    Subclass to implement custom activation logic. The datacenter creates
+    one policy per model and passes it to
+    [`InferencePowerAugmenter`][openg2g.datacenter.workloads.inference.InferencePowerAugmenter].
+    """
+
+    @abstractmethod
+    def active_mask(self, t: float) -> np.ndarray:
+        """Boolean mask of active servers at time *t*.
+
+        Returns:
+            Array of shape `(num_servers,)` with `True` for active servers.
+        """
+
+    def active_indices(self, t: float) -> np.ndarray:
+        """Indices of active servers at time *t*.
+
+        The default implementation returns indices in ascending order
+        via `np.where(`[`active_mask`][..active_mask]`(t))`. Subclasses
+        may override to return
+        indices in a specific order (e.g., priority order) to control
+        floating-point summation order in the datacenter.
+
+        Returns:
+            1-D int array of active server indices.
+        """
+        return np.where(self.active_mask(t))[0]
+
+
+class RampActivationPolicy(ActivationPolicy):
+    """Activate servers by fixed random priority, following an
+    [`InferenceRampSchedule`][openg2g.datacenter.config.InferenceRampSchedule].
+
+    At time *t*, the top-*k* servers (by random priority) are active,
+    where `k = round(schedule.fraction_at(t) * num_servers)`.
+
+    This is the default policy used by
+    [`OfflineDatacenter`][openg2g.datacenter.offline.OfflineDatacenter].
+
+    Args:
+        schedule: Temporal ramp schedule mapping time to active-server fraction.
+        num_servers: Number of physical servers for this model.
+        rng: RNG for randomizing priority ordering. Consumed once at
+            construction time.
+    """
+
+    __slots__ = ("_n", "_priority", "_schedule")
+
+    def __init__(
+        self,
+        schedule: InferenceRampSchedule,
+        num_servers: int,
+        rng: np.random.Generator,
+    ) -> None:
+        self._schedule = schedule
+        self._n = num_servers
+        priority = np.arange(num_servers, dtype=int)
+        rng.shuffle(priority)
+        self._priority = priority
+
+    def active_mask(self, t: float) -> np.ndarray:
+        frac = self._schedule.fraction_at(t)
+        k = max(0, min(self._n, int(round(float(frac) * self._n))))
+        mask = np.zeros(self._n, dtype=bool)
+        mask[self._priority[:k]] = True
+        return mask
+
+    def active_indices(self, t: float) -> np.ndarray:
+        """Return active server indices in priority order."""
+        frac = self._schedule.fraction_at(t)
+        k = max(0, min(self._n, int(round(float(frac) * self._n))))
+        return self._priority[:k].copy()
+
+
+@dataclass
+class ServerLayout:
+    """Per-model server layout describing how GPUs are organized.
+
+    This describes the physical topology only. Activation policies (which
+    servers are on/off at a given time) are managed separately by the
+    datacenter and passed to
+    [`InferencePowerAugmenter`][openg2g.datacenter.workloads.inference.InferencePowerAugmenter]
+    alongside layouts.
+
+    Attributes:
+        num_servers: Number of physical servers for this model.
+        total_gpus: Total GPU count across all servers.
+        gpus_per_replica: GPUs per model replica.
+        gpus_per_server_list: GPU count per server (last may be partial).
+        phase_list: Phase assignment per server (0=A, 1=B, 2=C).
+        stagger_offsets: Per-server offsets for desynchronization. In offline
+            mode these are integer indices into a power template; in online
+            mode they can be float time offsets into a rolling buffer.
+        amplitude_scales: Per-server power multiplier for inter-server variation.
+        noise_fraction: Gaussian noise standard deviation as a fraction of
+            per-server power.
+    """
+
+    num_servers: int
+    total_gpus: int
+    gpus_per_replica: int
+    gpus_per_server_list: np.ndarray
+    phase_list: np.ndarray
+    stagger_offsets: np.ndarray
+    amplitude_scales: np.ndarray
+    noise_fraction: float
diff --git a/openg2g/datacenter/offline.py b/openg2g/datacenter/offline.py
new file mode 100644
index 0000000000000000000000000000000000000000..53f44a5fc82654248bcf7bf25ebe6205e3859c98
--- /dev/null
+++ b/openg2g/datacenter/offline.py
@@ -0,0 +1,320 @@
+"""Offline (trace-based) datacenter backend."""
+
+from __future__ import annotations
+
+import functools
+import logging
+import math
+from dataclasses import dataclass, field
+from fractions import Fraction
+
+import numpy as np
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.datacenter.base import LLMBatchSizeControlledDatacenter, LLMDatacenterState
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.datacenter.config import (
+    DatacenterConfig,
+    InferenceRampSchedule,
+    PowerAugmentationConfig,
+    TrainingSchedule,
+)
+from openg2g.datacenter.layout import (
+    ActivationPolicy,
+    RampActivationPolicy,
+    ServerLayout,
+)
+from openg2g.datacenter.workloads.inference import InferenceData, InferencePowerAugmenter
+from openg2g.events import EventEmitter
+from openg2g.utils import split_integer_evenly
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class OfflineDatacenterState(LLMDatacenterState):
+    """Extended state from the offline (trace-based) backend.
+
+    Adds per-model power breakdown to
+    [`LLMDatacenterState`][openg2g.datacenter.base.LLMDatacenterState].
+    """
+
+    power_by_model_w: dict[str, float] = field(default_factory=dict)
+
+
+@dataclass
+class OfflineWorkload:
+    """Complete offline simulation workload.
+
+    Bundles inference data with optional training overlays and inference
+    server ramp events.
+
+    Attributes:
+        inference_data: LLM inference workload with offline simulation
+            data (model specs, power templates, ITL fits).
+        inference_ramps: Inference server ramp schedule. `None` keeps all
+            servers active.
+        training: Training workload schedule. `None` disables training
+            overlay.
+    """
+
+    inference_data: InferenceData
+    inference_ramps: InferenceRampSchedule = field(default_factory=InferenceRampSchedule)
+    training: TrainingSchedule = field(default_factory=TrainingSchedule)
+
+
+class OfflineDatacenter(LLMBatchSizeControlledDatacenter[OfflineDatacenterState]):
+    """Trace-based datacenter simulation with step-by-step interface.
+
+    Each `step` call computes one timestep of power output by indexing
+    into pre-built per-GPU templates, applying per-server amplitude
+    scaling and noise, and summing across active servers per phase.
+
+    Batch size changes via `apply_control` take effect on the next
+    `step` call.
+
+    If `workload.inference_ramps` is set, a
+    [`RampActivationPolicy`][openg2g.datacenter.layout.RampActivationPolicy]
+    is created per model.
+
+    Args:
+        datacenter: Facility configuration (GPUs per server, base load).
+        workload: Offline workload configuration bundling inference data,
+            training overlays, and server ramp events.
+        dt_s: Simulation timestep (seconds).
+        seed: Random seed for layout generation, noise, and latency
+            sampling. Sub-seeds are derived deterministically.
+        power_augmentation: Per-server amplitude scaling and noise
+            settings.
+    """
+
+    def __init__(
+        self,
+        datacenter: DatacenterConfig,
+        workload: OfflineWorkload,
+        *,
+        dt_s: Fraction,
+        seed: int = 0,
+        power_augmentation: PowerAugmentationConfig | None = None,
+    ) -> None:
+        super().__init__()
+        if power_augmentation is None:
+            power_augmentation = PowerAugmentationConfig()
+
+        self._datacenter = datacenter
+        self._workload = workload
+        self._power_augmentation = power_augmentation
+        self._dt_s = dt_s
+        self._seed = int(seed)
+        self._models = list(workload.inference_data.models)
+        self._base_W_per_phase = float(datacenter.base_kw_per_phase) * 1e3
+
+        self._layout_rng = np.random.default_rng(self._seed)
+        self._batch_by_model: dict[str, int] = {ms.model_label: ms.initial_batch_size for ms in self._models}
+
+        self._layouts: dict[str, ServerLayout] = {}
+        self._policies: dict[str, ActivationPolicy] = {}
+        self._build_all_layouts()
+        self._inference_augmenter = InferencePowerAugmenter(
+            layouts=self._layouts,
+            policies=self._policies,
+            seed=self._seed + 12345,
+        )
+
+        self._global_step: int = 0
+        self._latency_rng = np.random.default_rng(self._seed + 54321)
+
+        logger.info(
+            "OfflineDatacenter: %d models, dt=%s s, seed=%d",
+            len(self._models),
+            dt_s,
+            seed,
+        )
+        for ms in self._models:
+            logger.info(
+                "  %s: %d replicas, %d GPUs/replica, batch=%d",
+                ms.model_label,
+                ms.num_replicas,
+                ms.gpus_per_replica,
+                ms.initial_batch_size,
+            )
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def step(self, clock: SimulationClock, events: EventEmitter) -> OfflineDatacenterState:
+        t_now = clock.time_s
+        template_store = self._workload.inference_data.power_templates
+
+        # Build per-GPU power dict by indexing into templates with layout offsets.
+        per_gpu_by_model: dict[str, np.ndarray] = {}
+        for ms in self._models:
+            label = ms.model_label
+            if ms.num_replicas <= 0:
+                continue
+            batch = int(self._batch_by_model[label])
+
+            layout = self._layouts[label]
+            template = template_store.template(label, batch)
+            indices = (self._global_step + layout.stagger_offsets) % len(template)
+            per_gpu_by_model[label] = template[indices]
+
+        inference_aug = self._inference_augmenter.augment(per_gpu_by_model, t_now)
+
+        power_by_model = dict(inference_aug.power_by_model_w)
+        active_replicas_by_model = dict(inference_aug.active_replicas_by_model)
+        for ms in self._models:
+            power_by_model.setdefault(ms.model_label, 0.0)
+            active_replicas_by_model.setdefault(ms.model_label, 0)
+
+        # This is where we accumulate power across workloads.
+        phase_power = np.array(
+            [
+                self._base_W_per_phase + inference_aug.power_w.a,
+                self._base_W_per_phase + inference_aug.power_w.b,
+                self._base_W_per_phase + inference_aug.power_w.c,
+            ]
+        )
+
+        # Training overlay
+        for run, t_start, t_end in self._workload.training:
+            training_power_w = run.eval_power(float(t_now), t_start, t_end)
+            phase_power += training_power_w / 3.0
+
+        # ITL sampling
+        itl_fits = self._workload.inference_data.itl_fits
+        observed_itl_s_by_model: dict[str, float] = {}
+        for ms in self._models:
+            label = ms.model_label
+            n_rep = active_replicas_by_model.get(label, 0)
+            if itl_fits is None or n_rep <= 0:
+                observed_itl_s_by_model[label] = float("nan")
+                continue
+            batch = int(self._batch_by_model[label])
+            observed_itl_s_by_model[label] = itl_fits.sample_avg(
+                model_label=label,
+                batch_size=batch,
+                n_replicas=n_rep,
+                rng=self._latency_rng,
+            )
+
+        state = OfflineDatacenterState(
+            time_s=float(t_now),
+            power_w=ThreePhase(
+                a=float(phase_power[0]),
+                b=float(phase_power[1]),
+                c=float(phase_power[2]),
+            ),
+            power_by_model_w=power_by_model,
+            active_replicas_by_model=active_replicas_by_model,
+            batch_size_by_model=dict(self._batch_by_model),
+            observed_itl_s_by_model=observed_itl_s_by_model,
+        )
+        self._global_step += 1
+        return state
+
+    @functools.singledispatchmethod
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        """Apply a control command. Dispatches on command type."""
+        raise TypeError(f"OfflineDatacenter does not support {type(command).__name__}")
+
+    @apply_control.register
+    def apply_control_set_batch_size(self, command: SetBatchSize, events: EventEmitter) -> None:
+        """Record new batch sizes. Changes take effect on the next step."""
+        if command.ramp_up_rate_by_model:
+            raise ValueError(
+                f"OfflineDatacenter does not support ramp_up_rate_by_model (got {command.ramp_up_rate_by_model}). "
+                f"Batch size changes are always immediate in trace-based simulation."
+            )
+        for label, b in command.batch_size_by_model.items():
+            b_int = int(b)
+            if b_int <= 0:
+                raise ValueError(f"Batch size must be positive for model {label!r}, got {b_int}.")
+            old = self._batch_by_model.get(str(label))
+            self._batch_by_model[str(label)] = b_int
+            if old != b_int:
+                logger.info("Batch size %s: %s -> %d", label, old, b_int)
+        events.emit(
+            "datacenter.batch_size.updated",
+            {"batch_size_by_model": dict(self._batch_by_model)},
+        )
+
+    def reset(self) -> None:
+        self._global_step = 0
+        self._batch_by_model = {ms.model_label: ms.initial_batch_size for ms in self._models}
+        self._layout_rng = np.random.default_rng(self._seed)
+        self._layouts = {}
+        self._policies = {}
+        self._build_all_layouts()
+        self._inference_augmenter = InferencePowerAugmenter(
+            layouts=self._layouts,
+            policies=self._policies,
+            seed=self._seed + 12345,
+        )
+        self._latency_rng = np.random.default_rng(self._seed + 54321)
+
+    def _build_all_layouts(self) -> None:
+        """Build layouts and activation policies for all models."""
+        schedule = self._workload.inference_ramps
+        rng = self._layout_rng
+        gpus_per_server = self._datacenter.gpus_per_server
+        amp_lo, amp_hi = self._power_augmentation.amplitude_scale_range
+        noise_fraction = self._power_augmentation.noise_fraction
+        template_store = self._workload.inference_data.power_templates
+
+        for ms in self._models:
+            if ms.num_replicas > 0:
+                any_batch = template_store.batch_sizes(ms.model_label)[0]
+                tpl_len = len(template_store.template(ms.model_label, any_batch))
+
+                num_servers = math.ceil(ms.num_replicas * ms.gpus_per_replica / gpus_per_server)
+
+                # Phase shuffle
+                sA, sB, sC = split_integer_evenly(num_servers, 3)
+                phase_list = np.asarray(([0] * sA) + ([1] * sB) + ([2] * sC), dtype=int)
+                rng.shuffle(phase_list)
+
+                # Policy dictates which servers are active at a given time.
+                self._policies[ms.model_label] = RampActivationPolicy(schedule, num_servers, rng)
+
+                # This offset determines for each server, how much to stagger its power template indexing.
+                stagger_offsets = rng.integers(low=0, high=max(tpl_len, 1), size=num_servers)
+
+                # Amplitude scales
+                amplitude_scales = rng.uniform(amp_lo, amp_hi, size=num_servers)
+
+                total_gpus = ms.num_replicas * ms.gpus_per_replica
+                gpus_per_server_list = np.full(num_servers, gpus_per_server, dtype=int)
+                tail = total_gpus - (num_servers - 1) * gpus_per_server
+                gpus_per_server_list[-1] = int(tail) if tail > 0 else gpus_per_server
+
+                self._layouts[ms.model_label] = ServerLayout(
+                    num_servers=num_servers,
+                    total_gpus=total_gpus,
+                    gpus_per_replica=ms.gpus_per_replica,
+                    gpus_per_server_list=gpus_per_server_list,
+                    phase_list=phase_list,
+                    stagger_offsets=stagger_offsets,
+                    amplitude_scales=amplitude_scales,
+                    noise_fraction=noise_fraction,
+                )
+
+    @property
+    def phase_share_by_model(self) -> dict[str, np.ndarray]:
+        """Per-model phase share vectors derived from server placement.
+
+        Returns:
+            Mapping of model label to a 3-element array `[frac_A, frac_B, frac_C]`
+                representing the fraction of servers on each phase.
+        """
+        shares: dict[str, np.ndarray] = {}
+        for label, layout in self._layouts.items():
+            counts = np.bincount(layout.phase_list, minlength=3).astype(float)
+            total = counts.sum()
+            if total > 0:
+                shares[label] = counts / total
+            else:
+                shares[label] = np.array([1 / 3, 1 / 3, 1 / 3], dtype=float)
+        return shares
diff --git a/openg2g/datacenter/online.py b/openg2g/datacenter/online.py
new file mode 100644
index 0000000000000000000000000000000000000000..0293a305b9c63c17b17ccd691d63077b6bad479c
--- /dev/null
+++ b/openg2g/datacenter/online.py
@@ -0,0 +1,1196 @@
+"""Online (live GPU) datacenter backend with power augmentation.
+
+Connects to real vLLM inference servers for load generation and ITL
+measurement, and to zeusd instances for live GPU power monitoring.
+Power readings from a small number of real GPUs are augmented to
+datacenter scale using the shared
+[`InferencePowerAugmenter`][openg2g.datacenter.workloads.inference.InferencePowerAugmenter]
+pipeline.
+
+Requires `pip install zeus aiohttp`.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import collections
+import contextlib
+import functools
+import json
+import logging
+import math
+import re
+import threading
+import time
+import urllib.request
+from collections.abc import Sequence
+from dataclasses import dataclass, field
+from fractions import Fraction
+from pathlib import Path
+from typing import Any
+
+import aiohttp
+import numpy as np
+from pydantic import BaseModel, ConfigDict
+from zeus.monitor.power_streaming import PowerStreamingClient
+from zeus.utils.zeusd import ZeusdConfig
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.datacenter.base import LLMBatchSizeControlledDatacenter, LLMDatacenterState
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.datacenter.config import (
+    DatacenterConfig,
+    InferenceModelSpec,
+    InferenceRampSchedule,
+    PowerAugmentationConfig,
+)
+from openg2g.datacenter.layout import (
+    ActivationPolicy,
+    RampActivationPolicy,
+    ServerLayout,
+)
+from openg2g.datacenter.workloads.inference import (
+    InferencePowerAugmenter,
+    RequestStore,
+)
+from openg2g.events import EventEmitter
+from openg2g.utils import split_integer_evenly
+
+logger = logging.getLogger(__name__)
+
+
+@dataclass(frozen=True)
+class OnlineDatacenterState(LLMDatacenterState):
+    """Extended state from the online (live GPU) backend.
+
+    The base `power_w`
+    field carries the augmented three-phase power (what the grid sees).
+    This subclass adds the measured (pre-augmentation) breakdown for
+    post-hoc analysis.
+
+    Attributes:
+        measured_power_w: Total measured three-phase power from real GPUs
+            (before augmentation), plus base load.
+        measured_power_w_by_model: Per-model total measured power from real
+            GPUs (watts).
+        augmented_power_w_by_model: Per-model augmented power (watts). This
+            is the power fed to the grid for each model after scaling up.
+        augmentation_factor_by_model: Per-model augmentation multiplier
+            (virtual replicas / real replicas).
+        prometheus_metrics_by_model: Per-model Prometheus metrics snapshot.
+            Keys are model labels, values are dicts with metric names like
+            `num_requests_running`, `num_requests_waiting`,
+            `kv_cache_usage_perc`, `num_preemptions_total`.
+    """
+
+    measured_power_w: ThreePhase = field(default_factory=lambda: ThreePhase(a=0.0, b=0.0, c=0.0))
+    measured_power_w_by_model: dict[str, float] = field(default_factory=dict)
+    augmented_power_w_by_model: dict[str, float] = field(default_factory=dict)
+    augmentation_factor_by_model: dict[str, float] = field(default_factory=dict)
+    prometheus_metrics_by_model: dict[str, dict[str, float]] = field(default_factory=dict)
+
+
+class GPUEndpointMapping(BaseModel):
+    """Maps a zeusd endpoint to specific GPUs.
+
+    Attributes:
+        host: Hostname or IP of the zeusd instance.
+        port: TCP port of the zeusd instance.
+        gpu_indices: GPU device indices to monitor on this endpoint.
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    host: str
+    port: int = 4938
+    gpu_indices: tuple[int, ...] = (0,)
+
+    @property
+    def endpoint_key(self) -> str:
+        """Return the `host:port` key used by `PowerStreamingClient`."""
+        return f"{self.host}:{self.port}"
+
+
+class VLLMDeployment(BaseModel):
+    """Deployment of one LLM model on a vLLM server.
+
+    !!! Warning
+        vLLM must be a patched version with the `POST /set_max_num_seqs`
+        endpoint implemented.
+
+    Pairs a reusable
+    [`InferenceModelSpec`][openg2g.datacenter.config.InferenceModelSpec]
+    with physical deployment details. `spec.num_replicas` is the
+    simulated (augmented) count for grid simulation. The real replica
+    count is derived from `gpu_endpoints` and `spec.gpus_per_replica`.
+
+    Tracks the current batch size (`max_num_seqs`) and provides
+    `set_batch_size()` to update it on the vLLM server.
+
+    Attributes:
+        spec: Model specification (shared with offline datacenter).
+        vllm_base_url: Base URL of the vLLM server (e.g. `http://node1:8000`).
+        gpu_endpoints: GPU endpoint mappings for power monitoring.
+        request_extra_body: Extra fields merged into every request dict
+            for this model (e.g. `chat_template_kwargs`).
+        batch_size: Current batch size (`max_num_seqs`). Initialized from
+            `spec.initial_batch_size` if not set explicitly.
+    """
+
+    spec: InferenceModelSpec
+    vllm_base_url: str
+    gpu_endpoints: tuple[GPUEndpointMapping, ...] = ()
+    request_extra_body: dict[str, Any] | None = None
+    batch_size: int = 0
+
+    def model_post_init(self, __context: Any) -> None:
+        if self.batch_size == 0:
+            self.batch_size = self.spec.initial_batch_size
+
+    @property
+    def model_label(self) -> str:
+        return self.spec.model_label
+
+    @property
+    def num_real_gpus(self) -> int:
+        """Total number of real GPUs for this model across all endpoints."""
+        return sum(len(ep.gpu_indices) for ep in self.gpu_endpoints)
+
+    @property
+    def num_real_replicas(self) -> int:
+        """Number of real replicas (real GPUs / GPUs per replica)."""
+        return self.num_real_gpus // max(self.spec.gpus_per_replica, 1)
+
+    @property
+    def augmentation_factor(self) -> float:
+        """Ratio of simulated replicas to real replicas."""
+        return self.spec.num_replicas / max(self.num_real_replicas, 1)
+
+    def set_batch_size(self, batch_size: int, ramp_up_rate: float = 0.0) -> None:
+        """Update batch size on the vLLM server and track it locally.
+
+        Sends `POST /set_max_num_seqs` to the vLLM server.
+
+        Args:
+            batch_size: New batch size (max_num_seqs) to set.
+            ramp_up_rate: Optional ramp-up rate for gradual increase.
+        """
+        old = self.batch_size
+        url = f"{self.vllm_base_url}/set_max_num_seqs?max_num_seqs={batch_size}"
+        if ramp_up_rate > 0:
+            url += f"&ramp_up_rate={ramp_up_rate}"
+        try:
+            req = urllib.request.Request(url, method="POST", data=b"")
+            with urllib.request.urlopen(req, timeout=2.0) as resp:
+                if resp.status >= 400:
+                    raise RuntimeError(
+                        f"Failed to set batch size {batch_size} on {self.vllm_base_url}: HTTP {resp.status}"
+                    )
+        except Exception:
+            logger.error(
+                "Failed to set batch size %d on %s (keeping old=%d)",
+                batch_size,
+                self.vllm_base_url,
+                old,
+                exc_info=True,
+            )
+            raise
+        self.batch_size = batch_size
+        if old != batch_size:
+            logger.info("Batch size %s: %d -> %d", self.model_label, old, batch_size)
+
+
+class LiveServerConfig(BaseModel):
+    """Configuration for interacting with live vLLM servers.
+
+    Groups settings related to load generation, ITL measurement, and
+    Prometheus monitoring. The online counterpart of offline's
+    trace/template data.
+
+    Attributes:
+        requests_dir: Directory containing per-model JSONL request files
+            (e.g. `{model_label}.jsonl`). If `None`, a minimal fallback
+            request is used for each model.
+        prometheus_poll_interval_s: How often to poll vLLM /metrics for
+            request counts and saturation monitoring. Set to 0 to disable.
+        max_output_tokens: Token limit for generated load requests (used
+            by the fallback request when no JSONL requests are provided).
+        itl_window_s: Sliding window for ITL averaging (seconds).
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    requests_dir: Path | None = None
+    prometheus_poll_interval_s: float = 0.5
+    max_output_tokens: int = 512
+    itl_window_s: float = 1.0
+
+
+STAGGER_BUFFER_S: float = 10.0
+"""Seconds of power history for temporal staggering.
+
+Also used as the stagger range when building
+[`ServerLayout`][openg2g.datacenter.layout.ServerLayout]
+(float offsets drawn from `[0, STAGGER_BUFFER_S)`).
+
+Not user-configurable. Patchable for testing via
+`openg2g.datacenter.online.STAGGER_BUFFER_S = ...`.
+"""
+
+
+def _check_vllm_health(base_url: str, timeout_s: float = 10.0) -> None:
+    """Verify a vLLM server is reachable via GET /health.
+
+    Args:
+        base_url: Base URL of the vLLM server (e.g. `http://node1:8000`).
+        timeout_s: HTTP timeout in seconds.
+
+    Raises:
+        RuntimeError: If the server is not reachable or unhealthy.
+    """
+    url = f"{base_url}/health"
+    try:
+        req = urllib.request.Request(url)
+        with urllib.request.urlopen(req, timeout=timeout_s) as resp:
+            if resp.status != 200:
+                raise RuntimeError(f"vLLM health check failed: HTTP {resp.status} from {url}")
+    except Exception as e:
+        raise RuntimeError(f"vLLM health check failed for {url}: {e}") from e
+
+
+def _check_vllm_model(base_url: str, expected_model: str, timeout_s: float = 10.0) -> None:
+    """Verify a vLLM server is serving the expected model via GET /v1/models.
+
+    Args:
+        base_url: Base URL of the vLLM server.
+        expected_model: Model ID to expect in the response.
+        timeout_s: HTTP timeout in seconds.
+
+    Raises:
+        RuntimeError: If the model is not served or the endpoint is unreachable.
+    """
+    url = f"{base_url}/v1/models"
+    try:
+        req = urllib.request.Request(url)
+        with urllib.request.urlopen(req, timeout=timeout_s) as resp:
+            if resp.status != 200:
+                raise RuntimeError(f"vLLM model check failed: HTTP {resp.status} from {url}")
+            data = json.loads(resp.read().decode())
+            served = [m["id"] for m in data.get("data", [])]
+            if expected_model not in served:
+                raise RuntimeError(f"vLLM at {base_url} serves {served}, expected '{expected_model}'")
+    except RuntimeError:
+        raise
+    except Exception as e:
+        raise RuntimeError(f"vLLM model check failed for {url}: {e}") from e
+
+
+def _check_zeusd_health(host: str, port: int = 4938, timeout_s: float = 10.0) -> None:
+    """Verify a zeusd instance is reachable via GET /discover.
+
+    Args:
+        host: Hostname of the zeusd instance.
+        port: TCP port.
+        timeout_s: HTTP timeout in seconds.
+
+    Raises:
+        RuntimeError: If the zeusd instance is unreachable.
+    """
+    url = f"http://{host}:{port}/discover"
+    try:
+        req = urllib.request.Request(url)
+        with urllib.request.urlopen(req, timeout=timeout_s) as resp:
+            if resp.status != 200:
+                raise RuntimeError(f"zeusd health check failed: HTTP {resp.status} from {url}")
+    except RuntimeError:
+        raise
+    except Exception as e:
+        raise RuntimeError(f"zeusd health check failed for {url}: {e}") from e
+
+
+_GAUGE_RE = re.compile(r"^([a-zA-Z_:][a-zA-Z0-9_:]*)\{.*?\}\s+(.+)$|^([a-zA-Z_:][a-zA-Z0-9_:]*)\s+(.+)$")
+
+_PROMETHEUS_METRICS = (
+    "vllm:num_requests_running",
+    "vllm:num_requests_waiting",
+    "vllm:num_preemptions_total",
+    "vllm:kv_cache_usage_perc",
+)
+
+
+def _parse_prometheus_text(text: str) -> dict[str, float]:
+    """Parse Prometheus text-format metrics and extract vLLM gauges.
+
+    Returns a dict with metric names (without `vllm:` prefix) mapped to
+    their summed values.
+    """
+    raw: dict[str, float] = {}
+    for line in text.splitlines():
+        line = line.strip()
+        if not line or line.startswith("#"):
+            continue
+        m = _GAUGE_RE.match(line)
+        if m:
+            name = m.group(1) or m.group(3)
+            val_str = m.group(2) or m.group(4)
+            if name in _PROMETHEUS_METRICS:
+                with contextlib.suppress(ValueError):
+                    raw[name] = raw.get(name, 0.0) + float(val_str)
+
+    result: dict[str, float] = {}
+    for metric in _PROMETHEUS_METRICS:
+        if metric in raw:
+            short = metric.removeprefix("vllm:")
+            result[short] = raw[metric]
+    return result
+
+
+class _PrometheusPoller:
+    """Polls vLLM /metrics endpoints for Prometheus gauges.
+
+    Runs as an async task inside `_LoadGenerator`'s event loop.
+    Provides thread-safe access to the latest snapshot per model.
+    """
+
+    def __init__(
+        self,
+        deployments: Sequence[VLLMDeployment],
+        poll_interval_s: float = 0.5,
+    ) -> None:
+        self._deployments = {d.model_label: d for d in deployments}
+        self._poll_interval_s = poll_interval_s
+        self._lock = threading.Lock()
+        self._latest: dict[str, dict[str, float]] = {}
+
+    def get_latest(self) -> dict[str, dict[str, float]]:
+        """Return the latest metrics snapshot per model (thread-safe)."""
+        with self._lock:
+            return dict(self._latest)
+
+    async def run(self, stop_event: threading.Event) -> None:
+        """Poll loop. Call as an asyncio task."""
+        async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=5.0)) as session:
+            while not stop_event.is_set():
+                for label, dep in self._deployments.items():
+                    url = f"{dep.vllm_base_url}/metrics"
+                    try:
+                        async with session.get(url) as resp:
+                            if resp.status == 200:
+                                text = await resp.text()
+                                metrics = _parse_prometheus_text(text)
+                                with self._lock:
+                                    self._latest[label] = metrics
+                    except Exception:
+                        logger.debug("Prometheus poll failed for %s", label, exc_info=True)
+                await asyncio.sleep(self._poll_interval_s)
+
+
+class _LoadGenerator:
+    """Background load generator that saturates vLLM servers and measures ITL.
+
+    Runs a daemon thread with an asyncio event loop. For each model, a
+    semaphore-gated producer loop cycles through pre-built request dicts
+    endlessly. The semaphore size is `2 * max(feasible_batch_sizes)`,
+    ensuring the vLLM queue never drains even at the largest batch size
+    the OFO controller can set. Per-token inter-token latency (ITL) is
+    measured from SSE chunk arrival times using `usage.completion_tokens`
+    increments; first-token latency (TTFT) is excluded from ITL samples.
+    """
+
+    def __init__(
+        self,
+        deployments: Sequence[VLLMDeployment],
+        *,
+        request_store: RequestStore | None = None,
+        max_output_tokens: int = 512,
+        itl_window_s: float = 1.0,
+        prometheus_poller: _PrometheusPoller | None = None,
+    ) -> None:
+        self._deployments = {d.model_label: d for d in deployments}
+        self._requests: dict[str, list[dict]] = {}
+        if request_store is not None:
+            self._requests = dict(request_store.requests_by_model)
+        self._max_output_tokens = max_output_tokens
+        self._itl_window_s = itl_window_s
+        self._prometheus = prometheus_poller
+
+        self._lock = threading.Lock()
+        self._itl_samples: dict[str, collections.deque[tuple[float, float]]] = {}
+        for d in deployments:
+            self._itl_samples[d.model_label] = collections.deque()
+
+        self._thread: threading.Thread | None = None
+        self._stop_event = threading.Event()
+        self._loop: asyncio.AbstractEventLoop | None = None
+
+    def start(self) -> None:
+        if self._thread is not None:
+            raise RuntimeError("LoadGenerator already started")
+        self._stop_event.clear()
+        self._thread = threading.Thread(
+            target=self._run_thread,
+            name="load-generator",
+            daemon=True,
+        )
+        self._thread.start()
+
+    def stop(self) -> None:
+        self._stop_event.set()
+        if self._loop is not None:
+            self._loop.call_soon_threadsafe(self._loop.stop)
+        if self._thread is not None:
+            self._thread.join(timeout=10.0)
+            self._thread = None
+
+    def get_observed_itl(self, model_label: str, window_s: float | None = None) -> float:
+        """Return the windowed-average ITL for *model_label*, or NaN."""
+        if window_s is None:
+            window_s = self._itl_window_s
+        cutoff = time.monotonic() - window_s
+        with self._lock:
+            samples = self._itl_samples.get(model_label)
+            if not samples:
+                return float("nan")
+            recent = [itl for ts, itl in samples if ts >= cutoff]
+        if not recent:
+            return float("nan")
+        return sum(recent) / len(recent)
+
+    def _run_thread(self) -> None:
+        self._loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(self._loop)
+        try:
+            self._loop.run_until_complete(self._run_async())
+        except Exception:
+            if not self._stop_event.is_set():
+                logger.exception("LoadGenerator thread crashed")
+        finally:
+            self._loop.close()
+            self._loop = None
+
+    async def _run_async(self) -> None:
+        tasks: list[asyncio.Task] = []
+
+        for label, dep in self._deployments.items():
+            tasks.append(asyncio.create_task(self._model_producer(label, dep)))
+
+        if self._prometheus is not None:
+            tasks.append(asyncio.create_task(self._prometheus.run(self._stop_event)))
+
+        while not self._stop_event.is_set():
+            await asyncio.sleep(0.1)
+
+        for t in tasks:
+            t.cancel()
+        await asyncio.gather(*tasks, return_exceptions=True)
+
+    async def _model_producer(self, label: str, dep: VLLMDeployment) -> None:
+        """Semaphore-gated loop that continuously submits requests for one model.
+
+        Cycles through the JSONL request list endlessly. The semaphore
+        limits in-flight requests to `2 * max(feasible_batch_sizes)`,
+        ensuring the vLLM server always has a non-empty queue.
+        """
+        max_batch = max(dep.spec.feasible_batch_sizes)
+        sem = asyncio.Semaphore(2 * max_batch)
+        requests = self._requests.get(label, [])
+        req_idx = 0
+        active: set[asyncio.Task[None]] = set()
+
+        connector = aiohttp.TCPConnector(limit=0, ssl=False)
+        async with aiohttp.ClientSession(
+            timeout=aiohttp.ClientTimeout(total=300.0),
+            connector=connector,
+        ) as session:
+            while not self._stop_event.is_set():
+                await sem.acquire()
+                if self._stop_event.is_set():
+                    break
+                if requests:
+                    request_dict = requests[req_idx % len(requests)]
+                    req_idx += 1
+                else:
+                    request_dict = self._default_request(dep)
+                task = asyncio.create_task(self._single_request(label, dep, request_dict, session, sem))
+                active.add(task)
+                task.add_done_callback(active.discard)
+
+    def _default_request(self, dep: VLLMDeployment) -> dict:
+        """Build a minimal fallback request dict."""
+        return {
+            "model": dep.spec.model_id,
+            "messages": [{"role": "user", "content": "Hello, how are you?"}],
+            "max_completion_tokens": self._max_output_tokens,
+        }
+
+    async def _single_request(
+        self,
+        label: str,
+        dep: VLLMDeployment,
+        request_dict: dict,
+        session: aiohttp.ClientSession,
+        sem: asyncio.Semaphore,
+    ) -> None:
+        """Send one streaming chat-completion request and measure decoding ITL.
+
+        Uses `usage.completion_tokens` increments to correctly handle
+        multi-token bundles. First-token samples (TTFT) are skipped;
+        only decoding-phase ITL is recorded.
+        """
+        try:
+            url = f"{dep.vllm_base_url}/v1/chat/completions"
+            body = dict(request_dict)
+            body["stream"] = True
+            body["stream_options"] = {"include_usage": True, "continuous_usage_stats": True}
+            if "max_tokens" in body and "max_completion_tokens" not in body:
+                body["max_completion_tokens"] = body.pop("max_tokens")
+
+            current_completion_tokens = 0
+            most_recent_timestamp = time.perf_counter()
+            ttft_recorded = False
+
+            async with session.post(url, json=body) as response:
+                if response.status != 200:
+                    return
+                async for chunk_bytes in response.content:
+                    if self._stop_event.is_set():
+                        return
+                    chunk_bytes = chunk_bytes.strip()
+                    if not chunk_bytes:
+                        continue
+
+                    chunk_str = chunk_bytes.decode("utf-8")
+
+                    if chunk_str.startswith(":"):
+                        continue
+
+                    data_str = chunk_str.removeprefix("data: ")
+                    if data_str == "[DONE]":
+                        break
+
+                    try:
+                        data = json.loads(data_str)
+                    except json.JSONDecodeError:
+                        continue
+
+                    usage = data.get("usage")
+                    completion_tokens = usage and usage.get("completion_tokens")
+                    if not completion_tokens:
+                        continue
+
+                    timestamp = time.perf_counter()
+
+                    if not ttft_recorded:
+                        ttft_recorded = True
+                        current_completion_tokens = completion_tokens
+                    else:
+                        itl = timestamp - most_recent_timestamp
+                        inc = completion_tokens - current_completion_tokens
+                        current_completion_tokens = completion_tokens
+
+                        now_mono = time.monotonic()
+                        with self._lock:
+                            self._itl_samples[label].append((now_mono, itl))
+                            for _ in range(max(inc - 1, 0)):
+                                self._itl_samples[label].append((now_mono, 0.0))
+
+                    most_recent_timestamp = timestamp
+
+        except Exception:
+            if not self._stop_event.is_set():
+                logger.debug("Request to %s failed for %s", dep.vllm_base_url, label, exc_info=True)
+        finally:
+            sem.release()
+
+
+class _RollingPowerBuffer:
+    """Per-model rolling buffer of (timestamp, per_gpu_watts) readings.
+
+    Provides `sample_servers()` to look up historical per-GPU power at
+    different time offsets for each virtual server, enabling temporal
+    staggering of batch-size-change transients.
+    """
+
+    def __init__(self, model_labels: Sequence[str], max_samples: int = 10000) -> None:
+        self._buffers: dict[str, collections.deque[tuple[float, float]]] = {
+            label: collections.deque(maxlen=max_samples) for label in model_labels
+        }
+
+    def append(self, label: str, timestamp: float, per_gpu_w: float) -> None:
+        """Feed a new per-GPU power reading for a model."""
+        self._buffers[label].append((timestamp, per_gpu_w))
+
+    def sample_servers(
+        self,
+        label: str,
+        now: float,
+        stagger_offsets: np.ndarray,
+    ) -> np.ndarray:
+        """Look up per-GPU power at `now - offset[i]` for each virtual server.
+
+        Args:
+            label: Model label.
+            now: Current wall-clock time (monotonic).
+            stagger_offsets: Per-server time offsets (seconds), shape `(N,)`.
+
+        Returns:
+            Array of shape `(N,)` with per-GPU power for each server.
+        """
+        buf = self._buffers[label]
+        n = len(stagger_offsets)
+        result = np.zeros(n, dtype=float)
+        if not buf:
+            return result
+        for i in range(n):
+            result[i] = self._lookup(buf, now - stagger_offsets[i])
+        return result
+
+    def clear(self) -> None:
+        """Clear all buffers."""
+        for buf in self._buffers.values():
+            buf.clear()
+
+    @staticmethod
+    def _lookup(buf: collections.deque[tuple[float, float]], target_t: float) -> float:
+        """Find the power reading at or just before `target_t`."""
+        if not buf:
+            return 0.0
+        if target_t <= buf[0][0]:
+            return buf[0][1]
+        if target_t >= buf[-1][0]:
+            return buf[-1][1]
+        for i in range(len(buf) - 1, -1, -1):
+            if buf[i][0] <= target_t:
+                return buf[i][1]
+        return buf[0][1]
+
+
+class OnlineDatacenter(LLMBatchSizeControlledDatacenter[OnlineDatacenterState]):
+    """Live GPU datacenter backend with power augmentation.
+
+    Dispatches inference load to vLLM servers, streams GPU power from
+    zeusd, measures ITL from streaming responses, and augments power
+    readings to datacenter scale using the shared
+    [`InferencePowerAugmenter`][openg2g.datacenter.workloads.inference.InferencePowerAugmenter]
+    pipeline (same as
+    [`OfflineDatacenter`][openg2g.datacenter.offline.OfflineDatacenter]).
+
+    Call [`start`][.start] before the first [`step`][.step] and
+    [`stop`][.stop] after the simulation loop finishes.
+
+    `PowerStreamingClient` is constructed internally from the GPU
+    endpoints declared in each deployment. Health checks are always
+    performed during [`start`][.start].
+
+    Args:
+        datacenter: Facility configuration (GPUs per server, base load).
+        deployments: Model deployments with physical hardware mapping.
+        dt_s: Simulation timestep (seconds).
+        seed: Random seed for layout generation and noise.
+        power_augmentation: Per-server amplitude scaling and noise
+            settings.
+        inference_ramps: Inference server ramp event(s). `None` keeps
+            all servers active.
+        live_server: Configuration for interacting with live vLLM
+            servers. Request data is loaded from
+            `LiveServerConfig.requests_dir`.
+    """
+
+    def __init__(
+        self,
+        datacenter: DatacenterConfig,
+        deployments: Sequence[VLLMDeployment],
+        *,
+        dt_s: Fraction = Fraction(1, 10),
+        seed: int = 0,
+        power_augmentation: PowerAugmentationConfig | None = None,
+        inference_ramps: InferenceRampSchedule | None = None,
+        live_server: LiveServerConfig | None = None,
+    ) -> None:
+        super().__init__()
+        if power_augmentation is None:
+            power_augmentation = PowerAugmentationConfig()
+        if live_server is None:
+            live_server = LiveServerConfig()
+        self._dt_s = dt_s
+        self._seed = int(seed)
+        self._deployments = list(deployments)
+        self._deployment_map = {d.model_label: d for d in deployments}
+        self._datacenter_config = datacenter
+        self._power_augmentation = power_augmentation
+        self._live_server_config = live_server
+
+        self._base_W_per_phase = float(datacenter.base_kw_per_phase) * 1e3
+        self._inference_ramp_schedule = inference_ramps if inference_ramps is not None else InferenceRampSchedule()
+
+        servers_by_key: dict[str, ZeusdConfig] = {}
+        gpu_indices_by_key: dict[str, list[int]] = {}
+        for d in self._deployments:
+            for ep in d.gpu_endpoints:
+                key = ep.endpoint_key
+                if key not in gpu_indices_by_key:
+                    gpu_indices_by_key[key] = []
+                for idx in ep.gpu_indices:
+                    if idx not in gpu_indices_by_key[key]:
+                        gpu_indices_by_key[key].append(idx)
+                servers_by_key[key] = ZeusdConfig.tcp(
+                    ep.host,
+                    ep.port,
+                    gpu_indices=gpu_indices_by_key[key],
+                    cpu_indices=[],
+                )
+        self._power_client = PowerStreamingClient(servers=list(servers_by_key.values()))
+
+        self._prometheus = (
+            _PrometheusPoller(
+                deployments,
+                poll_interval_s=live_server.prometheus_poll_interval_s,
+            )
+            if live_server.prometheus_poll_interval_s > 0
+            else None
+        )
+
+        self._request_store = RequestStore.load(live_server.requests_dir) if live_server.requests_dir else None
+        self._load_gen = _LoadGenerator(
+            deployments,
+            request_store=self._request_store,
+            max_output_tokens=live_server.max_output_tokens,
+            itl_window_s=live_server.itl_window_s,
+            prometheus_poller=self._prometheus,
+        )
+
+        self._layout_rng = np.random.default_rng(self._seed)
+        self._layouts: dict[str, ServerLayout] = {}
+        self._policies: dict[str, ActivationPolicy] = {}
+        self._build_all_layouts()
+        self._inference_augmenter = InferencePowerAugmenter(
+            layouts=self._layouts,
+            policies=self._policies,
+            seed=self._seed + 12345,
+        )
+        self._rolling_buffer = _RollingPowerBuffer(
+            [d.model_label for d in deployments],
+            max_samples=max(int(STAGGER_BUFFER_S * 100), 1000),
+        )
+
+        self._started = False
+
+        logger.info(
+            "OnlineDatacenter: %d deployments, dt=%s s",
+            len(self._deployments),
+            dt_s,
+        )
+        for d in deployments:
+            layout = self._layouts.get(d.model_label)
+            n_servers = layout.num_servers if layout else 0
+            logger.info(
+                "  %s: %d real GPUs, %d simulated replicas (%.0fx augmentation), %d virtual servers, vllm=%s",
+                d.model_label,
+                d.num_real_gpus,
+                d.spec.num_replicas,
+                d.augmentation_factor,
+                n_servers,
+                d.vllm_base_url,
+            )
+
+    def _build_all_layouts(self) -> None:
+        """Build ServerLayout and activation policies for each deployed model.
+
+        The RNG invocation order per model must be: phase shuffle,
+        priority shuffle, stagger offsets, amplitude scales. We
+        interleave policy construction between the phase shuffle
+        and stagger/amplitude draws to preserve this ordering.
+        """
+        schedule = self._inference_ramp_schedule
+        gpus_per_server = self._datacenter_config.gpus_per_server
+        rng = self._layout_rng
+        amp_lo, amp_hi = self._power_augmentation.amplitude_scale_range
+        noise_fraction = self._power_augmentation.noise_fraction
+        stagger_s = float(STAGGER_BUFFER_S)
+
+        for d in self._deployments:
+            spec = d.spec
+            if spec.num_replicas > 0:
+                num_servers = math.ceil(spec.num_replicas * spec.gpus_per_replica / gpus_per_server)
+
+                # Phase shuffle (consumes RNG)
+                sA, sB, sC = split_integer_evenly(num_servers, 3)
+                phase_list = np.asarray(([0] * sA) + ([1] * sB) + ([2] * sC), dtype=int)
+                rng.shuffle(phase_list)
+
+                # Priority shuffle (consumes RNG) — must happen here
+                self._policies[d.model_label] = RampActivationPolicy(
+                    schedule,
+                    num_servers,
+                    rng,
+                )
+
+                # Stagger offsets (consumes RNG) — float for online
+                stagger_offsets = rng.uniform(0.0, max(stagger_s, 1e-9), size=num_servers)
+
+                # Amplitude scales (consumes RNG)
+                amplitude_scales = rng.uniform(amp_lo, amp_hi, size=num_servers)
+
+                total_gpus = spec.num_replicas * spec.gpus_per_replica
+                gpus_per_server_list = np.full(num_servers, gpus_per_server, dtype=int)
+                tail = total_gpus - (num_servers - 1) * gpus_per_server
+                gpus_per_server_list[-1] = int(tail) if tail > 0 else gpus_per_server
+
+                self._layouts[d.model_label] = ServerLayout(
+                    num_servers=num_servers,
+                    total_gpus=total_gpus,
+                    gpus_per_replica=spec.gpus_per_replica,
+                    gpus_per_server_list=gpus_per_server_list,
+                    phase_list=phase_list,
+                    stagger_offsets=stagger_offsets,
+                    amplitude_scales=amplitude_scales,
+                    noise_fraction=noise_fraction,
+                )
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    @property
+    def phase_share_by_model(self) -> dict[str, np.ndarray]:
+        """Per-model phase share vectors derived from server layout."""
+        shares: dict[str, np.ndarray] = {}
+        for label, layout in self._layouts.items():
+            counts = np.bincount(layout.phase_list, minlength=3).astype(float)
+            total = counts.sum()
+            if total > 0:
+                shares[label] = counts / total
+            else:
+                shares[label] = np.array([1 / 3, 1 / 3, 1 / 3], dtype=float)
+        return shares
+
+    def reset(self) -> None:
+        if self._started:
+            self._load_gen.stop()
+        self._load_gen = _LoadGenerator(
+            self._deployments,
+            request_store=self._request_store,
+            max_output_tokens=self._live_server_config.max_output_tokens,
+            itl_window_s=self._live_server_config.itl_window_s,
+            prometheus_poller=self._prometheus,
+        )
+        self._layout_rng = np.random.default_rng(self._seed)
+        self._layouts = {}
+        self._policies = {}
+        self._build_all_layouts()
+        self._inference_augmenter = InferencePowerAugmenter(
+            layouts=self._layouts,
+            policies=self._policies,
+            seed=self._seed + 12345,
+        )
+        self._rolling_buffer.clear()
+        for d in self._deployments:
+            d.batch_size = d.spec.initial_batch_size
+        self._started = False
+
+    def start(self) -> None:
+        """Start load generation, warm up servers, and fill the power buffer.
+
+        Sequence:
+            1. Run health checks on all vLLM servers and zeusd instances.
+            2. Wait for at least one power reading per endpoint (10 s timeout).
+            3. Set initial batch sizes on all vLLM servers.
+            4. Start load generation threads.
+            5. Warm up: poll power into the rolling buffer while waiting for
+               each model's `num_requests_running` to reach 95% of its
+               `initial_batch_size`. Fails after 60 s if any model does not
+               saturate.
+        """
+        if self._started:
+            raise RuntimeError("OnlineDatacenter already started")
+
+        logger.info("Starting OnlineDatacenter with %d deployments", len(self._deployments))
+
+        # 1. Health checks
+        logger.info("Running health checks...")
+        for d in self._deployments:
+            _check_vllm_health(d.vllm_base_url)
+            _check_vllm_model(d.vllm_base_url, d.spec.model_id)
+            for ep in d.gpu_endpoints:
+                _check_zeusd_health(ep.host, ep.port)
+        logger.info("All health checks passed")
+
+        # 2. Wait for power readings from all endpoints
+        all_endpoints: set[str] = set()
+        for d in self._deployments:
+            for ep in d.gpu_endpoints:
+                all_endpoints.add(ep.endpoint_key)
+
+        deadline = time.monotonic() + 10.0
+        while time.monotonic() < deadline:
+            readings = self._power_client.get_power()
+            if all_endpoints.issubset(readings.keys()):
+                logger.info("Power readings received from all %d endpoints", len(all_endpoints))
+                break
+            time.sleep(0.5)
+        else:
+            connected = set(self._power_client.get_power().keys())
+            missing = all_endpoints - connected
+            logger.warning("Timed out waiting for power readings from: %s", missing)
+
+        # 3. Set initial batch sizes on vLLM servers
+        for d in self._deployments:
+            d.set_batch_size(d.spec.initial_batch_size)
+
+        # 4. Start load generation (and Prometheus poller)
+        self._load_gen.start()
+        logger.info("LoadGenerator started")
+
+        # 5. Warm up: fill power buffer + wait for server saturation
+        self._warmup()
+
+        self._started = True
+        logger.info("OnlineDatacenter ready")
+
+    def _poll_power_into_buffer(self) -> tuple[float, dict[str, float]]:
+        """Read GPU power from all endpoints and feed the rolling buffer.
+
+        Returns:
+            Tuple of (monotonic timestamp, per-model average per-GPU watts).
+        """
+        now = time.monotonic()
+        raw_power = self._power_client.get_power()
+        per_gpu_by_model: dict[str, float] = {}
+        for d in self._deployments:
+            total_w = 0.0
+            n_gpus = 0
+            for ep in d.gpu_endpoints:
+                pr = raw_power.get(ep.endpoint_key)
+                if pr is None:
+                    continue
+                for idx in ep.gpu_indices:
+                    if idx in pr.gpu_power_w:
+                        total_w += pr.gpu_power_w[idx]
+                        n_gpus += 1
+            per_gpu_w = total_w / n_gpus if n_gpus > 0 else 0.0
+            self._rolling_buffer.append(d.model_label, now, per_gpu_w)
+            per_gpu_by_model[d.model_label] = per_gpu_w
+        return now, per_gpu_by_model
+
+    def _warmup(
+        self,
+        timeout_s: float = 60.0,
+        saturation_threshold: float = 0.95,
+        poll_interval_s: float = 0.1,
+    ) -> None:
+        """Fill the rolling power buffer and wait for vLLM server saturation.
+
+        Actively polls GPU power to fill the rolling buffer while monitoring
+        Prometheus `num_requests_running` to verify each model has reached
+        `saturation_threshold` of its `initial_batch_size`.
+
+        Completion requires both conditions for every model:
+            1. `num_requests_running >= saturation_threshold * initial_batch_size`
+            2. At least `stagger_buffer_s` has elapsed since that model first
+               reached saturation (so the buffer contains a full stagger
+               window of steady-state power data).
+
+        Args:
+            timeout_s: Maximum warmup duration in seconds.
+            saturation_threshold: Fraction of `initial_batch_size` that
+                `num_requests_running` must reach (0.0-1.0).
+            poll_interval_s: Seconds between power polls.
+
+        Raises:
+            RuntimeError: If any model fails to saturate within `timeout_s`.
+                Includes the `num_requests_running` trajectory for failed
+                models.
+        """
+        stagger_s = STAGGER_BUFFER_S
+        logger.info(
+            "Warming up: waiting for server saturation (%.0f%% of initial_batch_size) "
+            "+ %.1f s buffer fill per model...",
+            saturation_threshold * 100,
+            stagger_s,
+        )
+
+        warmup_start = time.monotonic()
+        deadline = warmup_start + timeout_s
+        last_log = warmup_start
+
+        trajectory: dict[str, list[tuple[float, float]]] = {d.model_label: [] for d in self._deployments}
+        saturation_time: dict[str, float | None] = {d.model_label: None for d in self._deployments}
+
+        while time.monotonic() < deadline:
+            now = time.monotonic()
+            elapsed = now - warmup_start
+
+            self._poll_power_into_buffer()
+
+            all_ready = True
+            if self._prometheus is not None:
+                prom = self._prometheus.get_latest()
+                for d in self._deployments:
+                    label = d.model_label
+                    running = prom.get(label, {}).get("num_requests_running", 0.0)
+                    trajectory[label].append((elapsed, running))
+                    target = d.spec.initial_batch_size * saturation_threshold
+
+                    if running >= target and saturation_time[label] is None:
+                        saturation_time[label] = now
+                        logger.info(
+                            "  %s saturated at t=%.1f s (num_requests_running=%.0f)",
+                            label,
+                            elapsed,
+                            running,
+                        )
+
+                    sat_t = saturation_time[label]
+                    if sat_t is None or (now - sat_t) < stagger_s:
+                        all_ready = False
+            else:
+                logger.warning(
+                    "Prometheus polling is disabled; cannot verify server saturation. "
+                    "Waiting %.1f s for power buffer only.",
+                    stagger_s,
+                )
+                if elapsed < stagger_s:
+                    all_ready = False
+
+            if all_ready:
+                logger.info("Warmup complete in %.1f s", elapsed)
+                return
+
+            if now - last_log >= 10.0:
+                last_log = now
+                if self._prometheus is not None:
+                    prom = self._prometheus.get_latest()
+                    for d in self._deployments:
+                        label = d.model_label
+                        running = prom.get(label, {}).get("num_requests_running", 0.0)
+                        target = d.spec.initial_batch_size
+                        sat_t = saturation_time[label]
+                        buf_s = (now - sat_t) if sat_t is not None else 0.0
+                        logger.info(
+                            "  Warmup %s: num_requests_running=%.0f / %d (%.0f%%), buffer=%.1f / %.1f s",
+                            label,
+                            running,
+                            target,
+                            running / max(target, 1) * 100,
+                            buf_s,
+                            stagger_s,
+                        )
+
+            time.sleep(poll_interval_s)
+
+        if self._prometheus is None:
+            raise RuntimeError(
+                f"Warmup timed out after {timeout_s:.0f} s waiting for power buffer to fill ({stagger_s:.1f} s)"
+            )
+
+        prom = self._prometheus.get_latest()
+        failed: list[str] = []
+        for d in self._deployments:
+            label = d.model_label
+            running = prom.get(label, {}).get("num_requests_running", 0.0)
+            sat_t = saturation_time[label]
+            not_saturated = running < d.spec.initial_batch_size * saturation_threshold
+            not_buffered = sat_t is None or (time.monotonic() - sat_t) < stagger_s
+            if not_saturated or not_buffered:
+                failed.append(label)
+
+        parts = [
+            f"Warmup timed out after {timeout_s:.0f} s. "
+            f"Models that failed to reach {saturation_threshold:.0%} of initial_batch_size:",
+        ]
+        for label in failed:
+            target = self._deployment_map[label].spec.initial_batch_size
+            traj = trajectory[label]
+            final = traj[-1][1] if traj else 0.0
+            parts.append(f"  {label} (target: {target}, reached: {final:.0f}):")
+            step = max(1, int(5.0 / poll_interval_s))
+            samples = traj[::step]
+            if traj and (not samples or samples[-1] is not traj[-1]):
+                samples.append(traj[-1])
+            entries = [f"t={t:.0f}s: {r:.0f}" for t, r in samples]
+            parts.append("    " + ", ".join(entries))
+        raise RuntimeError("\n".join(parts))
+
+    def stop(self) -> None:
+        """Stop load generation and power streaming."""
+        self._load_gen.stop()
+        self._power_client.stop()
+        self._started = False
+        logger.info("OnlineDatacenter stopped")
+
+    def step(self, clock: SimulationClock, events: EventEmitter) -> OnlineDatacenterState:
+        """Read live power, augment to datacenter scale, and return state."""
+        now, per_gpu_w_by_model = self._poll_power_into_buffer()
+
+        measured_power_by_model: dict[str, float] = {}
+        augmentation_factor_by_model: dict[str, float] = {}
+        for d in self._deployments:
+            label = d.model_label
+            measured_power_by_model[label] = per_gpu_w_by_model.get(label, 0.0) * d.num_real_gpus
+            augmentation_factor_by_model[label] = d.augmentation_factor
+
+        per_gpu_by_model: dict[str, np.ndarray] = {}
+        for d in self._deployments:
+            label = d.model_label
+            if label not in self._layouts:
+                continue
+            layout = self._layouts[label]
+            per_gpu_by_model[label] = self._rolling_buffer.sample_servers(label, now, layout.stagger_offsets)
+
+        inference_aug = self._inference_augmenter.augment(per_gpu_by_model, clock.time_s)
+
+        measured_total = sum(measured_power_by_model.values())
+        measured_per_phase = measured_total / 3.0
+
+        observed_itl: dict[str, float] = {
+            d.model_label: self._load_gen.get_observed_itl(d.model_label) for d in self._deployments
+        }
+
+        prometheus_metrics: dict[str, dict[str, float]] = {}
+        if self._prometheus is not None:
+            prometheus_metrics = self._prometheus.get_latest()
+
+        state = OnlineDatacenterState(
+            time_s=clock.time_s,
+            power_w=ThreePhase(
+                a=self._base_W_per_phase + inference_aug.power_w.a,
+                b=self._base_W_per_phase + inference_aug.power_w.b,
+                c=self._base_W_per_phase + inference_aug.power_w.c,
+            ),
+            batch_size_by_model={d.model_label: d.batch_size for d in self._deployments},
+            active_replicas_by_model=inference_aug.active_replicas_by_model,
+            observed_itl_s_by_model=observed_itl,
+            measured_power_w=ThreePhase(
+                a=measured_per_phase + self._base_W_per_phase,
+                b=measured_per_phase + self._base_W_per_phase,
+                c=measured_per_phase + self._base_W_per_phase,
+            ),
+            measured_power_w_by_model=measured_power_by_model,
+            augmented_power_w_by_model=inference_aug.power_by_model_w,
+            augmentation_factor_by_model=augmentation_factor_by_model,
+            prometheus_metrics_by_model=prometheus_metrics,
+        )
+        return state
+
+    @functools.singledispatchmethod
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        """Apply a control command. Dispatches on command type."""
+        raise TypeError(f"OnlineDatacenter does not support {type(command).__name__}")
+
+    @apply_control.register
+    def apply_control_set_batch_size(self, command: SetBatchSize, events: EventEmitter) -> None:
+        """Apply batch size command by sending HTTP requests to vLLM servers."""
+        for label, b in command.batch_size_by_model.items():
+            label = str(label)
+            b_int = int(b)
+            if b_int <= 0:
+                raise ValueError(f"Batch size must be positive for model {label!r}, got {b_int}.")
+            dep = self._deployment_map.get(label)
+            if dep is not None:
+                dep.set_batch_size(b_int, ramp_up_rate=command.ramp_up_rate_by_model.get(label, 0.0))
+
+        events.emit(
+            "datacenter.batch_size.updated",
+            {"batch_size_by_model": {d.model_label: d.batch_size for d in self._deployments}},
+        )
diff --git a/openg2g/datacenter/workloads/__init__.py b/openg2g/datacenter/workloads/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..b78fc47f26b0074cf8974b8e65eeb91620cdac24
--- /dev/null
+++ b/openg2g/datacenter/workloads/__init__.py
@@ -0,0 +1,4 @@
+"""Datacenter workloads.
+
+LLM inference workloads and training workloads.
+"""
diff --git a/openg2g/datacenter/workloads/inference.py b/openg2g/datacenter/workloads/inference.py
new file mode 100644
index 0000000000000000000000000000000000000000..60850aeabf289bc800370e6c13b57d2cc8284dfc
--- /dev/null
+++ b/openg2g/datacenter/workloads/inference.py
@@ -0,0 +1,1363 @@
+"""Inference workload: power traces, templates, ITL fits, and augmentation."""
+
+from __future__ import annotations
+
+import json
+import logging
+from collections.abc import Sequence
+from dataclasses import dataclass, field
+from fractions import Fraction
+from pathlib import Path
+from typing import Any, cast
+
+import numpy as np
+import pandas as pd
+from mlenergy_data.modeling import ITLMixtureModel
+from mlenergy_data.records import LLMRuns
+from pydantic import BaseModel, ConfigDict
+
+import openg2g
+from openg2g.common import ThreePhase
+from openg2g.datacenter.config import InferenceModelSpec
+from openg2g.datacenter.layout import ActivationPolicy, ServerLayout
+
+logger = logging.getLogger(__name__)
+
+
+class MLEnergySource(BaseModel):
+    """Per-model ML.ENERGY benchmark data extraction settings.
+
+    Attributes:
+        model_label: Simulation label for the model.
+        task: Benchmark task name (e.g. `"lm-arena-chat"`, `"gpqa"`).
+        gpu: GPU model name (e.g. `"H100"`).
+        batch_sizes: Batch sizes to extract from the benchmark data.
+        fit_exclude_batch_sizes: Batch sizes to exclude from logistic
+            curve fitting (but still included in trace extraction).
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    model_label: str
+    task: str
+    gpu: str
+    batch_sizes: tuple[int, ...]
+    fit_exclude_batch_sizes: tuple[int, ...] = ()
+
+
+@dataclass(frozen=True)
+class InferenceTrace:
+    """A single power trace measurement.
+
+    Attributes:
+        t_s: Time vector (seconds), monotonically increasing.
+        power_w: Total power vector (watts) across all measured GPUs,
+            same length as `t_s`.
+        measured_gpus: Number of GPUs used in the measurement.
+    """
+
+    t_s: np.ndarray
+    power_w: np.ndarray
+    measured_gpus: int
+
+    def __post_init__(self) -> None:
+        if len(self.t_s) != len(self.power_w):
+            raise ValueError(f"t_s and power_w must have the same length, got {len(self.t_s)} and {len(self.power_w)}")
+        if len(self.t_s) < 5:
+            raise ValueError("Trace too short (need at least 5 samples).")
+        if self.measured_gpus < 1:
+            raise ValueError(f"measured_gpus must be >= 1, got {self.measured_gpus}")
+
+
+def _build_per_gpu_power_template(
+    trace: InferenceTrace,
+    *,
+    dt_s: Fraction | float,
+    duration_s: Fraction | float,
+    steady_skip_s: float = 0.0,
+) -> np.ndarray:
+    """Build a per-GPU power template over [0, duration_s] by periodic repetition.
+
+    Args:
+        trace: Source power trace (total power across measured GPUs).
+        dt_s: Simulation timestep in seconds.
+        duration_s: Total simulation duration in seconds.
+        steady_skip_s: Skip this many seconds from the start of the trace
+            to avoid warm-up transients.
+
+    Returns:
+        1-D array of per-GPU power values at each simulation timestep.
+    """
+    trace_t = np.asarray(trace.t_s, float)
+    trace_p_total = np.asarray(trace.power_w, float)
+
+    mg = max(trace.measured_gpus, 1)
+    p_per_gpu = trace_p_total / mg
+    p_per_gpu = np.clip(p_per_gpu, 0.0, None)
+
+    if steady_skip_s > 0.0:
+        idx0 = np.searchsorted(trace_t, trace_t[0] + float(steady_skip_s))
+        if idx0 < trace_t.size - 5:
+            trace_t = trace_t[idx0:] - trace_t[idx0]
+            p_per_gpu = p_per_gpu[idx0:]
+
+    trace_t = trace_t - trace_t[0]
+    period = float(trace_t[-1] - trace_t[0])
+    if period <= 0:
+        raise ValueError("Non-positive trace duration.")
+
+    n_steps = int(np.ceil(float(duration_s) / float(dt_s))) + 1
+    t_grid = np.arange(n_steps, dtype=float) * float(dt_s)
+    t_mod = np.mod(t_grid, period)
+
+    template = np.interp(t_mod, trace_t, p_per_gpu, left=p_per_gpu[0], right=p_per_gpu[-1])
+    return np.clip(template, 0.0, None)
+
+
+class ITLFitStore:
+    """Per-model, per-batch-size ITL mixture distributions.
+
+    Indexed by `(model_label, batch_size)`. Provides:
+
+    - [`load`][.load]: load fits from a CSV produced by the data pipeline
+    - [`distributions`][.distributions]: access as a nested dict
+    - [`sample_avg`][.sample_avg]: sample a fleet-average ITL value
+
+    Attributes:
+        COL_MODEL_LABEL: Column name for model label in the CSV.
+        COL_BATCH_SIZE: Column name for batch size in the CSV.
+    """
+
+    COL_MODEL_LABEL = "model_label"
+    COL_BATCH_SIZE = "max_num_seqs"
+
+    def __init__(
+        self,
+        distributions: dict[str, dict[int, ITLMixtureModel]],
+        approx_sampling_thresh: int = 30,
+    ) -> None:
+        self._distributions = {
+            str(label): {int(b): m for b, m in per_batch.items()} for label, per_batch in distributions.items()
+        }
+        self._approx_sampling_thresh = int(approx_sampling_thresh)
+
+    @property
+    def distributions(self) -> dict[str, dict[int, ITLMixtureModel]]:
+        """Nested dict: `model_label -> batch_size -> ITLMixtureModel`."""
+        return self._distributions
+
+    def sample_avg(
+        self,
+        model_label: str,
+        batch_size: int,
+        n_replicas: int,
+        rng: np.random.Generator,
+    ) -> float:
+        """Sample a fleet-average ITL for the given model and batch size.
+
+        Uses `ITLMixtureModel.sample_avg` under the hood, with the
+        `approx_sampling_thresh` set at construction time.
+
+        Args:
+            model_label: Model label string.
+            batch_size: Current batch size.
+            n_replicas: Number of active replicas.
+            rng: NumPy random generator for sampling.
+
+        Returns:
+            Fleet-average ITL in seconds.
+
+        Raises:
+            KeyError: If model or batch size is not in the store.
+        """
+        model_dists = self._distributions.get(model_label)
+        if model_dists is None:
+            raise KeyError(f"No ITL distributions for model={model_label!r}")
+        params = model_dists.get(int(batch_size))
+        if params is None:
+            raise KeyError(
+                f"No ITL distributions for model={model_label!r}, batch={batch_size}. "
+                f"Available={sorted(model_dists.keys())}"
+            )
+        return params.sample_avg(
+            n_replicas=n_replicas,
+            rng=rng,
+            exact_threshold=self._approx_sampling_thresh,
+        )
+
+    @classmethod
+    def load(cls, csv_path: Path | str, approx_sampling_thresh: int = 30) -> ITLFitStore:
+        """Load ITL mixture fits from a CSV.
+
+        Expected columns: `model_label`, `max_num_seqs`, plus the
+        `itl_mix_*` parameter columns produced by
+        `ITLMixtureModel.to_dict()`.
+
+        Args:
+            csv_path: Path to the latency fits CSV.
+            approx_sampling_thresh: Replica count above which sampling
+                uses a CLT normal approximation instead of drawing
+                individual samples.
+        """
+        csv_path = Path(csv_path)
+        df = pd.read_csv(csv_path)
+
+        required_cols = [cls.COL_MODEL_LABEL, cls.COL_BATCH_SIZE]
+        missing = [c for c in required_cols if c not in df.columns]
+        if missing:
+            raise ValueError(f"{csv_path} missing columns: {missing}. Got: {list(df.columns)}")
+
+        distributions: dict[str, dict[int, ITLMixtureModel]] = {}
+        for row in df.to_dict(orient="records"):
+            label = str(row[cls.COL_MODEL_LABEL]).strip()
+            batch = int(row[cls.COL_BATCH_SIZE])
+            distributions.setdefault(label, {})[batch] = ITLMixtureModel.from_dict(row)
+
+        if not distributions:
+            raise ValueError(f"No ITL mixture rows loaded from {csv_path}")
+        return cls(distributions, approx_sampling_thresh=approx_sampling_thresh)
+
+    def save(self, csv_path: Path) -> None:
+        """Save ITL mixture fits to a CSV.
+
+        Args:
+            csv_path: Output CSV path.
+        """
+        csv_path = Path(csv_path)
+        csv_path.parent.mkdir(parents=True, exist_ok=True)
+        rows: list[dict[str, Any]] = []
+        for label in sorted(self._distributions):
+            for batch in sorted(self._distributions[label]):
+                model = self._distributions[label][batch]
+                rows.append(
+                    {
+                        self.COL_MODEL_LABEL: label,
+                        self.COL_BATCH_SIZE: batch,
+                        "itl_dist": "lognormal_mixture_2",
+                        **{f"itl_mix_{k}": v for k, v in model.to_dict().items()},
+                    }
+                )
+        pd.DataFrame(rows).to_csv(csv_path, index=False)
+
+
+class InferenceTemplateStore:
+    """Pre-built per-GPU power templates for a specific simulation config.
+
+    Created by [`InferenceTraceStore.build_templates`][..InferenceTraceStore.build_templates].
+    Use [`template`][.template] to look up a template by model label and batch size.
+    """
+
+    def __init__(
+        self,
+        templates: dict[tuple[str, int], np.ndarray],
+        batch_sizes_by_model: dict[str, list[int]],
+    ) -> None:
+        self._templates = templates
+        self._batch_sizes_by_model = batch_sizes_by_model
+
+    def template(self, model_label: str, batch_size: int) -> np.ndarray:
+        """Return a pre-built per-GPU power template."""
+        key = (str(model_label), int(batch_size))
+        if key not in self._templates:
+            raise KeyError(f"No template for model={model_label!r}, batch={batch_size}.")
+        return self._templates[key]
+
+    def batch_sizes(self, model_label: str) -> list[int]:
+        """List of batch sizes available for a model."""
+        sizes = self._batch_sizes_by_model.get(model_label)
+        if sizes is None:
+            raise KeyError(f"Unknown model: {model_label!r}")
+        return list(sizes)
+
+
+class InferenceTraceStore:
+    """Manages raw power traces loaded from CSV files.
+
+    Indexed by `(model_label, batch_size)`. Provides:
+
+    - [`load`][.load]: load traces discovered via a manifest CSV
+    - [`build_templates`][.build_templates]: build per-GPU power
+      templates for a specific simulation config, returning a
+      [`InferenceTemplateStore`][..InferenceTemplateStore]
+    """
+
+    MANIFEST_COL_MODEL_LABEL = "model_label"
+    MANIFEST_COL_NUM_GPUS = "num_gpus"
+    MANIFEST_COL_BATCH_SIZE = "max_num_seqs"
+    MANIFEST_COL_TRACE_FILE = "trace_file"
+    TRACE_COL_TIME = "relative_time_s"
+    TRACE_COL_POWER = "power_total_W"
+
+    def __init__(self, traces: dict[str, dict[int, InferenceTrace]]) -> None:
+        self._traces = {str(label): {int(b): tr for b, tr in per_batch.items()} for label, per_batch in traces.items()}
+
+    @classmethod
+    def load(cls, manifest: Path) -> InferenceTraceStore:
+        """Load traces discovered via a manifest CSV.
+
+        Trace file paths in the manifest are resolved relative to the
+        manifest file's parent directory.
+
+        Args:
+            manifest: Path to the manifest CSV (e.g. `traces_summary.csv`).
+                Expected columns: `model_label`, `num_gpus`, `max_num_seqs`,
+                `trace_file`.
+        """
+        manifest = Path(manifest)
+        base_dir = manifest.parent
+        df = pd.read_csv(manifest)
+
+        required_cols = [
+            cls.MANIFEST_COL_MODEL_LABEL,
+            cls.MANIFEST_COL_NUM_GPUS,
+            cls.MANIFEST_COL_BATCH_SIZE,
+            cls.MANIFEST_COL_TRACE_FILE,
+        ]
+        missing = [c for c in required_cols if c not in df.columns]
+        if missing:
+            raise ValueError(f"Manifest {manifest} missing columns: {missing}. Got: {list(df.columns)}")
+
+        traces: dict[str, dict[int, InferenceTrace]] = {}
+        for row in df.to_dict(orient="records"):
+            label = str(row[cls.MANIFEST_COL_MODEL_LABEL])
+            num_gpus = int(row[cls.MANIFEST_COL_NUM_GPUS])
+            batch = int(row[cls.MANIFEST_COL_BATCH_SIZE])
+            trace_path = base_dir / str(row[cls.MANIFEST_COL_TRACE_FILE])
+
+            if not trace_path.exists():
+                raise FileNotFoundError(f"Trace file not found: {trace_path} (model={label}, batch={batch})")
+
+            tdf = pd.read_csv(trace_path)
+            if cls.TRACE_COL_TIME not in tdf.columns or cls.TRACE_COL_POWER not in tdf.columns:
+                raise ValueError(
+                    f"{trace_path} must contain {cls.TRACE_COL_TIME!r} and "
+                    f"{cls.TRACE_COL_POWER!r}. Got: {list(tdf.columns)}"
+                )
+
+            t = tdf[cls.TRACE_COL_TIME].to_numpy(float)
+            p = tdf[cls.TRACE_COL_POWER].to_numpy(float)
+            if np.any(np.diff(t) < 0):
+                idx = np.argsort(t)
+                t, p = t[idx], p[idx]
+
+            traces.setdefault(label, {})[batch] = InferenceTrace(
+                t_s=t,
+                power_w=p,
+                measured_gpus=num_gpus,
+            )
+
+        return cls(traces)
+
+    def build_templates(
+        self,
+        *,
+        duration_s: Fraction | float,
+        dt_s: Fraction | float,
+        steady_skip_s: float = 0.0,
+    ) -> InferenceTemplateStore:
+        """Build per-GPU power templates for all traces.
+
+        Args:
+            duration_s: Total simulation duration (seconds).
+            dt_s: Simulation timestep (seconds).
+            steady_skip_s: Skip this many seconds from the start of each
+                trace to avoid warm-up transients.
+
+        Returns:
+            A [`InferenceTemplateStore`][openg2g.datacenter.workloads.inference.InferenceTemplateStore]
+                holding the built templates.
+        """
+        templates: dict[tuple[str, int], np.ndarray] = {}
+        batch_sizes_by_model: dict[str, list[int]] = {}
+        for label, per_batch in self._traces.items():
+            batch_sizes_by_model[label] = sorted(per_batch.keys())
+            for batch, tr in per_batch.items():
+                tpl = _build_per_gpu_power_template(
+                    tr,
+                    dt_s=dt_s,
+                    duration_s=duration_s,
+                    steady_skip_s=steady_skip_s,
+                )
+                templates[(label, batch)] = tpl
+        return InferenceTemplateStore(templates, batch_sizes_by_model)
+
+    def save(self, out_dir: Path) -> None:
+        """Save traces and manifest CSV to a directory.
+
+        Writes individual trace CSVs to `out_dir/traces/` and a manifest
+        CSV at `out_dir/traces_summary.csv`.
+
+        Args:
+            out_dir: Output directory.
+        """
+        out_dir = Path(out_dir)
+        traces_dir = out_dir / "traces"
+        traces_dir.mkdir(parents=True, exist_ok=True)
+
+        summary_rows: list[dict[str, Any]] = []
+        for label in sorted(self._traces):
+            for batch in sorted(self._traces[label]):
+                tr = self._traces[label][batch]
+                trace_name = f"{label}_num_gpus_{tr.measured_gpus}_max_num_seqs_{batch}.csv"
+                pd.DataFrame(
+                    {
+                        self.TRACE_COL_TIME: tr.t_s,
+                        self.TRACE_COL_POWER: tr.power_w,
+                    }
+                ).to_csv(traces_dir / trace_name, index=False)
+                summary_rows.append(
+                    {
+                        self.MANIFEST_COL_MODEL_LABEL: label,
+                        self.MANIFEST_COL_NUM_GPUS: tr.measured_gpus,
+                        self.MANIFEST_COL_BATCH_SIZE: batch,
+                        self.MANIFEST_COL_TRACE_FILE: f"traces/{trace_name}",
+                    }
+                )
+        pd.DataFrame(summary_rows).to_csv(out_dir / "traces_summary.csv", index=False)
+
+
+class InferenceData:
+    """LLM inference workload with offline simulation data.
+
+    Bundles model specifications with power templates and latency
+    distributions. Validates that all models have matching data entries.
+
+    Args:
+        models: Model specifications as a tuple of
+            [`InferenceModelSpec`][openg2g.datacenter.config.InferenceModelSpec].
+        power_templates: Pre-built per-GPU power templates for all models
+            and batch sizes, created via
+            [`InferenceTraceStore.build_templates`][..InferenceTraceStore.build_templates].
+        itl_fits: Per-model ITL mixture distributions. Required when using
+            controllers that read observed latency (e.g.,
+            `OFOBatchSizeController`). When omitted, NaN is reported for
+            observed latency.
+    """
+
+    def __init__(
+        self,
+        models: tuple[InferenceModelSpec, ...],
+        *,
+        power_templates: InferenceTemplateStore,
+        itl_fits: ITLFitStore | None = None,
+    ) -> None:
+        if isinstance(power_templates, InferenceTraceStore):
+            raise TypeError(
+                "Expected a InferenceTemplateStore, got InferenceTraceStore. "
+                "Call InferenceTraceStore.build_templates() first to create a InferenceTemplateStore."
+            )
+        if not models:
+            raise ValueError("models must not be empty.")
+        labels = [ms.model_label for ms in models]
+        if len(labels) != len(set(labels)):
+            raise ValueError(f"Duplicate model labels: {labels}")
+
+        self._models = models
+        self._power_templates: InferenceTemplateStore | None = power_templates
+        self._trace_store: InferenceTraceStore | None = None
+        self._itl_fit_store: ITLFitStore | None = None
+        self._itl_fits = itl_fits
+        self._itl_samples_df: pd.DataFrame | None = None
+
+        for ms in self._models:
+            try:
+                power_templates.batch_sizes(ms.model_label)
+            except KeyError:
+                raise ValueError(
+                    f"Power templates missing for model {ms.model_label!r}. "
+                    f"Ensure InferenceTraceStore contains traces for all models."
+                ) from None
+
+            if itl_fits is not None and ms.model_label not in itl_fits.distributions:
+                raise ValueError(
+                    f"ITL fits missing for model {ms.model_label!r}. "
+                    f"Available models in ITLFitStore: {sorted(itl_fits.distributions.keys())}"
+                )
+
+    @classmethod
+    def generate(
+        cls,
+        models: tuple[InferenceModelSpec, ...],
+        data_sources: dict[str, MLEnergySource],
+        *,
+        runs: Any = None,
+        mlenergy_data_dir: Path | None = None,
+        dt_s: float = 0.1,
+        seed: int = 0,
+        itl_sample_cap: int = 2048,
+    ) -> InferenceData:
+        """Generate inference data from ML.ENERGY benchmark data.
+
+        Produces power traces and ITL mixture fits for all models and
+        batch sizes specified in `data_sources`.
+
+        Args:
+            models: Model specifications.
+            data_sources: Per-model benchmark data extraction settings,
+                keyed by `model_label`.
+            runs: Pre-loaded `LLMRuns` object. If `None`, loads from
+                `mlenergy_data_dir` or the HuggingFace Hub.
+            mlenergy_data_dir: Path to compiled mlenergy-data directory.
+                Ignored if `runs` is provided.
+            dt_s: Trace timestep (seconds).
+            seed: Random seed for ITL fitting.
+            itl_sample_cap: Maximum ITL samples per run for fitting.
+
+        Returns:
+            A new `InferenceData` with generated traces and ITL fits (no
+            templates — call `InferenceTraceStore.build_templates()` on the
+            saved/loaded store to get templates).
+        """
+        if runs is None:
+            unique_tasks = {src.task for src in data_sources.values()}
+            if mlenergy_data_dir:
+                logger.info("Loading runs from %s (tasks: %s)", mlenergy_data_dir, sorted(unique_tasks))
+                runs = LLMRuns.from_directory(str(mlenergy_data_dir), stable_only=False).task(*unique_tasks)
+            else:
+                logger.info("Loading runs from Hugging Face Hub (tasks: %s)", sorted(unique_tasks))
+                runs = LLMRuns.from_hf(stable_only=False).task(*unique_tasks)
+        if not runs:
+            raise ValueError("No runs found for the specified tasks")
+
+        subsets_by_label: dict[str, Any] = {}
+        tl_frames: list[pd.DataFrame] = []
+        itl_frames: list[pd.DataFrame] = []
+
+        for ms in models:
+            src = data_sources.get(ms.model_label)
+            if src is None:
+                raise ValueError(f"No data source for model {ms.model_label!r}")
+            model_id = ms.model_id
+            if not model_id:
+                raise ValueError(f"model_id is required for data generation (model={ms.model_label!r})")
+
+            subset = (
+                runs.model_id(model_id).gpu_model(src.gpu).num_gpus(ms.gpus_per_replica).max_num_seqs(*src.batch_sizes)
+            )
+            if not subset:
+                raise ValueError(
+                    f"Config matched zero runs: model_id={model_id!r}, "
+                    f"gpu={src.gpu!r}, num_gpus={ms.gpus_per_replica}, "
+                    f"batch_sizes={src.batch_sizes}"
+                )
+            subsets_by_label[ms.model_label] = subset
+            logger.info(
+                "%s: %d runs (model_id=%s, gpu=%s, num_gpus=%d, batches=%s)",
+                ms.model_label,
+                len(subset),
+                model_id,
+                src.gpu,
+                ms.gpus_per_replica,
+                sorted({r.max_num_seqs for r in subset}),
+            )
+
+        logger.info("Downloading raw result files for %d models ...", len(subsets_by_label))
+        for subset in subsets_by_label.values():
+            subset.download_raw_files(file="results")
+        logger.info("Downloads complete. Extracting timelines and ITL samples ...")
+
+        for label, subset in subsets_by_label.items():
+            for run in subset:
+                tl = run.timelines(metric="power.device_instant")
+                tl["model_label"] = label
+                tl["num_gpus"] = run.num_gpus
+                tl["max_num_seqs"] = run.max_num_seqs
+                tl["run_index"] = len(tl_frames)
+                tl_frames.append(tl)
+
+            itl = subset.inter_token_latencies()
+            itl["model_label"] = label
+            itl_frames.append(itl)
+
+        all_tl = pd.concat(tl_frames, ignore_index=True)
+        itl_samples_df = pd.concat(itl_frames, ignore_index=True)
+        logger.info("Building trace store (%d timeline rows) and fitting ITL models ...", len(all_tl))
+
+        trace_store = _build_trace_store_from_timelines(all_tl, dt_s=dt_s)
+        itl_fit_store = _build_itl_fit_store(itl_samples_df, max_samples=itl_sample_cap, seed=seed)
+
+        return cls._from_stores(
+            models,
+            trace_store=trace_store,
+            itl_fit_store=itl_fit_store,
+            itl_samples_df=itl_samples_df,
+        )
+
+    @classmethod
+    def _from_stores(
+        cls,
+        models: tuple[InferenceModelSpec, ...],
+        *,
+        trace_store: InferenceTraceStore,
+        itl_fit_store: ITLFitStore,
+        itl_samples_df: pd.DataFrame | None = None,
+    ) -> InferenceData:
+        """Create from raw stores (internal, used by generate)."""
+        instance = object.__new__(cls)
+        instance._models = models
+        instance._trace_store = trace_store
+        instance._itl_fit_store = itl_fit_store
+        instance._power_templates = None
+        instance._itl_fits = itl_fit_store
+        instance._itl_samples_df = itl_samples_df
+        return instance
+
+    def save(self, out_dir: Path, *, plot: bool = False) -> None:
+        """Save traces and ITL fits to a directory.
+
+        Args:
+            out_dir: Output directory.
+            plot: If `True`, also write characterization plots (power
+                trajectories, ITL distributions).
+        """
+        out_dir = Path(out_dir)
+        out_dir.mkdir(parents=True, exist_ok=True)
+        if self._trace_store is not None:
+            self._trace_store.save(out_dir)
+        if self._itl_fits is not None:
+            self._itl_fits.save(out_dir / "latency_fits.csv")
+
+        (out_dir / "_manifest.json").write_text(
+            json.dumps({"openg2g_version": openg2g.__version__}, indent=2, sort_keys=True)
+        )
+
+        if plot and self._trace_store is not None:
+            _plot_power_trajectories(self._trace_store, self._models, out_dir)
+            itl_samples = self._itl_samples_df
+            if self._itl_fit_store is not None and itl_samples is not None:
+                for ms in self._models:
+                    _plot_itl_distributions(self._itl_fit_store, itl_samples, ms.model_label, out_dir)
+
+    @classmethod
+    def load(
+        cls,
+        data_dir: Path,
+        models: tuple[InferenceModelSpec, ...],
+        *,
+        duration_s: float = 600.0,
+        dt_s: float = 0.1,
+        steady_skip_s: float = 0.0,
+    ) -> InferenceData:
+        """Load from a generated data directory.
+
+        Loads traces from `traces_summary.csv`, builds templates, and
+        loads ITL fits from `latency_fits.csv`.
+
+        Args:
+            data_dir: Directory containing generated data.
+            models: Model specifications.
+            duration_s: Simulation duration for template building.
+            dt_s: Simulation timestep for template building.
+            steady_skip_s: Skip seconds for template building.
+        """
+        data_dir = Path(data_dir)
+        _check_version_stamp(data_dir, "InferenceData")
+        store = InferenceTraceStore.load(data_dir / "traces_summary.csv")
+        templates = store.build_templates(duration_s=duration_s, dt_s=dt_s, steady_skip_s=steady_skip_s)
+        itl_fits = ITLFitStore.load(data_dir / "latency_fits.csv")
+        return cls(models, power_templates=templates, itl_fits=itl_fits)
+
+    @classmethod
+    def ensure(
+        cls,
+        data_dir: Path,
+        models: tuple[InferenceModelSpec, ...],
+        data_sources: dict[str, MLEnergySource] | None = None,
+        *,
+        mlenergy_data_dir: Path | None = None,
+        plot: bool = False,
+        duration_s: float = 600.0,
+        dt_s: float = 0.1,
+        steady_skip_s: float = 0.0,
+    ) -> InferenceData:
+        """Load from `data_dir`, generating first if needed.
+
+        If `data_dir/traces_summary.csv` does not exist, generates
+        inference data from ML.ENERGY benchmark data and saves it.
+        Then loads and returns.
+
+        Args:
+            data_dir: Data directory (generated files go here).
+            models: Model specifications.
+            data_sources: Per-model benchmark data extraction settings,
+                keyed by `model_label`. Required when no cached data exists.
+            mlenergy_data_dir: Path to compiled mlenergy-data directory.
+            plot: If `True`, generate characterization plots on generation.
+            duration_s: Simulation duration for template building.
+            dt_s: Simulation timestep for template building.
+            steady_skip_s: Skip seconds for template building.
+        """
+        data_dir = Path(data_dir)
+        if not (data_dir / "traces_summary.csv").exists():
+            if data_sources is None:
+                raise ValueError("data_sources required for InferenceData generation (no cached data)")
+            logger.info("Generating inference data to %s ...", data_dir)
+            cls.generate(
+                models,
+                data_sources,
+                mlenergy_data_dir=mlenergy_data_dir,
+                dt_s=dt_s,
+            ).save(data_dir, plot=plot)
+        return cls.load(data_dir, models, duration_s=duration_s, dt_s=dt_s, steady_skip_s=steady_skip_s)
+
+    @property
+    def models(self) -> tuple[InferenceModelSpec, ...]:
+        """The model specifications."""
+        return self._models
+
+    @property
+    def power_templates(self) -> InferenceTemplateStore:
+        if self._power_templates is None:
+            raise RuntimeError("power_templates not available (generate-only instance). Load from disk first.")
+        return self._power_templates
+
+    @property
+    def itl_fits(self) -> ITLFitStore | None:
+        return self._itl_fits
+
+
+def _check_version_stamp(data_dir: Path, label: str) -> None:
+    """Log a warning if cached data was generated with a different openg2g version."""
+    manifest_path = data_dir / "_manifest.json"
+    if not manifest_path.exists():
+        return
+    try:
+        manifest = json.loads(manifest_path.read_text())
+    except (json.JSONDecodeError, OSError):
+        return
+    cached_version = manifest.get("openg2g_version", "unknown")
+    if cached_version != openg2g.__version__:
+        logger.warning(
+            "%s: cached data generated with openg2g %s (current %s). Consider regenerating.",
+            label,
+            cached_version,
+            openg2g.__version__,
+        )
+
+
+def _build_trace_store_from_timelines(tl: pd.DataFrame, *, dt_s: float) -> InferenceTraceStore:
+    """Build an InferenceTraceStore from raw timeline data.
+
+    Args:
+        tl: Combined timeline dataframe with columns `model_label`,
+            `num_gpus`, `max_num_seqs`, `run_index`, `relative_time_s`, `value`.
+        dt_s: Resampling timestep.
+
+    Returns:
+        An InferenceTraceStore with median-aggregated traces.
+    """
+    if tl.empty:
+        raise ValueError("No timeline rows extracted from selected runs")
+
+    traces: dict[str, dict[int, InferenceTrace]] = {}
+    keys = [
+        InferenceTraceStore.MANIFEST_COL_MODEL_LABEL,
+        InferenceTraceStore.MANIFEST_COL_NUM_GPUS,
+        InferenceTraceStore.MANIFEST_COL_BATCH_SIZE,
+    ]
+    for key, g in tl.groupby(keys, dropna=False):
+        if not isinstance(key, tuple):
+            raise TypeError(f"Expected tuple groupby key, got {type(key).__name__}")
+        model_label, num_gpus, batch = str(key[0]), cast(int, key[1]), cast(int, key[2])
+        series_list: list[tuple[np.ndarray, np.ndarray]] = []
+        t_ends: list[float] = []
+
+        for _run_index, rg in g.groupby("run_index"):
+            rr = rg.sort_values("relative_time_s")
+            t = rr["relative_time_s"].to_numpy(dtype=float)
+            p = rr["value"].to_numpy(dtype=float)
+            if t.size < 2:
+                continue
+            series_list.append((t, p))
+            t_ends.append(float(t[-1]))
+
+        if not series_list:
+            continue
+
+        t_end = float(np.median(np.asarray(t_ends, dtype=float)))
+        grid = np.arange(0.0, t_end + 1e-12, float(dt_s), dtype=float)
+        mats: list[np.ndarray] = []
+        for t, p in series_list:
+            mats.append(np.interp(grid, t, p, left=p[0], right=p[-1]))
+        mat = np.vstack(mats)
+        p_med = np.median(mat, axis=0)
+
+        traces.setdefault(model_label, {})[batch] = InferenceTrace(
+            t_s=grid,
+            power_w=p_med,
+            measured_gpus=int(num_gpus),
+        )
+
+    if not traces:
+        raise ValueError("No trace profiles extracted from timeline data")
+    return InferenceTraceStore(traces)
+
+
+def _build_itl_fit_store(
+    itl: pd.DataFrame,
+    *,
+    max_samples: int,
+    seed: int,
+) -> ITLFitStore:
+    """Build an ITLFitStore from raw ITL sample data.
+
+    Args:
+        itl: ITL sample dataframe with columns `model_label`, `num_gpus`,
+            `max_num_seqs`, `itl_s`.
+        max_samples: Maximum ITL samples per group for fitting.
+        seed: Random seed for ITL fitting.
+
+    Returns:
+        An ITLFitStore with fitted mixture distributions.
+    """
+    if itl.empty:
+        raise ValueError("No ITL samples provided")
+
+    distributions: dict[str, dict[int, ITLMixtureModel]] = {}
+    for key, g in itl.groupby(["model_label", "num_gpus", "max_num_seqs"], dropna=False):
+        if not isinstance(key, tuple):
+            raise TypeError(f"Expected tuple groupby key, got {type(key).__name__}")
+        model_label, _num_gpus, batch = str(key[0]), cast(int, key[1]), cast(int, key[2])
+        fit = ITLMixtureModel.fit(
+            g["itl_s"].to_numpy(dtype=float),
+            max_samples=max_samples,
+            seed=seed,
+        )
+        distributions.setdefault(model_label, {})[batch] = fit
+
+    if not distributions:
+        raise ValueError("No ITL fits produced")
+    return ITLFitStore(distributions)
+
+
+@dataclass(frozen=True)
+class InferenceAugmentedPower:
+    """Result of inference power augmentation for one simulation timestep.
+
+    Attributes:
+        power_w: Three-phase inference power (watts), excluding base load.
+        power_by_model_w: Per-model total active power (watts).
+        active_replicas_by_model: Per-model active replica count.
+    """
+
+    power_w: ThreePhase
+    power_by_model_w: dict[str, float] = field(default_factory=dict)
+    active_replicas_by_model: dict[str, int] = field(default_factory=dict)
+
+
+class InferencePowerAugmenter:
+    """Scales per-GPU inference power through server layouts to three-phase power.
+
+    Given per-GPU power values for each server (one value per server per
+    model), applies per-server scaling, noise, activation masking, and
+    phase summation to produce inference-level three-phase power.
+
+    This class is backend-agnostic. The offline datacenter feeds it
+    template-indexed values; the online datacenter can feed it
+    live-measured values. The datacenter backend is responsible for
+    adding facility base load on top of the returned inference power.
+
+    Args:
+        layouts: Per-model server layouts (physical topology).
+        policies: Per-model activation policies determining which servers
+            are active at each timestep.
+        seed: Random seed for noise RNG.
+    """
+
+    def __init__(
+        self,
+        layouts: dict[str, ServerLayout],
+        policies: dict[str, ActivationPolicy],
+        seed: int = 0,
+    ) -> None:
+        self._layouts = layouts
+        self._policies = policies
+        self._seed = int(seed)
+        self._rng = np.random.default_rng(self._seed)
+
+    def augment(
+        self,
+        per_gpu_by_model: dict[str, np.ndarray],
+        t: float,
+    ) -> InferenceAugmentedPower:
+        """Augment per-server per-GPU power to three-phase power.
+
+        Args:
+            per_gpu_by_model: Mapping of model label to per-GPU power
+                array of shape `(num_servers,)`. Only models with active
+                replicas should be included.
+            t: Current simulation time (seconds).
+
+        Returns:
+            Augmented inference power with three-phase totals, per-model
+                power, and per-model active replica counts.
+        """
+        phase_power = np.zeros(3, dtype=float)
+        power_by_model: dict[str, float] = {}
+        active_replicas_by_model: dict[str, int] = {}
+
+        for label, per_gpu in per_gpu_by_model.items():
+            layout = self._layouts[label]
+            policy = self._policies[label]
+
+            server_powers = per_gpu * layout.gpus_per_server_list * layout.amplitude_scales
+            if layout.noise_fraction > 0:
+                levels = np.maximum(server_powers, 1.0)
+                server_powers += self._rng.normal(0.0, 1.0, size=layout.num_servers) * layout.noise_fraction * levels
+            server_powers = np.maximum(server_powers, 0.0)
+
+            active_indices = policy.active_indices(t)
+            active_powers = server_powers[active_indices]
+            active_phases = layout.phase_list[active_indices]
+
+            model_phase_power = np.zeros(3, dtype=float)
+            np.add.at(model_phase_power, active_phases, active_powers)
+            phase_power += model_phase_power
+
+            power_by_model[label] = float(np.sum(active_powers))
+            active_gpus = int(np.sum(layout.gpus_per_server_list[active_indices]))
+            active_replicas_by_model[label] = active_gpus // layout.gpus_per_replica
+
+        return InferenceAugmentedPower(
+            power_w=ThreePhase(
+                a=float(phase_power[0]),
+                b=float(phase_power[1]),
+                c=float(phase_power[2]),
+            ),
+            power_by_model_w=power_by_model,
+            active_replicas_by_model=active_replicas_by_model,
+        )
+
+    def reset(self) -> None:
+        """Re-seed the noise RNG to its initial state."""
+        self._rng = np.random.default_rng(self._seed)
+
+
+def _lognorm_pdf(x: np.ndarray, sigma: float, scale: float) -> np.ndarray:
+    """Standard lognormal PDF: f(x; sigma, scale) for x > 0."""
+    x = np.asarray(x, dtype=float)
+    out = np.zeros_like(x)
+    mask = x > 0
+    xx = x[mask]
+    out[mask] = (1.0 / (xx * sigma * np.sqrt(2.0 * np.pi))) * np.exp(-(np.log(xx / scale) ** 2) / (2.0 * sigma * sigma))
+    return out
+
+
+def _plot_power_trajectories(
+    trace_store: InferenceTraceStore,
+    models: tuple[InferenceModelSpec, ...],
+    out_dir: Path,
+    *,
+    rolling_window: int = 10,
+) -> None:
+    """Plot total GPU power trajectories per batch size.
+
+    One subplot per model. Each curve is a different batch size.
+    Saves to `out_dir / "power_trajectories.png"`.
+    """
+    import matplotlib.pyplot as plt
+
+    model_labels = [m.model_label for m in models]
+    n_models = len(model_labels)
+    fig, axes = plt.subplots(n_models, 1, figsize=(10, 5), dpi=160, squeeze=False)
+
+    panel_labels = "abcdefghij"
+
+    for row, model_label in enumerate(model_labels):
+        ax = axes[row, 0]
+        per_batch = trace_store._traces.get(model_label, {})
+        if not per_batch:
+            ax.set_title(f"{model_label} (no traces found)")
+            continue
+
+        batches = sorted(per_batch.keys())
+        cmap = plt.get_cmap("tab10")
+
+        for i, batch in enumerate(batches):
+            tr = per_batch[batch]
+            time_s = tr.t_s.copy()
+            power_kw = tr.power_w.copy() / 1000.0
+
+            if rolling_window > 1 and len(power_kw) >= rolling_window:
+                kernel = np.ones(rolling_window) / rolling_window
+                smoothed = np.convolve(power_kw, kernel, mode="same")
+                half = rolling_window // 2
+                smoothed[:half] = power_kw[:half]
+                smoothed[-half:] = power_kw[-half:]
+                power_kw = smoothed
+
+            ax.plot(time_s, power_kw, label=f"batch={batch}", color=cmap(i))
+
+        label_char = panel_labels[row] if row < len(panel_labels) else ""
+        num_gpus = per_batch[batches[0]].measured_gpus
+        gpu_suffix = "GPUs" if num_gpus > 1 else "GPU"
+        ax.set_title(
+            f"({label_char}) {model_label}: Total-GPU Power ({num_gpus} {gpu_suffix})",
+            fontsize=13,
+        )
+        ax.set_ylabel("Power (kW)", fontsize=11)
+        if row == 0:
+            ax.legend(fontsize=9, ncol=len(batches), loc="lower center", frameon=True, framealpha=0.9)
+        ax.grid(True, alpha=0.3)
+        ax.set_xlim(left=0)
+
+    axes[-1, 0].set_xlabel("Time (seconds)", fontsize=11)
+    fig.tight_layout()
+
+    save_path = out_dir / "power_trajectories.png"
+    save_path.parent.mkdir(parents=True, exist_ok=True)
+    fig.savefig(save_path, bbox_inches="tight", pad_inches=0.02)
+    plt.close(fig)
+    logger.info("Saved power trajectories plot to %s", save_path)
+
+
+def _plot_itl_distributions(
+    itl_fit_store: ITLFitStore,
+    itl_samples_df: pd.DataFrame,
+    model_label: str,
+    out_dir: Path,
+    *,
+    hist_bins: int = 120,
+    hist_alpha: float = 0.12,
+    x_lo_q: float = 0.5,
+    x_hi_q: float = 99.5,
+    grid_n: int = 1200,
+) -> None:
+    """Plot ITL mixture distribution overlay for one model.
+
+    Shows the fitted mixture PDF for each batch size overlaid, with
+    histograms and an inset showing steady/stall component decomposition
+    for the largest batch size. Saves to `out_dir / "itl_distributions_{model_label}.png"`.
+    """
+    import matplotlib.pyplot as plt
+    from mpl_toolkits.axes_grid1.inset_locator import inset_axes
+
+    model_dists = itl_fit_store.distributions.get(model_label, {})
+    if not model_dists:
+        logger.warning("No ITL distributions for model %s, skipping plot", model_label)
+        return
+
+    samples = itl_samples_df[itl_samples_df["model_label"] == model_label]
+    batches = sorted(model_dists.keys())
+
+    all_x = samples[samples["max_num_seqs"].isin(batches)]["itl_s"].to_numpy(dtype=float)
+    if len(all_x) == 0:
+        logger.warning("No ITL samples for model %s, skipping plot", model_label)
+        return
+
+    lo = float(np.percentile(all_x, x_lo_q))
+    hi = float(np.percentile(all_x, x_hi_q))
+    grid = np.linspace(lo, hi, grid_n)
+
+    fig, ax = plt.subplots(figsize=(7.2, 3.2), dpi=160)
+
+    cmap = plt.get_cmap("tab10") if len(batches) <= 10 else plt.get_cmap("tab20")
+    colors = {b: cmap(i % cmap.N) for i, b in enumerate(batches)}
+
+    for b in batches:
+        model = model_dists[b]
+        params = model.to_dict()
+        loc = float(params["loc"])
+        pi = float(params["pi_steady"])
+        s1 = float(params["sigma_steady"])
+        sc1 = float(params["scale_steady"])
+        s2 = float(params["sigma_stall"])
+        sc2 = float(params["scale_stall"])
+
+        shifted = grid - loc
+        pdf_mix = pi * _lognorm_pdf(shifted, s1, sc1) + (1 - pi) * _lognorm_pdf(shifted, s2, sc2)
+
+        c = colors[b]
+        bsamp = samples[samples["max_num_seqs"] == b]["itl_s"].to_numpy(dtype=float)
+        if len(bsamp) > 0:
+            ax.hist(bsamp, bins=hist_bins, range=(lo, hi), density=True, alpha=hist_alpha, color=c)
+        ax.plot(grid, pdf_mix, linewidth=2.2, color=c, label=f"batch={b}")
+
+    ax.set_title(f"(a) {model_label}: ITL distribution vs batch size")
+    ax.set_xlabel("Inter-token latency (seconds)")
+    ax.set_ylabel("Density")
+    ax.legend(ncol=4, fontsize=9, frameon=True)
+    ax.set_xlim(lo, hi)
+
+    inset_batch = max(batches)
+    inset_model = model_dists[inset_batch]
+    inset_params = inset_model.to_dict()
+    loc = float(inset_params["loc"])
+    pi = float(inset_params["pi_steady"])
+    s1 = float(inset_params["sigma_steady"])
+    sc1 = float(inset_params["scale_steady"])
+    s2 = float(inset_params["sigma_stall"])
+    sc2 = float(inset_params["scale_stall"])
+
+    bsamp = samples[samples["max_num_seqs"] == inset_batch]["itl_s"].to_numpy(dtype=float)
+    lo_i = float(np.percentile(bsamp, 0.5)) if len(bsamp) > 0 else lo
+    hi_i = float(np.percentile(bsamp, 99.5)) if len(bsamp) > 0 else hi
+    grid_i = np.linspace(lo_i, hi_i, 600)
+
+    shifted_i = grid_i - loc
+    pdf_steady = pi * _lognorm_pdf(shifted_i, s1, sc1)
+    pdf_stall = (1 - pi) * _lognorm_pdf(shifted_i, s2, sc2)
+    pdf_mix_i = pdf_steady + pdf_stall
+
+    axins = inset_axes(
+        ax,
+        width="38%",
+        height="55%",
+        loc="lower right",
+        bbox_to_anchor=(-0.1, 0.1, 1, 1),
+        bbox_transform=ax.transAxes,
+    )
+
+    if len(bsamp) > 0:
+        axins.hist(bsamp, bins=60, range=(lo_i, hi_i), density=True, alpha=0.20, color=colors[inset_batch])
+
+    axins.plot(grid_i, pdf_mix_i, lw=2.0, color=colors[inset_batch], label="mixture")
+    axins.plot(grid_i, pdf_steady, lw=1.6, ls="--", color="0.25", label="steady")
+    axins.plot(grid_i, pdf_stall, lw=1.6, ls=":", color="0.25", label="stall")
+
+    axins.set_title(f"(b) batch={inset_batch} components", fontsize=9)
+    axins.set_xlim(lo_i, hi_i)
+    axins.tick_params(axis="both", labelsize=8)
+    axins.grid(True, alpha=0.25)
+    axins.legend(fontsize=8, frameon=True, loc="upper right")
+
+    fig.tight_layout()
+
+    save_path = out_dir / f"itl_distributions_{model_label}.png"
+    save_path.parent.mkdir(parents=True, exist_ok=True)
+    fig.savefig(save_path, bbox_inches="tight", pad_inches=0.02)
+    plt.close(fig)
+    logger.info("Saved ITL distributions plot for %s to %s", model_label, save_path)
+
+
+class RequestsConfig(BaseModel):
+    """Configuration for building per-model JSONL request files.
+
+    Attributes:
+        dataset: Dataset to sample prompts from (`"gpqa"` or `"lm-arena-chat"`).
+        num_requests: Number of requests to sample per model.
+        max_completion_tokens: Maximum output tokens per request.
+        seed: Random seed for dataset shuffling and oversampling.
+        system_prompt: System prompt prepended to every request.
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    dataset: str = "lm-arena-chat"
+    num_requests: int = 1000
+    max_completion_tokens: int = 512
+    seed: int = 0
+    system_prompt: str = "You are a helpful AI assistant."
+
+
+class RequestStore:
+    """Per-model request dicts for online load generation.
+
+    Each model's requests are stored as a list of OpenAI Chat Completion
+    streaming request dicts, suitable for submission to a vLLM server.
+
+    Attributes:
+        requests_by_model: Mapping from model label to request dicts.
+    """
+
+    def __init__(self, requests_by_model: dict[str, list[dict]]) -> None:
+        self.requests_by_model = requests_by_model
+
+    @classmethod
+    def generate(
+        cls,
+        models: Sequence[InferenceModelSpec],
+        config: RequestsConfig | None = None,
+        *,
+        extra_body_by_model: dict[str, dict] | None = None,
+    ) -> RequestStore:
+        """Sample prompts and build per-model request dicts.
+
+        Requires `pip install datasets openai`.
+
+        Args:
+            models: Model specifications. Uses `model_id` for the API
+                model field.
+            config: Request generation config. Uses defaults if `None`.
+            extra_body_by_model: Optional per-model extra fields merged
+                into every request dict (e.g. `chat_template_kwargs`).
+                Keyed by `model_label`.
+        """
+        import random as _random
+
+        from datasets import load_dataset
+        from openai.types.chat import (
+            ChatCompletionAssistantMessageParam,
+            ChatCompletionContentPartTextParam,
+            ChatCompletionMessageParam,
+            ChatCompletionSystemMessageParam,
+            ChatCompletionUserMessageParam,
+        )
+        from openai.types.chat.completion_create_params import CompletionCreateParamsStreaming
+
+        if config is None:
+            config = RequestsConfig()
+
+        def _text_part(text: str) -> ChatCompletionContentPartTextParam:
+            return ChatCompletionContentPartTextParam(type="text", text=text)
+
+        def _prompt_to_messages(prompt: str | list[str]) -> list[ChatCompletionMessageParam]:
+            if isinstance(prompt, str):
+                return [ChatCompletionUserMessageParam(role="user", content=[_text_part(prompt)])]
+            msgs: list[ChatCompletionMessageParam] = [
+                ChatCompletionUserMessageParam(role="user", content=[_text_part(prompt[0])])
+            ]
+            for i, turn in enumerate(prompt[1:]):
+                if i % 2 == 0:
+                    msgs.append(ChatCompletionAssistantMessageParam(role="assistant", content=[_text_part(turn)]))
+                else:
+                    msgs.append(ChatCompletionUserMessageParam(role="user", content=[_text_part(turn)]))
+            return msgs
+
+        def _maybe_oversample(items: list, target: int, seed: int) -> None:
+            if len(items) >= target:
+                return
+            rng = _random.Random(seed)
+            original = list(items)
+            while len(items) < target:
+                items.append(rng.choice(original))
+
+        def _sample_lm_arena_chat(num_requests: int, seed: int) -> list[str | list[str]]:
+            data = load_dataset("lmarena-ai/arena-human-preference-100k", split="train").shuffle(seed=seed)
+            prompts: list[str | list[str]] = []
+            for item in data:
+                num_turns = item["turn"]
+                conversation = item["conversation_a"]
+                for turns in range(num_turns):
+                    if len(prompts) >= num_requests:
+                        break
+                    messages: list[str] = []
+                    for message in conversation[: 2 * turns + 1]:
+                        messages.append(message["content"])
+                    prompts.append(messages if len(messages) > 1 else messages[0])
+                if len(prompts) >= num_requests:
+                    break
+            _maybe_oversample(prompts, num_requests, seed)
+            return prompts
+
+        def _sample_gpqa(num_requests: int, seed: int) -> list[str | list[str]]:
+            data = load_dataset("Idavidrein/gpqa", "gpqa_extended", split="train", streaming=True).shuffle(seed=seed)
+            _random.seed(seed)
+            prompts: list[str | list[str]] = []
+            for item in data:
+                if len(prompts) >= num_requests:
+                    break
+                choices = [
+                    item["Incorrect Answer 1"].strip(),
+                    item["Incorrect Answer 2"].strip(),
+                    item["Incorrect Answer 3"].strip(),
+                    item["Correct Answer"].strip(),
+                ]
+                _random.shuffle(choices)
+                question = item["Question"]
+                prompt = f"What is the correct answer to the following question: {question}\n\nChoices:"
+                for letter, choice in zip("ABCD", choices, strict=True):
+                    prompt += f"\n({letter}) {choice}"
+                prompts.append(prompt)
+            _maybe_oversample(prompts, num_requests, seed)
+            return prompts
+
+        samplers = {"lm-arena-chat": _sample_lm_arena_chat, "gpqa": _sample_gpqa}
+        sampler = samplers.get(config.dataset)
+        if sampler is None:
+            raise ValueError(f"Unknown dataset: {config.dataset!r}. Available: {sorted(samplers)}")
+
+        extra = extra_body_by_model or {}
+
+        requests_by_model: dict[str, list[dict]] = {}
+        for spec in models:
+            label = spec.model_label
+            model_id = spec.model_id
+
+            logger.info("Sampling %d %s prompts for %s (%s)...", config.num_requests, config.dataset, label, model_id)
+            prompts = sampler(num_requests=config.num_requests, seed=config.seed)
+
+            system_msgs: list[ChatCompletionMessageParam] = []
+            if config.system_prompt:
+                system_msgs.append(ChatCompletionSystemMessageParam(role="system", content=config.system_prompt))
+
+            template = CompletionCreateParamsStreaming(
+                model=model_id,
+                messages=system_msgs,
+                max_completion_tokens=config.max_completion_tokens,
+                stream=True,
+                stream_options={"include_usage": True, "continuous_usage_stats": True},
+            )
+            if label in extra:
+                template.update(extra[label])
+
+            reqs: list[dict] = []
+            for prompt in prompts:
+                request = dict(template)
+                request["messages"] = list(template["messages"]) + _prompt_to_messages(prompt)
+                reqs.append(request)
+            requests_by_model[label] = reqs
+
+        return cls(requests_by_model)
+
+    def save(self, out_dir: Path) -> None:
+        """Write per-model JSONL files to `out_dir`.
+
+        Args:
+            out_dir: Output directory. Created if it doesn't exist.
+        """
+        out_dir = Path(out_dir)
+        out_dir.mkdir(parents=True, exist_ok=True)
+        for label, reqs in self.requests_by_model.items():
+            out_path = out_dir / f"{label}.jsonl"
+            with open(out_path, "w") as f:
+                for req in reqs:
+                    f.write(json.dumps(req) + "\n")
+            logger.info("Wrote %d requests for %s to %s", len(reqs), label, out_path)
+
+    @classmethod
+    def load(cls, out_dir: Path) -> RequestStore:
+        """Load per-model JSONL files from `out_dir`.
+
+        Args:
+            out_dir: Directory containing `{model_label}.jsonl` files.
+        """
+        requests_by_model: dict[str, list[dict]] = {}
+        out_dir = Path(out_dir)
+        for path in sorted(out_dir.glob("*.jsonl")):
+            label = path.stem
+            reqs: list[dict] = []
+            with open(path) as f:
+                for line in f:
+                    line = line.strip()
+                    if line:
+                        reqs.append(json.loads(line))
+            requests_by_model[label] = reqs
+            logger.info("Loaded %d requests for %s", len(reqs), label)
+        return cls(requests_by_model)
+
+    @classmethod
+    def ensure(
+        cls,
+        out_dir: Path,
+        models: Sequence[InferenceModelSpec] | None = None,
+        config: RequestsConfig | None = None,
+        *,
+        extra_body_by_model: dict[str, dict] | None = None,
+    ) -> RequestStore:
+        """Load request files from `out_dir`, generating first if needed.
+
+        Args:
+            out_dir: Directory for JSONL files.
+            models: Required if request files don't exist yet.
+            config: Request generation config. Uses defaults if `None`.
+            extra_body_by_model: Optional per-model extra fields for
+                request generation. Keyed by `model_label`.
+        """
+        out_dir = Path(out_dir)
+        if not out_dir.exists():
+            if models is None:
+                raise ValueError("models required (no cached request data)")
+            logger.info("Generating request files to %s ...", out_dir)
+            cls.generate(models, config, extra_body_by_model=extra_body_by_model).save(out_dir)
+        return cls.load(out_dir)
diff --git a/openg2g/datacenter/workloads/training.py b/openg2g/datacenter/workloads/training.py
new file mode 100644
index 0000000000000000000000000000000000000000..91225eadfcfd1050b8cb5b75d596285fc3d530cb
--- /dev/null
+++ b/openg2g/datacenter/workloads/training.py
@@ -0,0 +1,200 @@
+"""Training workload: typed trace data and periodic overlay evaluation."""
+
+from __future__ import annotations
+
+import logging
+from dataclasses import dataclass
+from pathlib import Path
+
+import numpy as np
+import pandas as pd
+from pydantic import BaseModel, ConfigDict
+
+logger = logging.getLogger(__name__)
+
+
+class TrainingTraceParams(BaseModel):
+    """Parameters for synthetic training-like power trace generation.
+
+    Attributes:
+        duration_s: Total duration (seconds).
+        dt_s: Timestep (seconds).
+        seed: Random seed.
+        P_hi: High plateau power (W).
+        P_lo: Low plateau power (W).
+        sigma_hi: Noise std in high plateaus (W).
+        sigma_lo: Noise std in low plateaus (W).
+        seg_lo_range: Duration range for low segments (seconds).
+        seg_hi_range: Duration range for high segments (seconds).
+        dip_prob_per_sec: Expected brief dips per second.
+        dip_depth_range: Depth range for brief dips (W below current level).
+        dip_dur_range: Duration range for brief dips (seconds).
+        smooth_window_s: Smoothing window width (seconds).
+        ramp_s: Initial warm-up ramp duration (seconds).
+        ramp_from: Power at ramp start (W).
+    """
+
+    model_config = ConfigDict(frozen=True)
+
+    duration_s: float = 1000.0
+    dt_s: float = 0.1
+    seed: int = 2
+    P_hi: float = 225.0
+    P_lo: float = 175.0
+    sigma_hi: float = 50.0
+    sigma_lo: float = 50.0
+    seg_lo_range: tuple[float, float] = (10.0, 15.0)
+    seg_hi_range: tuple[float, float] = (35.0, 40.0)
+    dip_prob_per_sec: float = 0.010
+    dip_depth_range: tuple[float, float] = (120.0, 125.0)
+    dip_dur_range: tuple[float, float] = (0.06, 0.14)
+    smooth_window_s: float = 0.30
+    ramp_s: float = 18.0
+    ramp_from: float = 50.0
+
+
+def _generate_training_like_trace(params: TrainingTraceParams) -> tuple[np.ndarray, np.ndarray]:
+    """Generate a synthetic training-like per-GPU power trace.
+
+    Args:
+        params: Generation parameters.
+
+    Returns:
+        Tuple of (time_array, power_array).
+    """
+    rng = np.random.default_rng(params.seed)
+    t = np.arange(0.0, params.duration_s, params.dt_s)
+    n = t.size
+
+    env = np.empty(n, dtype=float)
+    i = 0
+    state_hi = True
+
+    while i < n:
+        if state_hi:
+            dur = rng.uniform(*params.seg_hi_range)
+            level = params.P_hi
+        else:
+            dur = rng.uniform(*params.seg_lo_range)
+            level = params.P_lo
+
+        j = min(n, i + int(np.round(dur / params.dt_s)))
+        env[i:j] = level
+        i = j
+        state_hi = not state_hi
+
+    noise = np.zeros(n, dtype=float)
+    hi_mask = env > (params.P_hi + params.P_lo) / 2
+    noise[hi_mask] = rng.normal(0.0, params.sigma_hi, size=hi_mask.sum())
+    noise[~hi_mask] = rng.normal(0.0, params.sigma_lo, size=(~hi_mask).sum())
+
+    p = env + noise
+
+    w = max(1, int(np.round(params.smooth_window_s / params.dt_s)))
+    if w > 1:
+        kernel = np.ones(w) / w
+        p = np.convolve(p, kernel, mode="same")
+
+    n_dips = rng.poisson(params.dip_prob_per_sec * params.duration_s)
+    for _ in range(n_dips):
+        t0 = rng.uniform(0.0, params.duration_s)
+        k0 = int(t0 / params.dt_s)
+        dur = rng.uniform(*params.dip_dur_range)
+        k1 = min(n, k0 + int(np.round(dur / params.dt_s)))
+        if k1 <= k0:
+            continue
+        depth = rng.uniform(*params.dip_depth_range)
+        p[k0:k1] = np.maximum(p[k0:k1] - depth, 0.0)
+
+    if params.ramp_s > 0:
+        k_ramp = min(n, int(np.round(params.ramp_s / params.dt_s)))
+        ramp = np.linspace(params.ramp_from, params.P_hi, k_ramp)
+        p[:k_ramp] = np.minimum(p[:k_ramp], ramp)
+
+    return t, p
+
+
+@dataclass(frozen=True)
+class TrainingTrace:
+    """A single-GPU training power trace.
+
+    Attributes:
+        t_s: Time vector (seconds), monotonically increasing.
+        power_w: Power vector (watts) for one GPU, same length as `t_s`.
+    """
+
+    COL_TIME = "t_s"
+    COL_POWER = "power_W"
+
+    t_s: np.ndarray
+    power_w: np.ndarray
+
+    def __post_init__(self) -> None:
+        if len(self.t_s) != len(self.power_w):
+            raise ValueError(f"t_s and power_w must have the same length, got {len(self.t_s)} and {len(self.power_w)}")
+        if len(self.t_s) < 2:
+            raise ValueError("Training trace must have >= 2 samples.")
+
+    @classmethod
+    def generate(cls, params: TrainingTraceParams | None = None) -> TrainingTrace:
+        """Generate a synthetic training-like power trace.
+
+        Args:
+            params: Generation parameters. Uses defaults if `None`.
+
+        Returns:
+            A new [`TrainingTrace`][.] with generated data.
+        """
+        if params is None:
+            params = TrainingTraceParams()
+        t, p = _generate_training_like_trace(params)
+        return cls(t_s=t, power_w=p)
+
+    def save(self, csv_path: Path) -> None:
+        """Save the trace to a CSV file.
+
+        Args:
+            csv_path: Output CSV path.
+        """
+        csv_path = Path(csv_path)
+        csv_path.parent.mkdir(parents=True, exist_ok=True)
+        df = pd.DataFrame({self.COL_TIME: self.t_s, self.COL_POWER: self.power_w})
+        df.to_csv(csv_path, index=False)
+
+    @classmethod
+    def load(cls, csv_path: Path) -> TrainingTrace:
+        """Load a training trace from CSV.
+
+        Args:
+            csv_path: Path to CSV with columns `t_s` and `power_W`.
+        """
+        csv_path = Path(csv_path)
+        df = pd.read_csv(csv_path)
+        if cls.COL_TIME not in df.columns or cls.COL_POWER not in df.columns:
+            raise ValueError(
+                f"{csv_path} must have columns {cls.COL_TIME!r} and {cls.COL_POWER!r}. Got {list(df.columns)}"
+            )
+
+        t = df[cls.COL_TIME].to_numpy(float)
+        p = np.clip(df[cls.COL_POWER].to_numpy(float), 0.0, None)
+
+        if np.any(np.diff(t) < 0):
+            idx = np.argsort(t)
+            t, p = t[idx], p[idx]
+
+        return cls(t_s=t, power_w=p)
+
+    @classmethod
+    def ensure(cls, csv_path: Path, params: TrainingTraceParams | None = None) -> TrainingTrace:
+        """Load from `csv_path`, generating first if needed.
+
+        Args:
+            csv_path: Path to the training trace CSV.
+            params: Generation parameters. Required when no cached file exists.
+                Uses defaults if `None` and generation is needed.
+        """
+        csv_path = Path(csv_path)
+        if not csv_path.exists():
+            logger.info("Generating training trace to %s ...", csv_path)
+            cls.generate(params).save(csv_path)
+        return cls.load(csv_path)
diff --git a/openg2g/events.py b/openg2g/events.py
new file mode 100644
index 0000000000000000000000000000000000000000..eb6b904d3cc9a1d8aecbc3c140029bd3131096d3
--- /dev/null
+++ b/openg2g/events.py
@@ -0,0 +1,60 @@
+"""Clock-aligned simulation event primitives."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from typing import TYPE_CHECKING, Any, Literal
+
+if TYPE_CHECKING:
+    from openg2g.clock import SimulationClock
+    from openg2g.coordinator import SimulationLog
+
+EventSource = Literal["coordinator", "controller", "datacenter", "grid", "custom"]
+
+
+@dataclass(frozen=True)
+class SimEvent:
+    """Structured simulation event with canonical clock metadata.
+
+    Attributes:
+        tick: Integer tick at which the event was emitted.
+        t_s: Simulation time in seconds.
+        source: Component family that emitted the event.
+        topic: Dot-separated event topic string.
+        data: Arbitrary key-value payload.
+    """
+
+    tick: int
+    t_s: float
+    source: EventSource
+    topic: str
+    data: dict[str, Any] = field(default_factory=dict)
+
+
+@dataclass
+class EventEmitter:
+    """Source-bound event helper that stamps [`SimEvent`][..SimEvent]
+    instances with clock metadata.
+
+    Attributes:
+        clock: Simulation clock for timestamping events.
+        log: `SimulationLog` that receives emitted events.
+        source: Component family label attached to all events.
+    """
+
+    clock: SimulationClock
+    log: SimulationLog
+    source: EventSource
+
+    def emit(self, topic: str, data: dict[str, Any] | None = None) -> None:
+        """Emit one event with current clock metadata."""
+        t_s = float(self.clock.time_s)
+        self.log.emit(
+            SimEvent(
+                tick=int(self.clock.step),
+                t_s=t_s,
+                source=self.source,
+                topic=str(topic),
+                data={} if data is None else dict(data),
+            )
+        )
diff --git a/openg2g/grid/__init__.py b/openg2g/grid/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/openg2g/grid/base.py b/openg2g/grid/base.py
new file mode 100644
index 0000000000000000000000000000000000000000..147649be18e6e63b2e176c44beb35178f5e3d8b6
--- /dev/null
+++ b/openg2g/grid/base.py
@@ -0,0 +1,203 @@
+"""Abstract base class for grid backends and grid-level types."""
+
+from __future__ import annotations
+
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+from fractions import Fraction
+from typing import Generic, TypeVar, final
+
+import numpy as np
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.events import EventEmitter
+from openg2g.grid.command import GridCommand
+from openg2g.grid.config import TapPosition
+
+
+@dataclass(frozen=True)
+class PhaseVoltages:
+    """Per-phase voltage magnitudes in per-unit.
+
+    Phases missing from the bus have NaN for that field.
+
+    Attributes:
+        a: Phase A voltage magnitude (pu).
+        b: Phase B voltage magnitude (pu).
+        c: Phase C voltage magnitude (pu).
+    """
+
+    a: float
+    b: float
+    c: float
+
+
+@dataclass(frozen=True)
+class BusVoltages:
+    """Per-bus, per-phase voltage map.
+
+    Access: voltages["671"].a -> Vpu for bus 671, phase A.
+    Buses missing a phase have NaN for that field.
+    """
+
+    _data: dict[str, PhaseVoltages]
+
+    def __getitem__(self, bus: str) -> PhaseVoltages:
+        return self._data[bus]
+
+    def buses(self) -> list[str]:
+        """Return the list of bus names."""
+        return list(self._data.keys())
+
+    def __contains__(self, bus: str) -> bool:
+        return bus in self._data
+
+
+@dataclass(frozen=True)
+class GridState:
+    """State emitted by the grid simulator each timestep.
+
+    Attributes:
+        time_s: Simulation time in seconds.
+        voltages: Per-bus, per-phase voltage magnitudes.
+        tap_positions: Current regulator tap positions, or `None` if
+            no regulator is present.
+    """
+
+    time_s: float
+    voltages: BusVoltages
+    tap_positions: TapPosition | None = None
+
+
+GridStateT = TypeVar("GridStateT", bound=GridState)
+
+
+class GridBackend(Generic[GridStateT], ABC):
+    """Interface for grid simulation backends."""
+
+    _INIT_SENTINEL = object()
+
+    def __init__(self) -> None:
+        self._state: GridStateT | None = None
+        self._history: list[GridStateT] = []
+        self._grid_base_init = GridBackend._INIT_SENTINEL
+
+    def _check_base_init(self) -> None:
+        if getattr(self, "_grid_base_init", None) is not GridBackend._INIT_SENTINEL:
+            raise TypeError(f"{type(self).__name__}.__init__ must call super().__init__().")
+
+    @property
+    @abstractmethod
+    def dt_s(self) -> Fraction:
+        """Native timestep as a Fraction (seconds)."""
+
+    @final
+    @property
+    def state(self) -> GridStateT:
+        """Latest emitted state.
+
+        Raises:
+            RuntimeError: If accessed before the first `step()` call.
+        """
+        self._check_base_init()
+        if self._state is None:
+            raise RuntimeError(f"{type(self).__name__}.state accessed before first step().")
+        return self._state
+
+    @final
+    def history(self, n: int | None = None) -> list[GridStateT]:
+        """Return emitted state history (all, or latest `n`)."""
+        self._check_base_init()
+        if n is None:
+            return list(self._history)
+        if n <= 0:
+            return []
+        return list(self._history[-int(n) :])
+
+    @final
+    def do_step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridStateT:
+        """Call `step`, record the state, and return it.
+
+        Called by the coordinator. Subclasses should not override this.
+        """
+        self._check_base_init()
+        state = self.step(clock, power_samples_w, events)
+        self._state = state
+        self._history.append(state)
+        return state
+
+    @abstractmethod
+    def step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridStateT:
+        """Advance one native timestep and return state for this step."""
+
+    @abstractmethod
+    def apply_control(self, command: GridCommand, events: EventEmitter) -> None:
+        """Apply one control command."""
+
+    @abstractmethod
+    def voltages_vector(self) -> np.ndarray:
+        """Return voltage magnitudes in `v_index` order."""
+
+    @abstractmethod
+    def estimate_sensitivity(self, perturbation_kw: float = 100.0) -> tuple[np.ndarray, np.ndarray]:
+        """Estimate voltage sensitivity matrix (H = dv/dp) and return `(H, v0)`."""
+
+    @property
+    @abstractmethod
+    def v_index(self) -> list[tuple[str, int]]:
+        """Fixed (bus, phase) ordering used by [`voltages_vector`][..voltages_vector]."""
+
+    @final
+    def do_reset(self) -> None:
+        """Clear history and call `reset`.
+
+        Called by the coordinator. Subclasses should not override this.
+        """
+        self._check_base_init()
+        self._state = None
+        self._history.clear()
+        self.reset()
+
+    @abstractmethod
+    def reset(self) -> None:
+        """Reset simulation state to initial conditions.
+
+        Called by the coordinator (via `do_reset`) before each
+        [`start`][..start]. Must clear all simulation state: counters,
+        cached values. Configuration (dt_s, case files, tap schedules)
+        is not affected. History is cleared automatically by
+        `do_reset`.
+
+        Abstract so every implementation explicitly enumerates its state.
+        A forgotten field is a bug -- not clearing it silently corrupts
+        the second run.
+        """
+
+    def start(self) -> None:
+        """Acquire per-run resources (solver circuits, connections).
+
+        Called after [`reset`][..reset], before the simulation loop.
+        Override for backends that need resource acquisition (e.g.,
+        [`OpenDSSGrid`][openg2g.grid.opendss.OpenDSSGrid] compiles its
+        DSS circuit here). No-op by default because most offline
+        components have no resources to acquire.
+        """
+
+    def stop(self) -> None:
+        """Release per-run resources. Simulation state is preserved.
+
+        Called after the simulation loop in LIFO order. Override for
+        backends that acquired resources in [`start`][..start]. No-op
+        by default.
+        """
diff --git a/openg2g/grid/command.py b/openg2g/grid/command.py
new file mode 100644
index 0000000000000000000000000000000000000000..459656625885280cc1d3b746e8427fc822a2ea59
--- /dev/null
+++ b/openg2g/grid/command.py
@@ -0,0 +1,31 @@
+"""Command types targeting grid backends."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from openg2g.grid.config import TapPosition
+
+
+class GridCommand:
+    """Base for commands targeting the grid backend.
+
+    Subclass this for each concrete grid command kind.
+    The coordinator routes commands to backends based on this type hierarchy.
+    """
+
+    def __init__(self) -> None:
+        if type(self) is GridCommand:
+            raise TypeError("GridCommand cannot be instantiated directly; subclass it.")
+
+
+@dataclass(frozen=True)
+class SetTaps(GridCommand):
+    """Set regulator tap positions.
+
+    Attributes:
+        tap_position: Per-phase tap ratios. Phases set to `None` are
+            unchanged.
+    """
+
+    tap_position: TapPosition
diff --git a/openg2g/grid/config.py b/openg2g/grid/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..4486bb79ee2ebd3a244ba6471eddcdbf56caffc0
--- /dev/null
+++ b/openg2g/grid/config.py
@@ -0,0 +1,92 @@
+"""Grid configuration and schedule types."""
+
+from __future__ import annotations
+
+from collections.abc import Iterator
+from dataclasses import dataclass
+
+
+@dataclass(frozen=True)
+class TapPosition:
+    """Regulator tap position per phase, as per-unit tap ratios.
+
+    Each field is the tap ratio for the corresponding phase regulator.
+    Phases set to `None` are left unchanged when applied.  At least
+    one phase must be specified.
+
+    Combine with [`at`][.at] and `|` to build a [`TapSchedule`][..TapSchedule]:
+
+    ```python
+    TAP_STEP = 0.00625  # standard 5/8% tap step
+    schedule = (
+        TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP).at(t=0)
+        | TapPosition(a=1.1).at(t=1500)
+        | TapPosition(a=1.0625, c=1.0625).at(t=3300)
+    )
+    ```
+    """
+
+    a: float | None = None
+    b: float | None = None
+    c: float | None = None
+
+    def __post_init__(self) -> None:
+        if self.a is None and self.b is None and self.c is None:
+            raise ValueError("TapPosition requires at least one phase (a, b, or c).")
+
+    def at(self, t: float) -> TapSchedule:
+        """Schedule this position at time `t` seconds."""
+        return TapSchedule(((t, self),))
+
+
+class TapSchedule:
+    """Ordered sequence of scheduled tap positions.
+
+    Build using [`TapPosition.at`][..TapPosition.at] and the `|` operator:
+
+    ```python
+    TAP_STEP = 0.00625  # standard 5/8% tap step
+    schedule = (
+        TapPosition(a=1.0 + 14 * TAP_STEP, b=1.0 + 6 * TAP_STEP, c=1.0 + 15 * TAP_STEP).at(t=0)
+        | TapPosition(a=1.0 + 16 * TAP_STEP).at(t=25 * 60)
+    )
+    ```
+
+    Raises:
+        ValueError: If two entries share the same timestamp.
+    """
+
+    __slots__ = ("_entries",)
+
+    def __init__(self, entries: tuple[tuple[float, TapPosition], ...]) -> None:
+        self._entries = tuple(sorted(entries, key=lambda e: e[0]))
+        times = [t for t, _ in self._entries]
+        if len(times) != len(set(times)):
+            seen: set[float] = set()
+            dupes = sorted({t for t in times if t in seen or seen.add(t)})
+            raise ValueError(f"TapSchedule has duplicate timestamps: {dupes}")
+
+    def __or__(self, other: TapSchedule) -> TapSchedule:
+        return TapSchedule(self._entries + other._entries)
+
+    def __iter__(self) -> Iterator[tuple[float, TapPosition]]:
+        return iter(self._entries)
+
+    def __len__(self) -> int:
+        return len(self._entries)
+
+    def __bool__(self) -> bool:
+        return bool(self._entries)
+
+    def __repr__(self) -> str:
+        parts: list[str] = []
+        for t, p in self._entries:
+            fields = []
+            if p.a is not None:
+                fields.append(f"a={p.a}")
+            if p.b is not None:
+                fields.append(f"b={p.b}")
+            if p.c is not None:
+                fields.append(f"c={p.c}")
+            parts.append(f"TapPosition({', '.join(fields)}).at(t={t})")
+        return " | ".join(parts)
diff --git a/openg2g/grid/opendss.py b/openg2g/grid/opendss.py
new file mode 100644
index 0000000000000000000000000000000000000000..626f202041cd3575ea1665e974b9e2c35bb98744
--- /dev/null
+++ b/openg2g/grid/opendss.py
@@ -0,0 +1,476 @@
+"""OpenDSS-based grid simulator."""
+
+from __future__ import annotations
+
+import functools
+import logging
+import math
+from fractions import Fraction
+from pathlib import Path
+from typing import TYPE_CHECKING, Literal
+
+import numpy as np
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.events import EventEmitter
+from openg2g.grid.base import BusVoltages, GridBackend, GridState, PhaseVoltages
+from openg2g.grid.command import GridCommand, SetTaps
+from openg2g.grid.config import TapPosition
+
+if TYPE_CHECKING:
+    from opendssdirect import dss
+else:
+    try:
+        from opendssdirect.OpenDSSDirect import OpenDSSDirect
+
+        dss = OpenDSSDirect(prefer_lists=False)
+    except ImportError:
+        dss = None
+
+logger = logging.getLogger(__name__)
+
+_PHASES = (1, 2, 3)
+_PHASE_NAME = {1: "A", 2: "B", 3: "C"}
+_PHASE_TO_ATTR = {1: "a", 2: "b", 3: "c"}
+_DC_LOAD_NAMES = ("DataCenterA", "DataCenterB", "DataCenterC")
+
+
+class OpenDSSGrid(GridBackend[GridState]):
+    """OpenDSS-based grid simulator for distribution-level voltage analysis.
+
+    !!! Info
+        `OpenDSSDirect.py` is required to use this component.
+        Install with: `pip install openg2g[opendss]`.
+
+    This component uses OpenDSS purely as a power flow solver. The user's DSS
+    case file defines the network topology and any built-in controls (voltage
+    regulators, capacitor banks, etc.). The `dss_controls` flag determines
+    whether OpenDSS iterates those controls during each solve:
+
+    - `dss_controls=False` (default): Uses `SolveNoControl()`. OpenDSS runs
+      a single power flow without iterating any built-in control loops.
+      RegControls are disabled after initial tap setting. All voltage
+      regulation is managed externally through
+      [`apply_control`][.apply_control] commands (e.g., from
+      [`TapScheduleController`][openg2g.controller.tap_schedule.TapScheduleController]
+      or
+      [`OFOBatchSizeController`][openg2g.controller.ofo.OFOBatchSizeController]).
+
+    - `dss_controls=True`: Uses `Solve()`. OpenDSS iterates its built-in
+      control loops (RegControls, CapControls, etc.) as defined in the case
+      file. Use this when you want DSS-native control automation.
+
+    Args:
+        dss_case_dir: Absolute path to the directory containing OpenDSS case
+            files (e.g. line codes, bus coordinates).
+        dss_master_file: Name of the master DSS file, relative to
+            `dss_case_dir` (e.g. `"IEEE13Nodeckt.dss"`). OpenDSS resolves
+            all `redirect` and `BusCoords` paths in the master file
+            relative to this directory.
+        dc_bus: Bus name where the datacenter is connected.
+        dc_bus_kv: Line-to-line voltage (kV) at the datacenter bus.
+        power_factor: Power factor of the datacenter loads.
+        dt_s: Grid simulation timestep (seconds).
+        connection_type: Connection type for DC loads (default `"wye"`).
+        dss_controls: Whether to let OpenDSS iterate its built-in control
+            loops during each solve. Default False.
+        initial_tap_position: Initial regulator tap position applied before
+            the first solve. Each field is a per-unit tap ratio.
+        exclude_buses: Buses to exclude from voltage indexing (e.g., source bus).
+    """
+
+    def __init__(
+        self,
+        *,
+        dss_case_dir: str | Path,
+        dss_master_file: str,
+        dc_bus: str,
+        dc_bus_kv: float,
+        power_factor: float,
+        dt_s: Fraction = Fraction(1),
+        connection_type: Literal["wye", "delta"] = "wye",
+        dss_controls: bool = False,
+        initial_tap_position: TapPosition | None = None,
+        exclude_buses: tuple[str, ...] = ("rg60",),
+    ) -> None:
+        super().__init__()
+        if dss is None:
+            raise RuntimeError("OpenDSSDirect is required. Install with: pip install openg2g[opendss]")
+
+        self._case_dir = str(Path(dss_case_dir).resolve())
+        self._master = str(dss_master_file)
+        self._dc_bus = str(dc_bus)
+        self._dc_bus_kv = float(dc_bus_kv)
+        self._power_factor = float(power_factor)
+        pf = max(min(self._power_factor, 0.999999), 1e-6)
+        self._tanphi = math.tan(math.acos(pf))
+        self._dt_s = dt_s
+        self._connection_type: Literal["wye", "delta"] = connection_type
+        self._dss_controls = bool(dss_controls)
+
+        self._initial_tap_position = initial_tap_position
+        self._reg_map: dict[str, tuple[str, int, int]] | None = None
+        self._phase_to_reg: dict[int, str] | None = None
+        self._exclude_buses = tuple(str(b) for b in exclude_buses)
+
+        # Simulation state (cleared by reset)
+        self._prev_power: ThreePhase | None = None
+
+        # DSS-derived data (populated by start)
+        self._started = False
+        self.all_buses: list[str] = []
+        self.buses_with_phase: dict[int, list[str]] = {}
+        self._v_index: list[tuple[str, int]] = []
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    @property
+    def v_index(self) -> list[tuple[str, int]]:
+        if not self._started:
+            raise RuntimeError("OpenDSSGrid.v_index accessed before start().")
+        return list(self._v_index)
+
+    def step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridState:
+        """Advance one grid period and return the resulting grid state.
+
+        Uses the most recent power sample from the accumulated buffer to
+        run a single power flow solve. If no samples are provided (grid
+        runs faster than datacenter), the last known power is reused.
+
+        Args:
+            clock: Current simulation clock.
+            power_samples_w: List of
+                [`ThreePhase`][openg2g.common.ThreePhase] power samples
+                (Watts) accumulated since the last grid step.
+
+        Returns:
+            [`GridState`][openg2g.grid.base.GridState] with voltages
+                from the solve.
+        """
+        if not power_samples_w:
+            if self._prev_power is None:
+                raise RuntimeError("OpenDSSGrid.step() called with no power samples and no previous power.")
+            power = self._prev_power
+        else:
+            power = power_samples_w[-1]
+
+        self._prev_power = power
+
+        kW_A = power.a / 1e3
+        kW_B = power.b / 1e3
+        kW_C = power.c / 1e3
+
+        for name, kw in zip(_DC_LOAD_NAMES, (kW_A, kW_B, kW_C), strict=True):
+            dss.Loads.Name(name)
+            dss.Loads.kW(kw)
+            dss.Loads.kvar(kw * self._tanphi)
+
+        self._solve()
+
+        voltages = self._snapshot_bus_voltages()
+        return GridState(time_s=clock.time_s, voltages=voltages, tap_positions=self._read_current_taps())
+
+    @functools.singledispatchmethod
+    def apply_control(self, command: GridCommand, events: EventEmitter) -> None:
+        """Apply a control command. Dispatches on command type."""
+        raise TypeError(f"OpenDSSGrid does not support {type(command).__name__}")
+
+    @apply_control.register
+    def apply_control_set_taps(self, command: SetTaps, events: EventEmitter) -> None:
+        tap_map = self._tap_position_to_reg_dict(command.tap_position)
+        self._set_reg_taps(tap_map)
+        events.emit(
+            "grid.taps.updated",
+            {"tap_position": command.tap_position},
+        )
+
+    def reset(self) -> None:
+        self._prev_power = None
+        self._started = False
+
+    def start(self) -> None:
+        self._init_dss()
+        self._v_index = self._build_v_index()
+        self._build_vmag_indices()
+        self._build_snapshot_indices()
+        self._started = True
+        logger.info(
+            "OpenDSSGrid: case=%s, dc_bus=%s, dt=%s s, dss_controls=%s, %d buses, %d bus-phase pairs",
+            self._master,
+            self._dc_bus,
+            self._dt_s,
+            self._dss_controls,
+            len(self.all_buses),
+            len(self._v_index),
+        )
+
+    def voltages_vector(self) -> np.ndarray:
+        """Return voltage magnitudes (pu) in the fixed
+        [`v_index`][openg2g.grid.base.GridBackend.v_index] ordering."""
+        if not self._started:
+            raise RuntimeError("OpenDSSGrid.voltages_vector() called before start().")
+        vmag = dss.Circuit.AllBusMagPu()
+        return vmag[self._v_index_to_vmag]
+
+    def estimate_sensitivity(
+        self,
+        perturbation_kw: float = 100.0,
+    ) -> tuple[np.ndarray, np.ndarray]:
+        """Estimate voltage sensitivity matrix H = dv/dp (pu per kW).
+
+        Uses finite differences on the 3 single-phase DC loads.
+
+        Returns:
+            Tuple of `(sensitivity, baseline_voltages)`.
+                `sensitivity` has shape `(M, 3)` where M is the number
+                of bus-phase pairs in
+                [`v_index`][openg2g.grid.base.GridBackend.v_index].
+                `baseline_voltages` has shape `(M,)`.
+        """
+        perturbation_kw = float(perturbation_kw)
+        if perturbation_kw <= 0:
+            raise ValueError("perturbation_kw must be positive.")
+
+        dq_kvar = perturbation_kw * self._tanphi
+
+        # Always use SolveNoControl so that DSS-native controls
+        # (RegControls, CapControls) don't move between the baseline
+        # and perturbed solves. We need the open-loop plant sensitivity
+        # dv/dp, not the closed-loop response.
+        dss.Solution.SolveNoControl()
+        baseline_voltages = self.voltages_vector()
+
+        # Baseline P, Q for each DC load
+        p0 = np.zeros(3, dtype=float)
+        q0 = np.zeros(3, dtype=float)
+        for j, ld in enumerate(_DC_LOAD_NAMES):
+            dss.Loads.Name(ld)
+            p0[j] = float(dss.Loads.kW())
+            q0[j] = float(dss.Loads.kvar())
+
+        M = len(self._v_index)
+        sensitivity = np.zeros((M, 3), dtype=float)
+
+        for j, ld in enumerate(_DC_LOAD_NAMES):
+            dss.Text.Command(f"Edit Load.{ld} kW={p0[j] + perturbation_kw:.6f} kvar={q0[j] + dq_kvar:.6f}")
+            dss.Solution.SolveNoControl()
+
+            sensitivity[:, j] = (self.voltages_vector() - baseline_voltages) / perturbation_kw
+
+            # Restore load to baseline before next perturbation
+            dss.Text.Command(f"Edit Load.{ld} kW={p0[j]:.6f} kvar={q0[j]:.6f}")
+
+        # Re-solve with all loads restored (use normal solve to leave
+        # DSS in its expected state for subsequent step() calls)
+        self._solve()
+
+        return sensitivity, baseline_voltages
+
+    def _init_dss(self) -> None:
+        dss.Basic.ClearAll()
+        master_path = str(Path(self._case_dir) / self._master)
+        dss.Text.Command(f'Compile "{master_path}"')
+
+        self._reg_map = self._cache_regcontrol_map()
+        self._phase_to_reg = self._build_phase_to_reg_map(self._reg_map)
+
+        # Add 3 single-phase DC loads
+        if self._connection_type == "wye":
+            load_kv = self._dc_bus_kv / math.sqrt(3.0)
+        elif self._connection_type == "delta":
+            load_kv = self._dc_bus_kv
+        else:
+            raise ValueError(f"Unsupported connection_type: {self._connection_type!r}")
+        for ph, nm in zip(_PHASES, _DC_LOAD_NAMES, strict=True):
+            dss.Text.Command(
+                f"New Load.{nm} bus1={self._dc_bus}.{ph} phases=1 "
+                f"conn={self._connection_type} kV={load_kv:.6f} kW=0 kvar=0 model=1"
+            )
+
+        dss.Text.Command("Reset")
+        dss.Text.Command("Set Mode=Time")
+        dss.Text.Command(f"Set Stepsize={float(self._dt_s)}s")
+        if self._dss_controls:
+            dss.Text.Command("Set ControlMode=Time")
+        else:
+            dss.Text.Command("Set ControlMode=Off")
+
+        if self._initial_tap_position is not None:
+            self._set_reg_taps(self._tap_position_to_reg_dict(self._initial_tap_position))
+
+        self._solve()
+        self._cache_node_map()
+        self._cache_buses_with_phases()
+
+    def _solve(self) -> None:
+        """Run the OpenDSS power flow solver."""
+        if self._dss_controls:
+            dss.Solution.Solve()
+        else:
+            dss.Solution.SolveNoControl()
+
+    def _cache_buses_with_phases(self) -> None:
+        """Populate `all_buses` and `buses_with_phase` from the compiled circuit."""
+        self.all_buses = list(dss.Circuit.AllBusNames())
+        self.buses_with_phase = {ph: [] for ph in _PHASES}
+        for bus, phase in self._node_map:
+            if phase in _PHASES:
+                self.buses_with_phase[phase].append(bus)
+
+    def _cache_node_map(self) -> None:
+        """Cache the mapping from AllBusMagPu indices to (bus, phase) pairs."""
+        self._node_map: list[tuple[str, int]] = []
+        for name in dss.Circuit.AllNodeNames():
+            parts = name.split(".")
+            bus = parts[0]
+            phase = int(parts[1]) if len(parts) > 1 else 0
+            self._node_map.append((bus, phase))
+
+    def _build_vmag_indices(self) -> None:
+        """Pre-compute index arrays for fast voltage vector extraction."""
+        node_idx = {(bus, ph): i for i, (bus, ph) in enumerate(self._node_map)}
+        self._v_index_to_vmag = np.array(
+            [node_idx[(bus, ph)] for bus, ph in self._v_index],
+            dtype=int,
+        )
+
+    def _build_snapshot_indices(self) -> None:
+        """Pre-compute index arrays for `_snapshot_bus_voltages`.
+
+        Builds a `(num_buses, 3)` array where entry `[b, p]` is the
+        index into `AllBusMagPu()` for bus `b`, phase `p+1`, or -1 if
+        that bus-phase pair doesn't exist (mapped to NaN at read time).
+        """
+        bus_to_idx = {bus: i for i, bus in enumerate(self.all_buses)}
+        n_buses = len(self.all_buses)
+        # -1 means "missing phase -> NaN"
+        self._snap_indices = np.full((n_buses, 3), -1, dtype=int)
+        for vmag_idx, (bus, phase) in enumerate(self._node_map):
+            if 1 <= phase <= 3:
+                bus_idx = bus_to_idx.get(bus)
+                if bus_idx is not None:
+                    self._snap_indices[bus_idx, phase - 1] = vmag_idx
+
+    def _snapshot_bus_voltages(self) -> BusVoltages:
+        """Snapshot all per-bus, per-phase voltage magnitudes into BusVoltages.
+
+        Uses pre-computed index arrays and a single `AllBusMagPu()` bulk
+        read. Missing bus-phase pairs (index == -1) are set to NaN.
+        """
+        vmag = dss.Circuit.AllBusMagPu()
+        # Append a NaN sentinel so index -1 reads as NaN
+        vmag_ext = np.append(vmag, float("nan"))
+        volts = vmag_ext[self._snap_indices]
+        data = {
+            bus: PhaseVoltages(a=float(volts[i, 0]), b=float(volts[i, 1]), c=float(volts[i, 2]))
+            for i, bus in enumerate(self.all_buses)
+        }
+        return BusVoltages(_data=data)
+
+    def _build_v_index(self) -> list[tuple[str, int]]:
+        excl = {b.lower() for b in self._exclude_buses}
+        v_index: list[tuple[str, int]] = []
+        for ph in _PHASES:
+            for b in self.buses_with_phase.get(ph, []):
+                if str(b).lower() in excl:
+                    continue
+                v_index.append((str(b), int(ph)))
+        return v_index
+
+    @staticmethod
+    def _cache_regcontrol_map() -> dict[str, tuple[str, int, int]]:
+        """Enumerate RegControls and discover their transformer, winding, and phase.
+
+        Returns:
+            Mapping of `rc_name -> (transformer_name, winding, phase)` where
+                phase is 1/2/3 for A/B/C. Phase is determined from the
+                transformer's bus connections (e.g., `"650.1"` -> phase 1).
+        """
+        reg_map: dict[str, tuple[str, int, int]] = {}
+        for rc in dss.RegControls:
+            rc_name = rc.Name().lower()
+            xf = rc.Transformer()
+            w = int(rc.Winding())
+
+            # Discover phase from transformer bus connections
+            dss.Transformers.Name(xf)
+            bus_names = list(dss.CktElement.BusNames())
+            phase = 0
+            for bus_str in bus_names:
+                parts = str(bus_str).split(".")
+                if len(parts) >= 2:
+                    phase = int(parts[1])
+                    break
+            if phase not in (1, 2, 3):
+                raise RuntimeError(
+                    f"Cannot determine phase for RegControl '{rc_name}' "
+                    f"(transformer={xf}, buses={bus_names}). "
+                    f"Expected bus format 'name.phase' with phase in {{1,2,3}}."
+                )
+
+            reg_map[rc_name] = (xf, w, phase)
+        return reg_map
+
+    @staticmethod
+    def _build_phase_to_reg_map(reg_map: dict[str, tuple[str, int, int]]) -> dict[int, str]:
+        """Build reverse mapping from phase (1/2/3) to RegControl name."""
+        phase_to_reg: dict[int, str] = {}
+        for rc_name, (_xf, _wdg, phase) in reg_map.items():
+            if phase in phase_to_reg:
+                logger.warning(
+                    "Multiple RegControls on phase %s: '%s' and '%s'. Using '%s'.",
+                    _PHASE_NAME[phase],
+                    phase_to_reg[phase],
+                    rc_name,
+                    rc_name,
+                )
+            phase_to_reg[phase] = rc_name
+        return phase_to_reg
+
+    def _tap_position_to_reg_dict(self, pos: TapPosition) -> dict[str, float]:
+        """Map phase tap ratios to OpenDSS RegControl names using discovered mapping."""
+        if self._phase_to_reg is None:
+            raise RuntimeError("_phase_to_reg not initialized; call start() first")
+        d: dict[str, float] = {}
+        for phase, attr in _PHASE_TO_ATTR.items():
+            val = getattr(pos, attr)
+            if val is not None and phase in self._phase_to_reg:
+                d[self._phase_to_reg[phase]] = val
+        return d
+
+    def _set_reg_taps(self, tap_map: dict[str, float]) -> None:
+        """Write tap ratios to OpenDSS RegControl transformers."""
+        if self._reg_map is None:
+            self._reg_map = self._cache_regcontrol_map()
+
+        tap_map_lc = {str(k).lower(): float(v) for k, v in tap_map.items()}
+
+        for rc_key, (xfmr, wdg, _phase) in self._reg_map.items():
+            if rc_key in tap_map_lc:
+                tap_pu = tap_map_lc[rc_key]
+                dss.Text.Command(f"Edit Transformer.{xfmr} Wdg={wdg} Tap={tap_pu:.6f}")
+
+    def _read_current_taps(self) -> TapPosition:
+        """Read current regulator tap positions from OpenDSS."""
+        if self._reg_map is None:
+            self._reg_map = self._cache_regcontrol_map()
+        if self._phase_to_reg is None:
+            self._phase_to_reg = self._build_phase_to_reg_map(self._reg_map)
+
+        phase_taps: dict[str, float | None] = {"a": None, "b": None, "c": None}
+        for _rc_key, (xfmr, wdg, phase) in self._reg_map.items():
+            dss.Transformers.Name(xfmr)
+            dss.Transformers.Wdg(wdg)
+            attr = _PHASE_TO_ATTR.get(phase)
+            if attr is not None:
+                phase_taps[attr] = float(dss.Transformers.Tap())
+
+        return TapPosition(a=phase_taps["a"], b=phase_taps["b"], c=phase_taps["c"])
diff --git a/openg2g/metrics/__init__.py b/openg2g/metrics/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/openg2g/metrics/voltage.py b/openg2g/metrics/voltage.py
new file mode 100644
index 0000000000000000000000000000000000000000..708f694cb74648d4754b6c817bc2287cb9609838
--- /dev/null
+++ b/openg2g/metrics/voltage.py
@@ -0,0 +1,94 @@
+"""Voltage violation metrics for all-bus, all-phase analysis."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+import numpy as np
+
+from openg2g.grid.base import GridState
+
+
+@dataclass
+class VoltageStats:
+    """Summary voltage statistics over a simulation run.
+
+    Attributes:
+        worst_vmin: Lowest voltage observed across all buses and phases (pu).
+        worst_vmax: Highest voltage observed across all buses and phases (pu).
+        violation_time_s: Total time with at least one bus-phase violating
+            voltage bounds (seconds).
+        integral_violation_pu_s: Integrated voltage violation magnitude
+            across all bus-phase pairs (pu * s).
+    """
+
+    worst_vmin: float
+    worst_vmax: float
+    violation_time_s: float
+    integral_violation_pu_s: float
+
+
+def compute_allbus_voltage_stats(
+    grid_states: list[GridState],
+    *,
+    v_min: float = 0.95,
+    v_max: float = 1.05,
+    exclude_buses: tuple[str, ...] = ("rg60",),
+) -> VoltageStats:
+    """Compute voltage violation statistics across all buses and phases.
+
+    For each snapshot the integral violation sums
+    `max(v_min - v, 0) + max(v - v_max, 0)` over every non-excluded
+    bus-phase pair, then integrates over time.  A snapshot counts as
+    "violated" when this sum is positive.
+
+    Args:
+        grid_states: Sequence of [`GridState`][openg2g.grid.base.GridState]
+            objects from a simulation run.
+        v_min: Lower voltage bound (pu).
+        v_max: Upper voltage bound (pu).
+        exclude_buses: Bus names to exclude from statistics (case-insensitive).
+    """
+    if len(grid_states) < 2:
+        raise ValueError(
+            f"At least two grid states are required to compute voltage statistics (got {len(grid_states)})."
+        )
+
+    times = np.array([gs.time_s for gs in grid_states], dtype=float)
+    dt = float(np.median(np.diff(times)))
+
+    # Collect bus-phase columns from the first snapshot (all snapshots
+    # share the same set of buses for a given OpenDSS circuit).
+    exclude = {b.lower() for b in exclude_buses}
+    bus_names = [b for b in grid_states[0].voltages.buses() if b.lower() not in exclude]
+
+    # Build (T, N) voltage matrix where N = num_buses * 3.
+    T = len(grid_states)
+    N = len(bus_names) * 3
+    V = np.empty((T, N), dtype=float)
+    for t, gs in enumerate(grid_states):
+        col = 0
+        for bus in bus_names:
+            tp = gs.voltages[bus]
+            V[t, col] = tp.a
+            V[t, col + 1] = tp.b
+            V[t, col + 2] = tp.c
+            col += 3
+
+    valid = ~np.isnan(V)
+    worst_vmin = float(np.min(np.where(valid, V, np.inf)))
+    worst_vmax = float(np.max(np.where(valid, V, -np.inf)))
+
+    # Per-timestep violation: sum over all bus-phase pairs
+    viol = np.where(valid, np.maximum(v_min - V, 0.0) + np.maximum(V - v_max, 0.0), 0.0)
+    viol_sum = np.sum(viol, axis=1)  # shape (T,)
+
+    violation_steps = int(np.count_nonzero(viol_sum > 0.0))
+    integral_violation = float(np.sum(viol_sum * dt))
+
+    return VoltageStats(
+        worst_vmin=float(worst_vmin),
+        worst_vmax=float(worst_vmax),
+        violation_time_s=float(violation_steps * dt),
+        integral_violation_pu_s=float(integral_violation),
+    )
diff --git a/openg2g/utils.py b/openg2g/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..51706bc84a8bc8cb230e0c3d9945e65c5cc6404c
--- /dev/null
+++ b/openg2g/utils.py
@@ -0,0 +1,18 @@
+"""Shared utility functions."""
+
+from __future__ import annotations
+
+
+def split_integer_evenly(n: int, k: int) -> list[int]:
+    """Split integer *n* into *k* non-negative integers whose sum is *n*,
+    differing by at most 1.
+
+    Example:
+
+    ```python
+    split_integer_evenly(10, 3)  # -> [4, 3, 3]
+    split_integer_evenly(2, 5)   # -> [1, 1, 0, 0, 0]
+    ```
+    """
+    q, r = divmod(int(n), int(k))
+    return [q + (1 if i < r else 0) for i in range(k)]
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..fa0da74c21bb826c74f871755b6dbb2f51a5bc30
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,75 @@
+[build-system]
+requires = ["setuptools>=64"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "openg2g"
+dynamic = ["version"]
+description = "A GPU-to-Grid simulation library for datacenter-grid cooperation."
+requires-python = ">=3.10"
+license = "Apache-2.0"
+readme = "README.md"
+dependencies = [
+    "numpy",
+    "pandas",
+    "pydantic>=2.0",
+    "aiohttp",
+    "zeus>=0.15.0",
+    "mlenergy-data",
+]
+
+[project.urls]
+Homepage = "https://gpu2grid.io/openg2g"
+Repository = "https://github.com/gpu2grid/openg2g"
+Documentation = "https://gpu2grid.io/openg2g"
+
+[project.optional-dependencies]
+opendss = ["opendssdirect.py"]
+
+[dependency-groups]
+test = ["pytest"]
+lint = ["ruff", "ty"]
+docs = ["zensical", "mkdocstrings[python]", "tomlkit"]
+examples = ["openg2g[opendss]", "matplotlib", "datasets", "openai", "pyyaml", "tyro"]
+dev = [
+    {include-group = "test"},
+    {include-group = "lint"},
+    {include-group = "docs"},
+    {include-group = "examples"},
+]
+
+[tool.setuptools.dynamic]
+version = {attr = "openg2g.__version__"}
+
+[tool.setuptools.packages.find]
+include = ["openg2g*"]
+
+[tool.ruff]
+target-version = "py310"
+line-length = 120
+
+[tool.ruff.lint]
+select = [
+    "F",      # pyflakes
+    "E",      # pycodestyle errors
+    "W",      # pycodestyle warnings
+    "I",      # isort
+    "UP",     # pyupgrade
+    "B",      # flake8-bugbear
+    "SIM",    # flake8-simplify
+    "RUF",    # ruff-specific
+]
+ignore = [
+    "SIM108",  # ternary operator; prefer explicit if/else for readability
+    "RUF046",  # unnecessary int() cast; defensive casting is intentional
+    "RUF001",  # ambiguous unicode; intentional Greek letters in paper cross-refs
+    "RUF002",  # ambiguous unicode in docstrings; same
+    "RUF003",  # ambiguous unicode in comments; same
+]
+
+[tool.ruff.lint.isort]
+known-first-party = ["openg2g"]
+known-local-folder = ["plotting"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..8ea134bb7645f3e27e0c1a50ea0038d8a1d2ca8a
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,5 @@
+fastapi
+uvicorn
+pydantic
+numpy
+pandas
\ No newline at end of file
diff --git a/scripts/docs.sh b/scripts/docs.sh
new file mode 100644
index 0000000000000000000000000000000000000000..e070c142f251f935f6b9ddbaefd2d9e7aa22b80e
--- /dev/null
+++ b/scripts/docs.sh
@@ -0,0 +1,20 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+SCRIPT_DIR="$(cd "$(dirname "$0")" && pwd)"
+ROOT_DIR="$(cd "$SCRIPT_DIR/.." && pwd)"
+
+python "$SCRIPT_DIR/gen_api_docs.py"
+
+case "${1:-}" in
+  build)
+    zensical build --clean --strict
+    ;;
+  serve)
+    zensical serve --strict -a 0.0.0.0:7778
+    ;;
+  *)
+    echo "Usage: uv run bash scripts/docs.sh {build|serve}" >&2
+    exit 1
+    ;;
+esac
diff --git a/scripts/gen_api_docs.py b/scripts/gen_api_docs.py
new file mode 100644
index 0000000000000000000000000000000000000000..936295a22a5b73e5eb966472dad3ed0f31ea88d8
--- /dev/null
+++ b/scripts/gen_api_docs.py
@@ -0,0 +1,122 @@
+"""Generate API reference markdown stubs and save to zensical.toml.
+
+Walks the openg2g package tree, groups modules by top-level package,
+and writes one docs/api/<name>.md per group. Each file contains an h1
+title and a sequence of ::: directives for mkdocstrings. The API
+Reference section in zensical.toml is updated to match.
+
+Google Analytics is injected only when ZENSICAL_ENABLE_ANALYTICS=1 is set, so local
+previews don't accumulate pageviews.
+"""
+
+from __future__ import annotations
+
+import os
+from collections import defaultdict
+from pathlib import Path
+
+import tomlkit
+
+PACKAGE_DIR = Path(__file__).resolve().parent.parent / "openg2g"
+DOCS_API_DIR = Path(__file__).resolve().parent.parent / "docs" / "api"
+ZENSICAL_TOML_SRC = Path(__file__).resolve().parent.parent / "_zensical.toml"
+ZENSICAL_TOML_OUT = Path(__file__).resolve().parent.parent / "zensical.toml"
+
+# Modules to exclude from API docs (internal helpers, etc.).
+EXCLUDE_MODULES: set[str] = set()
+
+
+def discover_modules() -> dict[str, list[str]]:
+    """Discover all public modules and group by top-level component.
+
+    Returns a dict mapping page name to a sorted list of module paths.
+    Top-level modules (e.g. `openg2g.clock`) map to a single-element list.
+    Packages (e.g. `openg2g.datacenter`) map to all their submodules.
+    """
+    groups: dict[str, list[str]] = defaultdict(list)
+
+    for py_file in sorted(PACKAGE_DIR.rglob("*.py")):
+        if py_file.name == "__init__.py":
+            continue
+
+        rel = py_file.relative_to(PACKAGE_DIR.parent)
+        module = str(rel.with_suffix("")).replace("/", ".")
+
+        if module in EXCLUDE_MODULES:
+            continue
+
+        parts = module.split(".")  # e.g. ["openg2g", "datacenter", "offline"]
+        page_name = parts[1]
+        groups[page_name].append(module)
+
+    return dict(groups)
+
+
+def write_api_pages(groups: dict[str, list[str]]) -> list[tuple[str, str]]:
+    """Write docs/api/<name>.md for each group.
+
+    Returns a list of (nav_label, relative_path) for zensical.toml nav.
+    """
+    DOCS_API_DIR.mkdir(parents=True, exist_ok=True)
+
+    # Remove old generated files.
+    for old in DOCS_API_DIR.glob("*.md"):
+        old.unlink()
+
+    nav_entries: list[tuple[str, str]] = []
+
+    for page_name, modules in sorted(groups.items()):
+        md_file = DOCS_API_DIR / f"{page_name}.md"
+        nav_label = f"openg2g.{page_name}"
+
+        lines = [f"# {nav_label}", ""]
+        for mod in modules:
+            lines.append(f"::: {mod}")
+
+        md_file.write_text("\n".join(lines) + "\n")
+        nav_entries.append((nav_label, f"api/{page_name}.md"))
+
+    return nav_entries
+
+
+def update_zensical_nav(nav_entries: list[tuple[str, str]]) -> None:
+    """Read _zensical.toml, add API Reference nav, write zensical.toml."""
+    doc = tomlkit.parse(ZENSICAL_TOML_SRC.read_text())
+    nav = doc["project"]["nav"]
+
+    # Build the new API Reference nav entry.
+    api_items = tomlkit.array()
+    api_items.multiline(True)
+    for label, path in nav_entries:
+        api_items.append({label: path})
+    api_ref = {"API Reference": api_items}
+
+    # Remove any existing API Reference entry, then append fresh.
+    for i, entry in enumerate(nav):
+        if isinstance(entry, dict) and "API Reference" in entry:
+            del nav[i]
+            break
+    nav.append(api_ref)
+
+    # Inject Google Analytics only when ZENSICAL_ENABLE_ANALYTICS=1.
+    if os.environ.get("ZENSICAL_ENABLE_ANALYTICS") == "1":
+        analytics = tomlkit.inline_table()
+        analytics.append("provider", "google")
+        analytics.append("property", "G-Y720KPY1TN")
+        doc["project"]["extra"]["analytics"] = analytics
+
+    ZENSICAL_TOML_OUT.write_text(tomlkit.dumps(doc))
+
+
+def main() -> None:
+    groups = discover_modules()
+    nav_entries = write_api_pages(groups)
+    update_zensical_nav(nav_entries)
+
+    print(f"Generated {len(nav_entries)} API pages:")
+    for label, path in nav_entries:
+        print(f"  {path} -> {label}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/scripts/lint.sh b/scripts/lint.sh
new file mode 100755
index 0000000000000000000000000000000000000000..1b0467eda0a08c757aff3749ab40e36d4e40a00b
--- /dev/null
+++ b/scripts/lint.sh
@@ -0,0 +1,17 @@
+#!/usr/bin/env bash
+
+set -ev
+
+FIX_FLAG=""
+if [[ "$1" == "--fix" ]]; then
+  FIX_FLAG="--fix"
+fi
+
+if [[ -z $GITHUB_ACTION ]]; then
+  ruff format openg2g tests examples
+else
+  ruff format --check openg2g tests examples
+fi
+
+ruff check $FIX_FLAG openg2g tests examples
+ty check openg2g tests examples
diff --git a/server.py b/server.py
new file mode 100644
index 0000000000000000000000000000000000000000..5f0f98c5f0219380d8d2ea0050f0d5f133478bfd
--- /dev/null
+++ b/server.py
@@ -0,0 +1,462 @@
+"""
+server.py 
+
+Runs a simulation between AI datacenter workloads and an electrical grid (IEEE 13-bus OpenDSS model).
+
+Uses GPU power traces and  workloads to model howAI inference/training affects grid voltage and stability over time.
+"""
+
+
+from __future__ import annotations
+from fractions import Fraction
+from pathlib import Path
+import subprocess, tempfile, os, uvicorn, threading, math, json, hashlib
+
+import pandas as pd
+from fastapi import FastAPI, HTTPException, Response
+from fastapi.middleware.cors import CORSMiddleware
+from pydantic import BaseModel
+from typing import Optional
+
+
+from  openg2g.coordinator import Coordinator
+
+from  openg2g.datacenter.config import (
+    DatacenterConfig, InferenceModelSpec,
+    PowerAugmentationConfig, InferenceRamp, TrainingRun,
+)
+from  openg2g.datacenter.offline import OfflineDatacenter, OfflineWorkload
+from  openg2g.datacenter.workloads.inference import InferenceData, MLEnergySource
+from  openg2g.datacenter.workloads.training import TrainingTrace, TrainingTraceParams
+from  openg2g.grid.opendss import OpenDSSGrid
+from  openg2g.grid.config import TapPosition
+from  openg2g.controller.tap_schedule import TapScheduleController
+from  openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+#run one simulation at a time
+dss_lock = threading.Lock()
+
+DSS_DIR     = Path(__file__).parent / "examples/ieee13"
+DSS_MASTER  = "IEEE13Nodeckt.dss"
+CONFIG_PATH = Path(__file__).parent / "examples/offline/config.json"
+
+
+# Maps IEEE 13-bus indices to OpenDSS bus names
+BUS_INDEX_TO_NAME = {
+    1:"650", 2:"632", 3:"633", 4:"645", 5:"646", 6:"671",
+    7:"684", 8:"611", 9:"634", 10:"675", 11:"652", 12:"680", 13:"692",
+}
+BUSES_ORDERED = [BUS_INDEX_TO_NAME[i] for i in range(1, 14)]
+
+
+#read files 
+_config_raw = json.loads(CONFIG_PATH.read_text())
+_MODELS     = tuple(InferenceModelSpec(**m) for m in _config_raw["models"])
+_SOURCES    = {s["model_label"]: MLEnergySource(**s) for s in _config_raw["data_sources"]}
+_DC_CONFIG  = DatacenterConfig(gpus_per_server=8, base_kw_per_phase=500.0)
+
+if _config_raw.get("data_dir"):
+    _DATA_DIR = Path(_config_raw["data_dir"])
+else:
+    blob      = json.dumps(sorted(_config_raw["data_sources"],
+                                  key=lambda s: s["model_label"]),
+                           sort_keys=True).encode()
+    _DATA_DIR = Path(__file__).parent / "data/offline" / hashlib.sha256(blob).hexdigest()[:16]
+
+# Load traces_summary.csv once at startup so we can quickly look up trace files
+_TRACES_SUMMARY_PATH = _DATA_DIR / "traces_summary.csv"
+
+#Cached dataframe of available GPU power traces
+_traces_df: pd.DataFrame | None = None
+
+
+"""
+Load trace index CSV and cache it.
+"""
+def _load_traces_index() -> pd.DataFrame:
+    global _traces_df
+    if _traces_df is None:
+        if _TRACES_SUMMARY_PATH.exists():
+            _traces_df = pd.read_csv(_TRACES_SUMMARY_PATH)
+        else:
+            _traces_df = pd.DataFrame(columns=["model_label","num_gpus","max_num_seqs","trace_file"])
+    return _traces_df
+
+
+"""
+Lookup GPU power trace and scale by replica count.
+Returns a list of per-timestep total power values in watts.
+
+"""
+def _get_trace_power(model_label: str, num_gpus: int, max_num_seqs: int,
+                     num_replicas: int = 1) -> list[float]:
+    
+    df = _load_traces_index()
+    row = df[
+        (df["model_label"] == model_label) &
+        (df["num_gpus"]    == num_gpus) &
+        (df["max_num_seqs"]== max_num_seqs)
+    ]
+    if row.empty:
+        raise ValueError(
+            f"No trace found for model={model_label} num_gpus={num_gpus} "
+            f"max_num_seqs={max_num_seqs}. "
+            f"Available: {df[['model_label','num_gpus','max_num_seqs']].to_dict('records')}"
+        )
+    trace_file = _DATA_DIR / row.iloc[0]["trace_file"]
+    trace_df   = pd.read_csv(trace_file)
+ 
+    power_W    = trace_df["power_total_W"].tolist()
+    return [p * num_replicas for p in power_W]
+
+
+print(f"  [startup] data dir: {_DATA_DIR}  exists={_DATA_DIR.exists()}")
+_load_traces_index()  # load at startup
+
+
+"""Datacenter workload (baseline)"""
+def _build_dc(scale: float = 1.0, duration_s: int = 300) -> OfflineDatacenter:
+    scaled_models = tuple(
+        InferenceModelSpec(
+            model_label        = m.model_label,
+            num_replicas       = max(1, int(m.num_replicas * scale)),
+            gpus_per_replica   = m.gpus_per_replica,
+            initial_batch_size = m.initial_batch_size,
+            itl_deadline_s     = m.itl_deadline_s,
+        ) for m in _MODELS
+    )
+    inference_data = InferenceData.ensure(_DATA_DIR, scaled_models, _SOURCES, dt_s=0.1)
+    training_trace = TrainingTrace.ensure(
+        _DATA_DIR / "training_trace.csv", TrainingTraceParams()
+    )
+    t0 = min(40.0,  duration_s * 0.13)
+    t1 = min(140.0, duration_s * 0.47)
+    t2 = min(150.0, duration_s * 0.50)
+    t3 = min(220.0, duration_s * 0.73)
+
+    workload = OfflineWorkload(
+        inference_data  = inference_data,
+        training        = TrainingRun(
+            n_gpus               = max(1, int(24 * scale)),
+            trace                = training_trace,
+            target_peak_W_per_gpu= 400.0,
+        ).at(t_start=t0, t_end=t1),
+        inference_ramps = InferenceRamp(
+            target=min(1.0, 0.25 * scale)
+        ).at(t_start=t2, t_end=t3),
+    )
+    return OfflineDatacenter(
+        _DC_CONFIG, workload, dt_s=Fraction(1, 10), seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(0.88, 1.12),
+            noise_fraction=0.04,
+        ),
+    )
+
+
+
+"""
+ Build datacenter workload from  GPU  trace.
+Returns (datacenter, raw_power_W_list) 
+  
+  """
+def _build_dc_from_real_trace(
+    model_label: str,
+    num_gpus: int,
+    max_num_seqs: int,
+    num_replicas: int,
+    duration_s: int,
+) -> tuple[OfflineDatacenter, list[float]]:
+
+    power_W = _get_trace_power(model_label, num_gpus, max_num_seqs, num_replicas)
+
+    # Trim or repeat trace to match requested duration at dt=0.1s
+    target_steps = int(duration_s / 0.1)
+    if len(power_W) < target_steps:
+        # Repeat trace to fill duration
+        repeats = math.ceil(target_steps / len(power_W))
+        power_W = (power_W * repeats)[:target_steps]
+    else:
+        power_W = power_W[:target_steps]
+
+    # Build InferenceData with a single model replica matching the trace GPUs
+    model_spec = InferenceModelSpec(
+        model_label        = model_label,
+        num_replicas       = num_replicas,
+        gpus_per_replica   = num_gpus,
+        initial_batch_size = max_num_seqs,
+        itl_deadline_s     = 0.08,
+    )
+    source = _SOURCES.get(model_label)
+    if source is None:
+        # Fall back to first available source if model not in config
+        source = next(iter(_SOURCES.values()))
+
+    inference_data = InferenceData.ensure(
+        _DATA_DIR, (model_spec,), {model_label: source}, dt_s=0.1
+    )
+
+    workload = OfflineWorkload(inference_data=inference_data)
+
+    dc = OfflineDatacenter(
+        _DC_CONFIG, workload, dt_s=Fraction(1, 10), seed=0,
+        power_augmentation=PowerAugmentationConfig(
+            amplitude_scale_range=(1.0, 1.0),  # no augmentation — use real trace as-is
+            noise_fraction=0.0,
+        ),
+    )
+    return dc, power_W
+
+
+
+"""Create IEEE 13-bus grid with datacenter connection."""
+def _build_grid(tap_pu: float, dc_bus: str) -> OpenDSSGrid:
+    return OpenDSSGrid(
+        dss_case_dir=str(DSS_DIR), dss_master_file=DSS_MASTER,
+        dc_bus=dc_bus, dc_bus_kv=4.16,
+        power_factor=_DC_CONFIG.power_factor,
+        dt_s=Fraction(1), connection_type="wye",
+    )
+
+
+
+def _make_tap(v: float):
+    return TapPosition(a=v, b=v, c=v).at(t=0)
+
+"""Run  datacenter + grid simulation."""
+def _run(dc, grid, tap_pu, dc_bus, duration_s):
+    
+    #run one simulation at time 
+    
+    with dss_lock:
+        coord = Coordinator(
+            datacenter=dc, grid=grid,
+             controllers=[TapScheduleController(
+                schedule=_make_tap(tap_pu), dt_s=Fraction(1)
+            )],
+            total_duration_s=duration_s,
+            dc_bus=dc_bus,
+        )
+        return coord.run()
+
+"""Get per-bus voltage (worst phase per bus)."""
+def _voltages(gs, debug=False) -> list[float]:
+    result = []
+    for name in BUSES_ORDERED:
+        try:
+            tp   = gs.voltages[name]
+            vals = [float(v) for v in [tp.a, tp.b, tp.c]
+                    if not math.isnan(float(v)) and 0.5 < float(v) < 1.5]
+            result.append(min(vals) if vals else None)
+        except Exception:
+            result.append(None)
+    known = [v for v in result if v is not None]
+    avg   = sum(known) / len(known) if known else 1.0
+    result = [v if v is not None else avg for v in result]
+    if debug:
+        print(f"  [V] {[round(v,4) for v in result]}")
+    return result
+
+
+# ── FastAPI────────────────────────────────────────────────────────────────
+
+app = FastAPI()
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["https://gpu2grid.io"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+class PowerflowRequest(BaseModel):
+    substationVoltage: float = 1.05
+    numBuses:          int   = 13
+    baseVoltage:       float = 4.16
+    targetBus:         int   = 0
+
+class LLMImpactRequest(BaseModel):
+    targetBus:            int   = 9
+    sampleInterval:       int   = 1
+    substationVoltage:    float = 1.05
+    modelLabel:           str   = "Llama-3.1-8B"
+    numGpus:              int   = 1
+    maxNumSeqs:           int   = 128
+    numReplicas:          int   = 1   
+    durationS:            int   = 300
+
+class HeatmapRequest(BaseModel):
+    voltages:      list[float]
+    dataCenterBus: Optional[int] = None
+
+
+@app.get("/api/health")
+def health():
+    return {"status": "ok", "data_ready": _DATA_DIR.exists(),
+            "message": "gpu2grid OpenDSS server"}
+
+
+
+"""Return available traces"""
+@app.get("/api/traces")
+def list_traces():
+   
+    df = _load_traces_index()
+    if df.empty:
+        return {"traces": [], "models": [], "trainingAvailable": False}
+
+    traces = df[["model_label","num_gpus","max_num_seqs"]].to_dict("records")
+
+    # Group by model for convenient frontend rendering
+    models = []
+    for model_label, group in df.groupby("model_label"):
+        models.append({
+            "modelLabel": model_label,
+            "numGpus":    int(group["num_gpus"].iloc[0]),
+            "batchSizes": sorted(group["max_num_seqs"].tolist()),
+        })
+
+    training_available = (_DATA_DIR / "training_trace.csv").exists()
+
+    return {
+        "traces":            traces,
+        "models":            models,
+        "trainingAvailable": training_available,
+        "dataDir":           str(_DATA_DIR),
+    }
+
+
+"""Baseline grid simulation, no workload"""
+@app.post("/api/powerflow")
+async def powerflow(req: PowerflowRequest):
+    print(f"\n📊 Powerflow v={req.substationVoltage}")
+    try:
+        dc   = _build_dc(scale=0.001, duration_s=5)
+        grid = _build_grid(req.substationVoltage, "671")
+        log  = _run(dc, grid, req.substationVoltage, "671", 5)
+        vs   = _voltages(log.grid_states[-1], debug=True)
+        print(f"✅ min={min(vs):.4f}  max={max(vs):.4f}")
+        return {"buses": [{"id": i+1, "voltage": v, "activePower": 0.0,
+                            "reactivePower": 0.0} for i, v in enumerate(vs)],
+                "lines": []}
+    except Exception as e:
+        import traceback; traceback.print_exc()
+        raise HTTPException(status_code=500, detail=str(e))
+
+
+
+"""Simulate AI workload impact on grid using GPU traces."""
+@app.post("/api/llm-impact")
+async def llm_impact(req: LLMImpactRequest):
+    # 1. Map target bus index to OpenDSS bus name
+    dc_bus = BUS_INDEX_TO_NAME.get(req.targetBus, "671")
+    
+    # 2. Use the exact replica count from the frontend
+    replicas = max(1, req.numReplicas)
+
+    print(f"\n🤖 LLM Impact Simulation")
+    print(f"   Bus: {req.targetBus} ({dc_bus}) | Model: {req.modelLabel}")
+    print(f"   Config: {req.numGpus} GPUs/replica | {req.maxNumSeqs} Seq Len")
+    print(f"   Replicas: {replicas} | Substation V: {req.substationVoltage}")
+
+    try:
+        # 3. build dc from real trace
+        dc, raw_power_W = _build_dc_from_real_trace(
+            model_label  = req.modelLabel,
+            num_gpus     = req.numGpus,
+            max_num_seqs = req.maxNumSeqs,
+            num_replicas = replicas,
+            duration_s   = req.durationS,
+        )
+
+        # 4. Run the grid simulation
+        grid = _build_grid(req.substationVoltage, dc_bus)
+        log  = _run(dc, grid, req.substationVoltage, dc_bus, req.durationS)
+
+        # 5. Process results for frontebd
+        step = max(1, req.sampleInterval)
+        gs_sampled = log.grid_states[::step]
+        t_sampled  = list(log.time_s[::step])
+        dc_states  = log.dc_states
+
+        results = []
+        for i, (t, gs) in enumerate(zip(t_sampled, gs_sampled)):
+            vs = _voltages(gs, debug=(i == 0))
+            
+            # Match grid time to DC power state
+            dc_i = min(range(len(dc_states)), key=lambda j: abs(dc_states[j].time_s - t))
+            ds   = dc_states[dc_i]
+            
+            # Sum power across phases A, B, C (convert Watts to kW)
+            kw = float((ds.power_w.a + ds.power_w.b + ds.power_w.c) / 1000)
+            if math.isnan(kw): kw = 0.0
+
+            # Match with the raw trace index for display
+            trace_idx = min(int(t / 0.1), len(raw_power_W) - 1) if raw_power_W else 0
+            raw_kw    = raw_power_W[trace_idx] / 1000.0 if raw_power_W else kw
+
+            results.append({
+                "time":               float(t),
+                "gpu_power_W":        kw * 1000,
+                "gpu_power_kW":       kw,
+                "gpu_power_raw_kW":   raw_kw,
+                "gpu_reactive_kVAR":  kw * 0.329,
+                "active_gpus":        replicas * req.numGpus,
+                "voltages":           vs,
+                "min_voltage":        min(vs),
+                "max_voltage":        max(vs),
+                "target_bus_voltage": vs[req.targetBus - 1],
+                "total_load_kW":      kw,
+            })
+
+        # 6. Return standard response
+        return {
+            "numSamples":    len(results),
+            "targetBus":     req.targetBus,
+            "modelLabel":    req.modelLabel,
+            "numGpus":       req.numGpus,
+            "maxNumSeqs":    req.maxNumSeqs,
+            "numReplicas":   replicas,
+            "duration":      float(max(r["time"] for r in results) if results else 0),
+            "minVoltage":    float(min(r["min_voltage"] for r in results) if results else 1.0),
+            "maxVoltage":    float(max(r["max_voltage"] for r in results) if results else 1.0),
+            "avgGpuPower":   float(sum(r["gpu_power_W"] for r in results) / len(results) if results else 0),
+            "peakGpuPower":  float(max(r["gpu_power_W"] for r in results) if results else 0),
+            "timeSeries":    results,
+        }
+
+    except Exception as e:
+        import traceback
+        traceback.print_exc()
+        # Very important: if the model_label doesn't match the CSV names, 
+        # _get_trace_power will raise a ValueError. This catch will show you why.
+        raise HTTPException(status_code=500, detail=str(e))
+
+@app.post("/api/heatmap")
+async def heatmap(req: HeatmapRequest):
+    if len(req.voltages) != 13:
+        raise HTTPException(400, f"Need 13 voltages, got {len(req.voltages)}")
+    script = str(Path(__file__).parent / "generate_heatmap.py")
+    with tempfile.NamedTemporaryFile(suffix=".png", delete=False) as f:
+        out = f.name
+    subprocess.run(
+        ["python3", script, out] + [str(v) for v in req.voltages] +
+        ([str(req.dataCenterBus)] if req.dataCenterBus else []),
+        check=True,
+    )
+    png = open(out, "rb").read()
+    os.unlink(out)
+    return Response(content=png, media_type="image/png")
+
+
+if __name__ == "__main__":
+    print("\n" + "="*70)
+    print("="*70)
+    print(f"   Data:   {_DATA_DIR}  ready={_DATA_DIR.exists()}")
+    df = _load_traces_index()
+    if not df.empty:
+        models = df["model_label"].unique().tolist()
+        print(f"   Models: {models}")
+        print(f"   Traces: {len(df)} configurations")
+    print("="*70 + "\n")
+    uvicorn.run(app, host="0.0.0.0", port=8080, log_level="info")
\ No newline at end of file
diff --git a/tests/test_batch_size_schedule.py b/tests/test_batch_size_schedule.py
new file mode 100644
index 0000000000000000000000000000000000000000..6114688594027b083f3959824f06c1b7332dab93
--- /dev/null
+++ b/tests/test_batch_size_schedule.py
@@ -0,0 +1,194 @@
+"""Tests for BatchSizeChange, BatchSizeSchedule, and BatchSizeScheduleController."""
+
+from __future__ import annotations
+
+from fractions import Fraction
+from unittest.mock import MagicMock
+
+import pytest
+
+from openg2g.controller.batch_size_schedule import BatchSizeChange, BatchSizeSchedule, BatchSizeScheduleController
+from openg2g.datacenter.command import SetBatchSize
+
+
+class TestBatchSizeChange:
+    def test_basic_construction(self) -> None:
+        c = BatchSizeChange(batch_size=64)
+        assert c.batch_size == 64
+        assert c.ramp_up_rate == 0.0
+
+    def test_with_ramp(self) -> None:
+        c = BatchSizeChange(batch_size=32, ramp_up_rate=4.0)
+        assert c.batch_size == 32
+        assert c.ramp_up_rate == 4.0
+
+    def test_invalid_batch_size(self) -> None:
+        with pytest.raises(ValueError, match="batch_size must be positive"):
+            BatchSizeChange(batch_size=0)
+        with pytest.raises(ValueError, match="batch_size must be positive"):
+            BatchSizeChange(batch_size=-1)
+
+    def test_invalid_ramp_up_rate(self) -> None:
+        with pytest.raises(ValueError, match="ramp_up_rate must be >= 0"):
+            BatchSizeChange(batch_size=32, ramp_up_rate=-1.0)
+
+    def test_at_creates_schedule(self) -> None:
+        s = BatchSizeChange(48).at(40.0)
+        assert isinstance(s, BatchSizeSchedule)
+        assert len(s) == 1
+        entries = list(s)
+        assert entries[0][0] == 40.0
+        assert entries[0][1].batch_size == 48
+
+
+class TestBatchSizeSchedule:
+    def test_pipe_composition(self) -> None:
+        s = BatchSizeChange(48).at(40) | BatchSizeChange(32).at(60) | BatchSizeChange(64).at(80)
+        assert len(s) == 3
+        entries = list(s)
+        assert entries[0][0] == 40
+        assert entries[1][0] == 60
+        assert entries[2][0] == 80
+
+    def test_sorted_by_time(self) -> None:
+        s = BatchSizeChange(32).at(60) | BatchSizeChange(48).at(40)
+        entries = list(s)
+        assert entries[0][0] == 40
+        assert entries[1][0] == 60
+
+    def test_bool(self) -> None:
+        assert bool(BatchSizeChange(32).at(0))
+        assert not bool(BatchSizeSchedule(()))
+
+    def test_repr(self) -> None:
+        s = BatchSizeChange(48).at(40) | BatchSizeChange(32, ramp_up_rate=4).at(60)
+        r = repr(s)
+        assert "BatchSizeChange(48)" in r
+        assert "ramp_up_rate=4" in r
+
+    def test_duplicate_timestamps_raises(self) -> None:
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            BatchSizeChange(48).at(40) | BatchSizeChange(32).at(40)
+
+    def test_duplicate_timestamps_three_entries(self) -> None:
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            BatchSizeChange(48).at(40) | BatchSizeChange(32).at(60) | BatchSizeChange(64).at(40)
+
+    def test_duplicate_timestamps_direct_construction(self) -> None:
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            BatchSizeSchedule(((40.0, BatchSizeChange(48)), (40.0, BatchSizeChange(32))))
+
+
+class TestBatchSizeScheduleController:
+    def _make_clock(self, time_s: float) -> MagicMock:
+        clock = MagicMock()
+        clock.time_s = time_s
+        return clock
+
+    def test_emits_at_scheduled_time(self) -> None:
+        schedule = BatchSizeChange(48).at(10) | BatchSizeChange(32).at(20)
+        ctrl = BatchSizeScheduleController(
+            schedules={"model-a": schedule},
+            dt_s=Fraction(1),
+        )
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        # Before first event
+        action = ctrl.step(self._make_clock(5.0), dc, grid, events)
+        assert len(action) == 0
+
+        # At first event
+        action = ctrl.step(self._make_clock(10.0), dc, grid, events)
+        assert len(action) == 1
+        cmd = action[0]
+        assert isinstance(cmd, SetBatchSize)
+        assert cmd.batch_size_by_model["model-a"] == 48
+
+        # Between events
+        action = ctrl.step(self._make_clock(15.0), dc, grid, events)
+        assert len(action) == 0
+
+        # At second event
+        action = ctrl.step(self._make_clock(20.0), dc, grid, events)
+        assert len(action) == 1
+        assert isinstance(action[0], SetBatchSize)
+        assert action[0].batch_size_by_model["model-a"] == 32
+
+    def test_multiple_models(self) -> None:
+        schedules = {
+            "model-a": BatchSizeChange(48).at(10),
+            "model-b": BatchSizeChange(64).at(10),
+        }
+        ctrl = BatchSizeScheduleController(schedules=schedules, dt_s=Fraction(1))
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        action = ctrl.step(self._make_clock(10.0), dc, grid, events)
+        assert len(action) == 1
+        cmd = action[0]
+        assert isinstance(cmd, SetBatchSize)
+        assert cmd.batch_size_by_model["model-a"] == 48
+        assert cmd.batch_size_by_model["model-b"] == 64
+
+    def test_ramp_up_rate_per_model(self) -> None:
+        schedule = BatchSizeChange(32, ramp_up_rate=4.0).at(10)
+        ctrl = BatchSizeScheduleController(
+            schedules={"model-a": schedule},
+            dt_s=Fraction(1),
+        )
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        action = ctrl.step(self._make_clock(10.0), dc, grid, events)
+        cmd = action[0]
+        assert isinstance(cmd, SetBatchSize)
+        assert cmd.ramp_up_rate_by_model == {"model-a": 4.0}
+
+    def test_no_ramp_up_rate_when_zero(self) -> None:
+        schedule = BatchSizeChange(32).at(10)
+        ctrl = BatchSizeScheduleController(
+            schedules={"model-a": schedule},
+            dt_s=Fraction(1),
+        )
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        action = ctrl.step(self._make_clock(10.0), dc, grid, events)
+        cmd = action[0]
+        assert isinstance(cmd, SetBatchSize)
+        assert cmd.ramp_up_rate_by_model == {}
+
+    def test_mixed_ramp_rates_per_model(self) -> None:
+        schedules = {
+            "model-a": BatchSizeChange(32, ramp_up_rate=4.0).at(10),
+            "model-b": BatchSizeChange(64, ramp_up_rate=8.0).at(10),
+            "model-c": BatchSizeChange(128).at(10),
+        }
+        ctrl = BatchSizeScheduleController(schedules=schedules, dt_s=Fraction(1))
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        action = ctrl.step(self._make_clock(10.0), dc, grid, events)
+        cmd = action[0]
+        assert isinstance(cmd, SetBatchSize)
+        assert cmd.ramp_up_rate_by_model == {"model-a": 4.0, "model-b": 8.0}
+        assert "model-c" not in cmd.ramp_up_rate_by_model
+
+    def test_dt_s(self) -> None:
+        ctrl = BatchSizeScheduleController(schedules={}, dt_s=Fraction(2))
+        assert ctrl.dt_s == Fraction(2)
+
+    def test_empty_schedule(self) -> None:
+        ctrl = BatchSizeScheduleController(schedules={}, dt_s=Fraction(1))
+        dc = MagicMock()
+        grid = MagicMock()
+        events = MagicMock()
+
+        action = ctrl.step(self._make_clock(100.0), dc, grid, events)
+        assert len(action) == 0
diff --git a/tests/test_clock.py b/tests/test_clock.py
new file mode 100644
index 0000000000000000000000000000000000000000..a9f5ed03f90ace3bcc74c4c4bb1431273028b41f
--- /dev/null
+++ b/tests/test_clock.py
@@ -0,0 +1,133 @@
+"""Tests for SimulationClock: is_due alignment and live-mode lag detection."""
+
+from __future__ import annotations
+
+import warnings
+from fractions import Fraction
+from unittest.mock import patch
+
+import pytest
+
+from openg2g.clock import SimulationClock
+
+
+def test_time_starts_at_zero():
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    assert clock.time_s == 0.0
+    assert clock.step == 0
+
+
+def test_advance_increments():
+    clock = SimulationClock(tick_s=Fraction(1, 2))
+    t = clock.advance()
+    assert t == 0.5
+    assert clock.step == 1
+    t = clock.advance()
+    assert t == 1.0
+    assert clock.step == 2
+
+
+def test_is_due_every_tick():
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    assert clock.is_due(Fraction(1, 10))
+    clock.advance()
+    assert clock.is_due(Fraction(1, 10))
+
+
+def test_is_due_multi_rate():
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    # At step 0: everything is due
+    assert clock.is_due(Fraction(1, 10))
+    assert clock.is_due(Fraction(1))
+    assert clock.is_due(Fraction(60))
+
+    # Advance 1 tick (step=1, t=0.1s)
+    clock.advance()
+    assert clock.is_due(Fraction(1, 10))
+    assert not clock.is_due(Fraction(1))
+    assert not clock.is_due(Fraction(60))
+
+    # Advance to step=10 (t=1.0s)
+    for _ in range(9):
+        clock.advance()
+    assert clock.step == 10
+    assert clock.is_due(Fraction(1, 10))
+    assert clock.is_due(Fraction(1))
+    assert not clock.is_due(Fraction(60))
+
+    # Advance to step=600 (t=60.0s)
+    for _ in range(590):
+        clock.advance()
+    assert clock.step == 600
+    assert clock.is_due(Fraction(1, 10))
+    assert clock.is_due(Fraction(1))
+    assert clock.is_due(Fraction(60))
+
+
+def test_is_due_non_power_of_ten():
+    """Period 3/10 is an exact multiple of tick 1/10 → 3 ticks."""
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    assert clock.is_due(Fraction(3, 10))  # step 0
+    clock.advance()  # step 1
+    assert not clock.is_due(Fraction(3, 10))
+    clock.advance()  # step 2
+    assert not clock.is_due(Fraction(3, 10))
+    clock.advance()  # step 3
+    assert clock.is_due(Fraction(3, 10))
+
+
+def test_is_due_period_not_multiple_of_tick_raises():
+    """If period is not an exact multiple of tick, raise ValueError."""
+    clock = SimulationClock(tick_s=Fraction(1))
+    with pytest.raises(ValueError, match="not an exact multiple"):
+        clock.is_due(Fraction(1, 100))
+
+
+def test_tick_s_must_be_fraction():
+    """Passing a float for tick_s raises TypeError."""
+    with pytest.raises(TypeError, match="must be a Fraction"):
+        SimulationClock(tick_s=0.1)  # type: ignore[invalid-argument-type]
+
+
+def test_tick_s_must_be_positive():
+    with pytest.raises(ValueError, match="must be positive"):
+        SimulationClock(tick_s=Fraction(0))
+    with pytest.raises(ValueError, match="must be positive"):
+        SimulationClock(tick_s=Fraction(-1, 10))
+
+
+def test_live_mode_lag_warning():
+    """Live mode warns when computation takes longer than a tick."""
+    clock = SimulationClock(tick_s=Fraction(1, 10), live=True)
+
+    # Simulate wall time progressing faster than real-time
+    # First advance sets _wall_t0
+    times = iter([0.0, 0.0, 0.5])  # t0=0, then check at 0, then lagging at 0.5
+
+    with patch("openg2g.clock.time") as mock_time:
+        mock_time.monotonic = lambda: next(times)
+        mock_time.sleep = lambda _: None
+
+        clock.advance()  # step 1, t=0.1s. Sets _wall_t0=0.0, now=0.0 -> ahead, sleep
+        with warnings.catch_warnings(record=True) as w:
+            warnings.simplefilter("always")
+            clock.advance()  # step 2, t=0.2s. now=0.5 -> lag of 0.3 > tick_s
+            assert len(w) == 1
+            assert "Clock lag" in str(w[0].message)
+
+
+def test_live_mode_sleeps_when_ahead():
+    """Live mode sleeps when ahead of wall time."""
+    clock = SimulationClock(tick_s=Fraction(1), live=True)
+
+    sleep_calls = []
+
+    with patch("openg2g.clock.time") as mock_time:
+        # First advance: sets wall_t0=100.0, then checks expected=101.0 vs now=100.0
+        mock_time.monotonic = lambda: 100.0
+        mock_time.sleep = lambda dt: sleep_calls.append(dt)
+
+        clock.advance()
+        # Expected wall = 100.0 + 1.0 = 101.0, now = 100.0 -> sleep(1.0)
+        assert len(sleep_calls) == 1
+        assert abs(sleep_calls[0] - 1.0) < 0.01
diff --git a/tests/test_command_target.py b/tests/test_command_target.py
new file mode 100644
index 0000000000000000000000000000000000000000..4401cb8c860f4a67538901ace19a4916a0765761
--- /dev/null
+++ b/tests/test_command_target.py
@@ -0,0 +1,40 @@
+from __future__ import annotations
+
+import pytest
+
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.grid.command import GridCommand, SetTaps
+from openg2g.grid.config import TapPosition
+
+
+def test_set_batch_size_is_datacenter_command() -> None:
+    cmd = SetBatchSize(batch_size_by_model={"model_a": 64})
+    assert isinstance(cmd, DatacenterCommand)
+    assert cmd.batch_size_by_model == {"model_a": 64}
+    assert cmd.ramp_up_rate_by_model == {}
+
+
+def test_set_batch_size_with_ramp() -> None:
+    cmd = SetBatchSize(batch_size_by_model={"model_a": 32}, ramp_up_rate_by_model={"model_a": 4.0})
+    assert cmd.ramp_up_rate_by_model == {"model_a": 4.0}
+
+
+def test_set_taps_is_grid_command() -> None:
+    cmd = SetTaps(tap_position=TapPosition(a=1.05, b=1.0))
+    assert isinstance(cmd, GridCommand)
+    assert cmd.tap_position.a == 1.05
+    assert cmd.tap_position.b == 1.0
+
+
+def test_command_types_are_disjoint() -> None:
+    dc_cmd = SetBatchSize(batch_size_by_model={"a": 1})
+    grid_cmd = SetTaps(tap_position=TapPosition(a=1.0))
+    assert not isinstance(dc_cmd, GridCommand)
+    assert not isinstance(grid_cmd, DatacenterCommand)
+
+
+def test_base_command_classes_not_instantiable() -> None:
+    with pytest.raises(TypeError, match="DatacenterCommand cannot be instantiated directly"):
+        DatacenterCommand()
+    with pytest.raises(TypeError, match="GridCommand cannot be instantiated directly"):
+        GridCommand()
diff --git a/tests/test_controller_generic_contract.py b/tests/test_controller_generic_contract.py
new file mode 100644
index 0000000000000000000000000000000000000000..57dff0046ba960629c8404db4b25f1b673697f70
--- /dev/null
+++ b/tests/test_controller_generic_contract.py
@@ -0,0 +1,189 @@
+from __future__ import annotations
+
+import types
+from fractions import Fraction
+from typing import Any, cast
+
+import pytest
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.controller.base import Controller
+from openg2g.datacenter.base import DatacenterBackend, DatacenterState, LLMBatchSizeControlledDatacenter
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.datacenter.offline import OfflineDatacenterState
+from openg2g.events import EventEmitter
+from openg2g.grid.base import BusVoltages, GridBackend, GridState, PhaseVoltages
+from openg2g.grid.command import GridCommand
+from openg2g.grid.opendss import OpenDSSGrid
+
+
+class _DC(DatacenterBackend[DatacenterState]):
+    def __init__(self) -> None:
+        super().__init__()
+
+    @property
+    def dt_s(self) -> Fraction:
+        return Fraction(1)
+
+    def reset(self) -> None:
+        pass
+
+    def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+        return DatacenterState(time_s=clock.time_s, power_w=ThreePhase(a=1.0, b=1.0, c=1.0))
+
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        pass
+
+
+class _Grid(GridBackend[GridState]):
+    def __init__(self) -> None:
+        super().__init__()
+
+    @property
+    def dt_s(self) -> Fraction:
+        return Fraction(1)
+
+    def reset(self) -> None:
+        pass
+
+    @property
+    def v_index(self) -> list[tuple[str, int]]:
+        return [("671", 1)]
+
+    def step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridState:
+        return GridState(
+            time_s=clock.time_s,
+            voltages=BusVoltages({"671": PhaseVoltages(1.0, 1.0, 1.0)}),
+        )
+
+    def apply_control(self, command: GridCommand, events: EventEmitter) -> None:
+        pass
+
+    def voltages_vector(self):
+        import numpy as np
+
+        return np.array([1.0], dtype=float)
+
+    def estimate_sensitivity(self, perturbation_kw: float = 100.0):
+        import numpy as np
+
+        return np.zeros((1, 3), dtype=float), np.array([1.0], dtype=float)
+
+
+def test_controller_requires_explicit_generic_parameters():
+    controller_any = cast(Any, Controller)
+    with pytest.raises(TypeError, match="must explicitly specialize Controller generics"):
+        type(
+            "_BadMissingGeneric",
+            (controller_any,),
+            {
+                "dt_s": property(lambda self: Fraction(1)),
+                "step": lambda self, clock, datacenter, grid, events: [],
+            },
+        )
+
+
+def test_controller_rejects_reversed_generic_order():
+    reversed_base = Controller.__class_getitem__((OpenDSSGrid, DatacenterBackend))  # type: ignore[unresolved-attribute]
+    with pytest.raises(TypeError, match="is not a subclass of DatacenterBackend"):
+        types.new_class(
+            "_BadReversed",
+            (reversed_base,),
+            exec_body=lambda ns: ns.update(
+                {
+                    "dt_s": property(lambda self: Fraction(1)),
+                    "step": lambda self, clock, datacenter, grid, events: [],
+                }
+            ),
+        )
+
+
+def test_controller_rejects_random_classes_in_generics():
+    class _Random:
+        pass
+
+    random_base = Controller.__class_getitem__((_Random, OpenDSSGrid))  # type: ignore[unresolved-attribute]
+    with pytest.raises(TypeError, match="is not a subclass of DatacenterBackend"):
+        types.new_class(
+            "_BadRandom",
+            (random_base,),
+            exec_body=lambda ns: ns.update(
+                {
+                    "dt_s": property(lambda self: Fraction(1)),
+                    "step": lambda self, clock, datacenter, grid, events: [],
+                }
+            ),
+        )
+
+
+def test_controller_rejects_non_abc_subclass_for_grid_generic():
+    class _NotGrid:
+        pass
+
+    bad_grid_base = Controller.__class_getitem__((_DC, _NotGrid))  # type: ignore[unresolved-attribute]
+    with pytest.raises(TypeError, match="is not a subclass of GridBackend"):
+        types.new_class(
+            "_BadGrid",
+            (bad_grid_base,),
+            exec_body=lambda ns: ns.update(
+                {
+                    "dt_s": property(lambda self: Fraction(1)),
+                    "step": lambda self, clock, datacenter, grid, events: [],
+                }
+            ),
+        )
+
+
+def test_controller_inherits_compatibility_from_typed_parent():
+    class _BaseTyped(Controller[_DC, _Grid]):
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(
+            self,
+            clock: SimulationClock,
+            datacenter: _DC,
+            grid: _Grid,
+            events: EventEmitter,
+        ) -> list[DatacenterCommand | GridCommand]:
+            return []
+
+    class _Child(_BaseTyped):
+        pass
+
+    assert _Child.compatible_datacenter_types() == (_DC,)
+    assert _Child.compatible_grid_types() == (_Grid,)
+
+
+def test_controller_accepts_parameterized_backend_generics():
+    """Controller[DatacenterBackend[X], GridBackend[Y]] should work via get_origin fallback."""
+
+    class _Parameterized(Controller[LLMBatchSizeControlledDatacenter[OfflineDatacenterState], GridBackend[GridState]]):
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(
+            self,
+            clock: SimulationClock,
+            datacenter: LLMBatchSizeControlledDatacenter[OfflineDatacenterState],
+            grid: GridBackend[GridState],
+            events: EventEmitter,
+        ) -> list[DatacenterCommand | GridCommand]:
+            return []
+
+    assert _Parameterized.compatible_datacenter_types() == (LLMBatchSizeControlledDatacenter,)
+    assert _Parameterized.compatible_grid_types() == (GridBackend,)
diff --git a/tests/test_coordinator.py b/tests/test_coordinator.py
new file mode 100644
index 0000000000000000000000000000000000000000..a3333bb36094b233c653bbb98cb23868fd116a01
--- /dev/null
+++ b/tests/test_coordinator.py
@@ -0,0 +1,445 @@
+"""Tests for the Coordinator: multi-rate stepping order, dc_buffer accumulation."""
+
+from __future__ import annotations
+
+import warnings
+from collections.abc import Callable
+from fractions import Fraction
+
+import numpy as np
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.controller.base import Controller
+from openg2g.coordinator import Coordinator, _gcd_fraction
+from openg2g.datacenter.base import DatacenterBackend, DatacenterState
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.events import EventEmitter
+from openg2g.grid.base import BusVoltages, GridBackend, GridState, PhaseVoltages
+from openg2g.grid.command import GridCommand
+from openg2g.grid.opendss import OpenDSSGrid
+
+
+def test_gcd_fraction():
+    assert _gcd_fraction(Fraction(1, 10), Fraction(1)) == Fraction(1, 10)
+    assert _gcd_fraction(Fraction(1, 2), Fraction(3, 2)) == Fraction(1, 2)
+    assert _gcd_fraction(Fraction(60), Fraction(1)) == Fraction(1)
+
+
+class _StubDC(DatacenterBackend[DatacenterState]):
+    """Minimal datacenter for coordinator tests."""
+
+    def __init__(self, dt_s: Fraction = Fraction(1, 10)) -> None:
+        super().__init__()
+        self._dt_s = dt_s
+        self.step_count = 0
+        self.apply_control_calls: list[DatacenterCommand] = []
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def reset(self) -> None:
+        self.step_count = 0
+        self.apply_control_calls = []
+
+    def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+        self.step_count += 1
+        return DatacenterState(
+            time_s=clock.time_s,
+            power_w=ThreePhase(a=100.0, b=100.0, c=100.0),
+        )
+
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        self.apply_control_calls.append(command)
+
+
+class _StubGrid(GridBackend[GridState]):
+    """Minimal grid for coordinator tests."""
+
+    def __init__(self, dt_s: Fraction = Fraction(1)) -> None:
+        super().__init__()
+        self._dt_s = dt_s
+        self.step_count = 0
+        self.step_calls: list[tuple[SimulationClock, list[ThreePhase]]] = []
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def reset(self) -> None:
+        self.step_count = 0
+        self.step_calls = []
+
+    def step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridState:
+        self.step_count += 1
+        self.step_calls.append((clock, list(power_samples_w)))
+        return GridState(
+            time_s=clock.time_s,
+            voltages=BusVoltages({"671": PhaseVoltages(a=1.0, b=1.0, c=1.0)}),
+        )
+
+    @property
+    def v_index(self) -> list[tuple[str, int]]:
+        return [("671", 0), ("671", 1), ("671", 2)]
+
+    def voltages_vector(self) -> np.ndarray:
+        return np.array([1.0, 1.0, 1.0])
+
+    def estimate_sensitivity(self, perturbation_kw: float = 100.0) -> tuple[np.ndarray, np.ndarray]:
+        return np.zeros((3, 3)), np.ones(3)
+
+    def apply_control(self, command: GridCommand, events: EventEmitter) -> None:
+        pass
+
+
+class _StubController(Controller[DatacenterBackend, GridBackend]):
+    """Test controller that delegates to a callback or returns a fixed action."""
+
+    def __init__(
+        self,
+        dt_s: Fraction = Fraction(1),
+        commands: list[DatacenterCommand | GridCommand] | None = None,
+        on_step: Callable[
+            [SimulationClock, DatacenterBackend, GridBackend, EventEmitter],
+            list[DatacenterCommand | GridCommand],
+        ]
+        | None = None,
+    ):
+        self._dt_s = dt_s
+        self._commands = commands if commands is not None else []
+        self._on_step = on_step
+        self.call_count = 0
+
+    def reset(self) -> None:
+        self.call_count = 0
+
+    @property
+    def dt_s(self) -> Fraction:
+        return self._dt_s
+
+    def step(
+        self,
+        clock: SimulationClock,
+        datacenter: DatacenterBackend,
+        grid: GridBackend,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+        self.call_count += 1
+        if self._on_step is not None:
+            return self._on_step(clock, datacenter, grid, events)
+        return self._commands
+
+
+def test_coordinator_dc_fires_every_tick():
+    """DC (dt=1/10) should fire 10x per grid step (dt=1)."""
+    dc = _StubDC(dt_s=Fraction(1, 10))
+    grid = _StubGrid(dt_s=Fraction(1))
+    ctrl = _StubController(dt_s=Fraction(1))
+
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+    coord.run()
+
+    # DC fires 10 times in 1 second (steps 0-9)
+    assert dc.step_count == 10
+    # Grid fires once at step 0
+    assert grid.step_count == 1
+
+
+def test_coordinator_dc_buffer_flush():
+    """Grid receives full DC buffer at each grid step."""
+    dc = _StubDC(dt_s=Fraction(1, 10))
+    grid = _StubGrid(dt_s=Fraction(1, 2))
+    ctrl = _StubController(dt_s=Fraction(1, 2))
+
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+    coord.run()
+
+    # Grid fires at step 0 and step 5 (twice in 1 second with dt=1/2)
+    assert grid.step_count == 2
+    # First grid call (step 0): 1 DC sample accumulated
+    # Second grid call (step 5): 5 DC samples (steps 1-5)
+    sizes = [len(call[1]) for call in grid.step_calls]
+    assert sizes == [1, 5]
+
+
+def test_coordinator_controller_order():
+    """Controllers execute in order, after DC and grid."""
+    call_order: list[str] = []
+
+    class _OrderDC(_StubDC):
+        def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+            call_order.append("dc")
+            return super().step(clock, events)
+
+    class _OrderGrid(_StubGrid):
+        def step(
+            self,
+            clock: SimulationClock,
+            power_samples_w: list[ThreePhase],
+            events: EventEmitter,
+        ) -> GridState:
+            call_order.append("grid")
+            return super().step(clock, power_samples_w, events)
+
+    dc = _OrderDC(dt_s=Fraction(1))
+    grid = _OrderGrid(dt_s=Fraction(1))
+
+    ctrl1 = _StubController(
+        dt_s=Fraction(1),
+        on_step=lambda clock, dc, g, ev: (
+            call_order.append("ctrl1"),
+            [],
+        )[-1],
+    )
+
+    ctrl2 = _StubController(
+        dt_s=Fraction(1),
+        on_step=lambda clock, dc, g, ev: (
+            call_order.append("ctrl2"),
+            [],
+        )[-1],
+    )
+
+    coord = Coordinator(dc, grid, [ctrl1, ctrl2], total_duration_s=1, dc_bus="671")
+    coord.run()
+
+    # First tick order should be: dc, grid, ctrl1, ctrl2
+    assert call_order[0] == "dc"
+    assert call_order[1] == "grid"
+    assert call_order[2] == "ctrl1"
+    assert call_order[3] == "ctrl2"
+
+
+def test_coordinator_batch_action_applied():
+    """Batch size changes from controllers are applied to datacenter."""
+    dc = _StubDC(dt_s=Fraction(1))
+    grid = _StubGrid(dt_s=Fraction(1))
+
+    batch_cmd = SetBatchSize(batch_size_by_model={"model_a": 64})
+    ctrl = _StubController(dt_s=Fraction(1), commands=[batch_cmd])
+
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+    coord.run()
+
+    assert dc.apply_control_calls == [batch_cmd]
+
+
+def test_coordinator_exposes_clock_stamped_controller_events():
+    dc = _StubDC(dt_s=Fraction(1))
+    grid = _StubGrid(dt_s=Fraction(1))
+
+    def _on_step(
+        clock: SimulationClock,
+        datacenter: DatacenterBackend,
+        grid: GridBackend,
+        events: EventEmitter,
+    ) -> list[DatacenterCommand | GridCommand]:
+
+        events.emit("controller.test", {"value": 1})
+        return []
+
+    ctrl = _StubController(dt_s=Fraction(1), on_step=_on_step)
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+    log = coord.run()
+
+    assert len(log.events) == 1
+    ev = log.events[0]
+    assert ev.source == "controller"
+    assert ev.topic == "controller.test"
+    assert ev.tick == 0
+    assert abs(ev.t_s - 0.0) < 1e-12
+
+
+def test_datacenter_events_are_recorded():
+    class _EventedDC(DatacenterBackend[DatacenterState]):
+        def __init__(self) -> None:
+            super().__init__()
+            self._dt_s = Fraction(1)
+
+        @property
+        def dt_s(self) -> Fraction:
+            return self._dt_s
+
+        def reset(self) -> None:
+            pass
+
+        def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+            return DatacenterState(time_s=clock.time_s, power_w=ThreePhase(a=1.0, b=1.0, c=1.0))
+
+        def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+            events.emit(
+                "datacenter.batch_size.updated",
+                {"batch_size_by_model": {"model_a": 64}},
+            )
+
+    dc = _EventedDC()
+    grid = _StubGrid(dt_s=Fraction(1))
+    ctrl = _StubController(
+        dt_s=Fraction(1),
+        commands=[SetBatchSize(batch_size_by_model={"model_a": 64})],
+    )
+
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+    log = coord.run()
+    batch_events = [e for e in log.events if e.topic == "datacenter.batch_size.updated"]
+    assert len(batch_events) == 1
+    assert batch_events[0].data["batch_size_by_model"]["model_a"] == 64
+
+
+def test_controller_generic_types_auto_extracted():
+    class _TypedController(Controller[DatacenterBackend, OpenDSSGrid]):
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(
+            self,
+            clock: SimulationClock,
+            datacenter: DatacenterBackend,
+            grid: OpenDSSGrid,
+            events: EventEmitter,
+        ) -> list[DatacenterCommand | GridCommand]:
+
+            return []
+
+    assert _TypedController.compatible_datacenter_types() == (DatacenterBackend,)
+    assert _TypedController.compatible_grid_types() == (OpenDSSGrid,)
+
+
+def test_controller_datacenter_mismatch_error_has_underlined_generic_snippet():
+    class _ExpectedDC(DatacenterBackend[DatacenterState]):
+        def __init__(self) -> None:
+            super().__init__()
+
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+            return DatacenterState(time_s=clock.time_s, power_w=ThreePhase(a=1.0, b=1.0, c=1.0))
+
+        def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+            pass
+
+    class _OtherDC(DatacenterBackend[DatacenterState]):
+        def __init__(self) -> None:
+            super().__init__()
+
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(self, clock: SimulationClock, events: EventEmitter) -> DatacenterState:
+            return DatacenterState(time_s=clock.time_s, power_w=ThreePhase(a=1.0, b=1.0, c=1.0))
+
+        def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+            pass
+
+    class _NeedsExpectedDC(Controller[_ExpectedDC, OpenDSSGrid]):
+        @property
+        def dt_s(self) -> Fraction:
+            return Fraction(1)
+
+        def reset(self) -> None:
+            pass
+
+        def step(
+            self,
+            clock: SimulationClock,
+            datacenter: _ExpectedDC,
+            grid: OpenDSSGrid,
+            events: EventEmitter,
+        ) -> list[DatacenterCommand | GridCommand]:
+
+            return []
+
+    dc = _OtherDC()
+    grid = _StubGrid(dt_s=Fraction(1))
+    ctrl = _NeedsExpectedDC()
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=1, dc_bus="671")
+
+    try:
+        coord.run()
+        raise AssertionError("Expected TypeError for controller/datacenter incompatibility.")
+    except TypeError as exc:
+        msg = str(exc)
+        assert "_NeedsExpectedDC" in msg
+        assert "_ExpectedDC" in msg
+        assert "_OtherDC" in msg
+
+
+def test_coordinator_grid_uses_stale_power_when_dc_buffer_empty():
+    """When dt_grid < dt_dc, grid gets the most recent DC power as fallback."""
+    dc = _StubDC(dt_s=Fraction(1))
+    grid = _StubGrid(dt_s=Fraction(1, 2))
+
+    with warnings.catch_warnings():
+        warnings.simplefilter("ignore")
+        coord = Coordinator(dc, grid, [], total_duration_s=1, dc_bus="671")
+    log = coord.run()
+
+    # Grid fires at tick 0 (dc_buffer has 1 sample) and tick 5 (dc_buffer empty,
+    # grid reuses its internally cached previous power).
+    assert grid.step_count == 2
+    # Both grid steps should produce log entries
+    assert len(log.grid_states) == 2
+
+
+def test_coordinator_warns_dt_grid_lt_dt_dc():
+    with warnings.catch_warnings(record=True) as w:
+        warnings.simplefilter("always")
+        Coordinator(
+            _StubDC(dt_s=Fraction(1)),
+            _StubGrid(dt_s=Fraction(1, 2)),
+            [],
+            total_duration_s=1,
+            dc_bus="671",
+        )
+    msgs = [str(x.message) for x in w]
+    assert any("dt_grid" in m and "dt_dc" in m for m in msgs)
+
+
+def test_coordinator_warns_ctrl_dt_lt_grid_dt():
+    with warnings.catch_warnings(record=True) as w:
+        warnings.simplefilter("always")
+        Coordinator(
+            _StubDC(dt_s=Fraction(1)),
+            _StubGrid(dt_s=Fraction(1)),
+            [_StubController(dt_s=Fraction(1, 2))],
+            total_duration_s=1,
+            dc_bus="671",
+        )
+    msgs = [str(x.message) for x in w]
+    assert any("stale voltages" in m for m in msgs)
+
+
+def test_coordinator_run_twice_identical():
+    """Calling run() twice on the same coordinator produces identical results."""
+    dc = _StubDC(dt_s=Fraction(1, 10))
+    grid = _StubGrid(dt_s=Fraction(1))
+    ctrl = _StubController(dt_s=Fraction(1))
+    coord = Coordinator(dc, grid, [ctrl], total_duration_s=2, dc_bus="671")
+
+    log1 = coord.run()
+    log2 = coord.run()
+
+    assert len(log1.dc_states) == len(log2.dc_states)
+    assert len(log1.grid_states) == len(log2.grid_states)
+    assert [s.time_s for s in log1.grid_states] == [s.time_s for s in log2.grid_states]
+    assert dc.step_count == 20  # 20 per run, reset between
+    assert grid.step_count == 2  # 2 per run, reset between
diff --git a/tests/test_logistic.py b/tests/test_logistic.py
new file mode 100644
index 0000000000000000000000000000000000000000..f1251ab24ea68dbb9c889737f77cc52390a9b912
--- /dev/null
+++ b/tests/test_logistic.py
@@ -0,0 +1,72 @@
+"""Tests for LogisticModel: eval, derivative correctness, and numerical gradient check."""
+
+from __future__ import annotations
+
+import math
+
+from mlenergy_data.modeling import LogisticModel
+
+
+def test_eval_at_midpoint():
+    """At x = x0, sigmoid = 0.5, so y = b0 + L/2."""
+    lp = LogisticModel(L=100.0, x0=5.0, k=1.0, b0=50.0)
+    assert abs(lp.eval_x(5.0) - 100.0) < 1e-10
+
+
+def test_eval_at_extremes():
+    """Far from x0, sigmoid approaches 0 or 1."""
+    lp = LogisticModel(L=100.0, x0=5.0, k=2.0, b0=10.0)
+    # Very large x -> sigmoid -> 1 -> y -> b0 + L = 110
+    assert abs(lp.eval_x(100.0) - 110.0) < 1e-5
+    # Very small x -> sigmoid -> 0 -> y -> b0 = 10
+    assert abs(lp.eval_x(-100.0) - 10.0) < 1e-5
+
+
+def test_eval_batch():
+    """eval(batch) should equal eval_x(log2(batch))."""
+    lp = LogisticModel(L=200.0, x0=7.0, k=0.5, b0=30.0)
+    for batch in [8, 16, 32, 64, 128, 256, 512]:
+        x = math.log2(batch)
+        assert abs(lp.eval(batch) - lp.eval_x(x)) < 1e-12
+
+
+def test_derivative_numerical_gradient():
+    """Analytical derivative should match numerical finite-difference gradient."""
+    lp = LogisticModel(L=150.0, x0=6.0, k=1.5, b0=20.0)
+
+    eps = 1e-7
+    for x in [3.0, 5.0, 6.0, 7.0, 9.0]:
+        analytical = lp.deriv_wrt_x(x)
+        numerical = (lp.eval_x(x + eps) - lp.eval_x(x - eps)) / (2 * eps)
+        assert abs(analytical - numerical) < 1e-4, (
+            f"Gradient mismatch at x={x}: analytical={analytical:.8f}, numerical={numerical:.8f}"
+        )
+
+
+def test_derivative_sign():
+    """Positive k and L means derivative is positive (increasing sigmoid)."""
+    lp = LogisticModel(L=100.0, x0=5.0, k=1.0, b0=0.0)
+    for x in [3.0, 5.0, 7.0]:
+        assert lp.deriv_wrt_x(x) > 0
+
+    # Negative L means derivative is negative
+    lp_neg = LogisticModel(L=-100.0, x0=5.0, k=1.0, b0=200.0)
+    for x in [3.0, 5.0, 7.0]:
+        assert lp_neg.deriv_wrt_x(x) < 0
+
+
+def test_derivative_peak_at_midpoint():
+    """Derivative is maximized at x = x0."""
+    lp = LogisticModel(L=100.0, x0=5.0, k=2.0, b0=0.0)
+    d_mid = lp.deriv_wrt_x(5.0)
+    d_off = lp.deriv_wrt_x(3.0)
+    assert d_mid > d_off
+
+
+def test_numerical_stability_large_input():
+    """Should not overflow for large inputs."""
+    lp = LogisticModel(L=100.0, x0=5.0, k=1.0, b0=0.0)
+    assert math.isfinite(lp.eval_x(1000.0))
+    assert math.isfinite(lp.eval_x(-1000.0))
+    assert math.isfinite(lp.deriv_wrt_x(1000.0))
+    assert math.isfinite(lp.deriv_wrt_x(-1000.0))
diff --git a/tests/test_model_spec.py b/tests/test_model_spec.py
new file mode 100644
index 0000000000000000000000000000000000000000..7ca5ddef4c430b1d2e5a8d0ce09668ba40559ebc
--- /dev/null
+++ b/tests/test_model_spec.py
@@ -0,0 +1,87 @@
+"""Tests for InferenceModelSpec."""
+
+from __future__ import annotations
+
+import pytest
+
+from openg2g.datacenter.config import InferenceModelSpec
+
+
+class TestInferenceModelSpec:
+    def test_basic(self) -> None:
+        """Constructor should store label, replica count, and GPUs per replica."""
+        m = InferenceModelSpec(
+            model_label="TestModel", num_replicas=10, gpus_per_replica=4, initial_batch_size=128, itl_deadline_s=0.1
+        )
+        assert m.model_label == "TestModel"
+        assert m.num_replicas == 10
+        assert m.gpus_per_replica == 4
+
+    def test_default_batch_sizes(self) -> None:
+        """Default feasible_batch_sizes should be (initial_batch_size,)."""
+        m = InferenceModelSpec(
+            model_label="M", num_replicas=1, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.1
+        )
+        assert m.feasible_batch_sizes == (128,)
+        m2 = InferenceModelSpec(
+            model_label="M", num_replicas=1, gpus_per_replica=1, initial_batch_size=64, itl_deadline_s=0.1
+        )
+        assert m2.feasible_batch_sizes == (64,)
+
+    def test_custom_batch_sizes(self) -> None:
+        m = InferenceModelSpec(
+            model_label="M",
+            num_replicas=1,
+            gpus_per_replica=1,
+            initial_batch_size=16,
+            itl_deadline_s=0.1,
+            feasible_batch_sizes=(8, 16, 32, 64),
+        )
+        assert m.initial_batch_size == 16
+
+    def test_itl_deadline(self) -> None:
+        """ITL deadline should be stored as given."""
+        m = InferenceModelSpec(
+            model_label="M", num_replicas=1, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.08
+        )
+        assert m.itl_deadline_s == 0.08
+
+    def test_initial_batch_not_in_feasible_raises(self) -> None:
+        """initial_batch_size must be in feasible_batch_sizes when specified."""
+        with pytest.raises(ValueError, match=r"initial_batch_size.*must be in.*feasible_batch_sizes"):
+            InferenceModelSpec(
+                model_label="M",
+                num_replicas=1,
+                gpus_per_replica=1,
+                initial_batch_size=128,
+                itl_deadline_s=0.1,
+                feasible_batch_sizes=(8, 16, 32, 64),
+            )
+
+    def test_negative_replicas_raises(self) -> None:
+        """Negative num_replicas should raise ValueError."""
+        with pytest.raises(ValueError, match="num_replicas must be >= 0"):
+            InferenceModelSpec(
+                model_label="M", num_replicas=-1, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.1
+            )
+
+    def test_zero_gpus_per_replica_raises(self) -> None:
+        """Zero gpus_per_replica should raise ValueError."""
+        with pytest.raises(ValueError, match="gpus_per_replica must be >= 1"):
+            InferenceModelSpec(
+                model_label="M", num_replicas=1, gpus_per_replica=0, initial_batch_size=128, itl_deadline_s=0.1
+            )
+
+    def test_zero_initial_batch_raises(self) -> None:
+        """Zero initial_batch_size should raise ValueError."""
+        with pytest.raises(ValueError, match="initial_batch_size must be > 0"):
+            InferenceModelSpec(
+                model_label="M", num_replicas=1, gpus_per_replica=1, initial_batch_size=0, itl_deadline_s=0.1
+            )
+
+    def test_zero_itl_deadline_raises(self) -> None:
+        """Zero itl_deadline_s should raise ValueError."""
+        with pytest.raises(ValueError, match="itl_deadline_s must be > 0"):
+            InferenceModelSpec(
+                model_label="M", num_replicas=1, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.0
+            )
diff --git a/tests/test_offline_dc.py b/tests/test_offline_dc.py
new file mode 100644
index 0000000000000000000000000000000000000000..9b3c908c3d5112a0221d3f61267aee16950b3f94
--- /dev/null
+++ b/tests/test_offline_dc.py
@@ -0,0 +1,152 @@
+"""Tests for OfflineDatacenter: step-by-step generation, batch changes."""
+
+from __future__ import annotations
+
+from fractions import Fraction
+
+import numpy as np
+import pytest
+from mlenergy_data.modeling import ITLMixtureModel
+
+from openg2g.clock import SimulationClock
+from openg2g.coordinator import SimulationLog
+from openg2g.datacenter.command import DatacenterCommand, SetBatchSize
+from openg2g.datacenter.config import DatacenterConfig, InferenceModelSpec
+from openg2g.datacenter.offline import OfflineDatacenter, OfflineDatacenterState, OfflineWorkload
+from openg2g.datacenter.workloads.inference import (
+    InferenceData,
+    InferenceTemplateStore,
+    InferenceTrace,
+    InferenceTraceStore,
+    ITLFitStore,
+    _build_per_gpu_power_template,
+)
+from openg2g.events import EventEmitter
+
+MODEL = InferenceModelSpec(
+    model_label="TestModel", num_replicas=10, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.1
+)
+DC_CFG = DatacenterConfig(gpus_per_server=8)
+_EVENTS = EventEmitter(SimulationClock(Fraction(1, 10)), SimulationLog(), "custom")
+
+
+def _make_simple_store(dt: float = 0.1, T: float = 100.0) -> InferenceTemplateStore:
+    """Create a minimal InferenceTemplateStore with synthetic data."""
+    t = np.linspace(0, 10, 100)
+    p = np.linspace(100, 200, 100)
+
+    traces = {
+        "TestModel": {
+            64: InferenceTrace(t_s=t, power_w=p * (64 / 128.0), measured_gpus=1),
+            128: InferenceTrace(t_s=t, power_w=p, measured_gpus=1),
+        }
+    }
+
+    store = InferenceTraceStore(traces)
+    return store.build_templates(duration_s=T, dt_s=dt)
+
+
+def _make_workload(templates: InferenceTemplateStore, itl_fits: ITLFitStore | None = None) -> OfflineWorkload:
+    """Create an OfflineWorkload from templates and optional ITL fits."""
+    return OfflineWorkload(
+        inference_data=InferenceData(
+            (MODEL,),
+            power_templates=templates,
+            itl_fits=itl_fits,
+        ),
+    )
+
+
+def test_step_returns_offline_state():
+    store = _make_simple_store()
+    dc = OfflineDatacenter(DC_CFG, _make_workload(store), dt_s=Fraction(1, 10))
+
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    state = dc.step(clock, _EVENTS)
+
+    assert isinstance(state, OfflineDatacenterState)
+    assert state.power_w.a >= 0
+    assert state.power_w.b >= 0
+    assert state.power_w.c >= 0
+    assert "TestModel" in state.batch_size_by_model
+    assert state.batch_size_by_model["TestModel"] == 128
+
+
+def test_step_produces_correct_number_of_states():
+    """Stepping produces one state per call with monotonically increasing times."""
+    store = _make_simple_store()
+    dc = OfflineDatacenter(DC_CFG, _make_workload(store), dt_s=Fraction(1, 10))
+
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+    states = []
+    for _ in range(10):
+        states.append(dc.step(clock, _EVENTS))
+        clock.advance()
+
+    assert len(states) == 10
+    times = [s.time_s for s in states]
+    for i in range(1, len(times)):
+        assert times[i] > times[i - 1]
+
+
+def test_batch_change_takes_effect_immediately():
+    """Batch size change via apply_control takes effect on the very next step."""
+    store = _make_simple_store()
+    dc = OfflineDatacenter(DC_CFG, _make_workload(store), dt_s=Fraction(1, 10))
+
+    clock = SimulationClock(tick_s=Fraction(1, 10))
+
+    for _ in range(5):
+        state = dc.step(clock, _EVENTS)
+        assert state.batch_size_by_model["TestModel"] == 128
+        clock.advance()
+
+    dc.apply_control(SetBatchSize(batch_size_by_model={"TestModel": 64}), _EVENTS)
+
+    state = dc.step(clock, _EVENTS)
+    assert state.batch_size_by_model["TestModel"] == 64
+
+
+def test_build_periodic_template_shape():
+    """Template should have the right number of steps."""
+    t = np.linspace(0, 10, 200)
+    p = np.sin(t) * 100 + 200
+    trace = InferenceTrace(t_s=t, power_w=p, measured_gpus=2)
+
+    tpl = _build_per_gpu_power_template(trace, dt_s=0.1, duration_s=50.0)
+
+    expected_steps = int(np.ceil(50.0 / 0.1)) + 1
+    assert tpl.shape[0] == expected_steps
+    assert np.all(tpl >= 0)
+
+
+def test_offline_datacenter_emits_observed_itl_when_latency_fits_is_set():
+    store = _make_simple_store()
+    fake_params = ITLMixtureModel(
+        loc=0.01,
+        pi_steady=0.8,
+        sigma_steady=0.1,
+        scale_steady=0.05,
+        pi_stall=0.2,
+        sigma_stall=0.2,
+        scale_stall=0.1,
+    )
+    latency_fits = ITLFitStore({"TestModel": {128: fake_params}})
+    dc = OfflineDatacenter(DC_CFG, _make_workload(store, itl_fits=latency_fits), dt_s=Fraction(1, 10))
+
+    state = dc.step(SimulationClock(tick_s=Fraction(1, 10)), _EVENTS)
+    assert "TestModel" in state.observed_itl_s_by_model
+    assert np.isfinite(state.observed_itl_s_by_model["TestModel"])
+
+
+def test_apply_control_rejects_unknown_command():
+    """apply_control raises TypeError for unsupported command types."""
+
+    class _CustomCommand(DatacenterCommand):
+        pass
+
+    store = _make_simple_store()
+    dc = OfflineDatacenter(DC_CFG, _make_workload(store), dt_s=Fraction(1, 10))
+
+    with pytest.raises(TypeError, match="OfflineDatacenter does not support"):
+        dc.apply_control(_CustomCommand(), _EVENTS)
diff --git a/tests/test_ofo_internals.py b/tests/test_ofo_internals.py
new file mode 100644
index 0000000000000000000000000000000000000000..f14b4f2331bba314e074e2526f3aaf1c034d1e82
--- /dev/null
+++ b/tests/test_ofo_internals.py
@@ -0,0 +1,209 @@
+"""Tests for OFO controller internals: PrimalBatchOptimizer, VoltageDualVariables.
+
+Focuses on edge cases, projections, NaN handling, and shape validation,
+not trivial arithmetic."""
+
+from __future__ import annotations
+
+import math
+
+import numpy as np
+import pytest
+from mlenergy_data.modeling import LogisticModel
+
+from openg2g.controller.ofo import (
+    OFOConfig,
+    PrimalBatchOptimizer,
+    VoltageDualVariables,
+)
+from openg2g.datacenter.config import InferenceModelSpec
+
+
+def _trivial_logistic(L: float = 100.0, x0: float = 5.0, k: float = 1.0, b0: float = 0.0):
+    """Build a LogisticModel with known parameters."""
+    return LogisticModel.from_dict({"L": L, "x0": x0, "k": k, "b0": b0})
+
+
+def _make_primal(
+    *,
+    feasible_batch_sizes: list[int] | None = None,
+    config: OFOConfig | None = None,
+) -> PrimalBatchOptimizer:
+    """Build a PrimalBatchOptimizer with a single model and trivial fits."""
+    if feasible_batch_sizes is None:
+        feasible_batch_sizes = [8, 16, 32, 64, 128]
+    if config is None:
+        config = OFOConfig()
+    model = InferenceModelSpec(
+        model_label="M", num_replicas=10, gpus_per_replica=1, initial_batch_size=128, itl_deadline_s=0.1
+    )
+    fit = _trivial_logistic()
+    return PrimalBatchOptimizer(
+        models=[model],
+        feasible_batch_sizes=feasible_batch_sizes,
+        power_fits={"M": fit},
+        latency_fits={"M": fit},
+        throughput_fits={"M": fit},
+        config=config,
+    )
+
+
+def _step_no_gradient(p: PrimalBatchOptimizer) -> dict[str, int]:
+    """Run a step with zero gradient (all weights and duals zero)."""
+    n = 6
+    return p.step(
+        voltage_dual_diff=np.zeros(n),
+        sensitivity_matrix=np.zeros((n, 3)),
+        phase_share_by_model={},
+        latency_dual_by_model={"M": 0.0},
+        replica_count_by_model={"M": 0.0},
+    )
+
+
+class TestBatchDiscretization:
+    def test_each_batch_size_round_trips(self) -> None:
+        """Initializing to any feasible batch size and taking a zero-gradient
+        step should return that same batch size (log2 -> discrete round-trip)."""
+        for b in [8, 16, 32, 64, 128]:
+            p = _make_primal(feasible_batch_sizes=[8, 16, 32, 64, 128])
+            p.init_from_batches({"M": b})
+            assert _step_no_gradient(p)["M"] == b
+
+    def test_single_batch_set(self) -> None:
+        """With only one feasible batch size, discretization should always
+        return it regardless of continuous x."""
+        p = _make_primal(feasible_batch_sizes=[64])
+        p.init_from_batches({"M": 64})
+        assert _step_no_gradient(p)["M"] == 64
+
+
+class TestInitFromBatches:
+    def test_missing_model_defaults_to_max(self) -> None:
+        """Models not in the init dict should default to the max batch size."""
+        p = _make_primal(feasible_batch_sizes=[8, 16, 32, 64, 128])
+        p.init_from_batches({})
+        assert p.log_batch_size_by_model["M"] == pytest.approx(math.log2(128))
+
+    def test_x_prev_matches_x(self) -> None:
+        """After init, x_prev should equal x (no switching cost on first step)."""
+        p = _make_primal(feasible_batch_sizes=[8, 16, 32, 64, 128])
+        p.init_from_batches({"M": 64})
+        assert p.prev_log_batch_size_by_model["M"] == p.log_batch_size_by_model["M"]
+
+
+class TestVoltageDualUpdate:
+    def test_no_violation_stays_zero(self) -> None:
+        """Voltages within bounds should leave both duals at zero."""
+        vd = VoltageDualVariables(3, OFOConfig(v_min=0.95, v_max=1.05, voltage_dual_step_size=1.0))
+        vd.update(np.array([1.0, 1.0, 1.0]))
+        np.testing.assert_array_equal(vd.dual_undervoltage, np.zeros(3))
+        np.testing.assert_array_equal(vd.dual_overvoltage, np.zeros(3))
+
+    def test_dual_projects_to_nonneg(self) -> None:
+        """After a violation clears, the dual should be clamped to zero
+        (not go negative), preserving the [.]+ projection."""
+        vd = VoltageDualVariables(1, OFOConfig(v_min=0.95, v_max=1.05, voltage_dual_step_size=1.0))
+        vd.update(np.array([0.93]))
+        vd.update(np.array([1.0]))
+        assert vd.dual_undervoltage[0] == 0.0
+
+    def test_eta_sign_convention(self) -> None:
+        """eta = dual_overvoltage - dual_undervoltage should be negative for undervoltage
+        (drives power down) and positive for overvoltage."""
+        vd = VoltageDualVariables(2, OFOConfig(v_min=0.95, v_max=1.05, voltage_dual_step_size=1.0))
+        vd.update(np.array([0.93, 1.07]))
+        eta = vd.dual_difference()
+        assert eta[0] < 0
+        assert eta[1] > 0
+
+    def test_shape_mismatch_raises(self) -> None:
+        """Passing a v_hat with wrong length should raise ValueError."""
+        vd = VoltageDualVariables(3, OFOConfig())
+        with pytest.raises(ValueError, match="len 2 but duals have len 3"):
+            vd.update(np.array([1.0, 1.0]))
+
+
+class TestPrimalStep:
+    def test_zero_gradient_no_change(self) -> None:
+        """With all gradient weights and duals set to zero, the batch size
+        should remain unchanged after a step."""
+        p = _make_primal(
+            feasible_batch_sizes=[8, 16, 32, 64, 128],
+            config=OFOConfig(
+                primal_step_size=0.1,
+                w_throughput=0.0,
+                w_switch=0.0,
+                voltage_gradient_scale=0.0,
+            ),
+        )
+        p.init_from_batches({"M": 32})
+        batch = _step_no_gradient(p)
+        assert batch["M"] == 32
+
+    def test_latency_dual_pushes_batch_down(self) -> None:
+        """A positive latency dual (mu > 0) should decrease x, since the
+        logistic latency fit has dL/dx > 0 (latency increases with batch)."""
+        p = _make_primal(
+            feasible_batch_sizes=[8, 16, 32, 64, 128],
+            config=OFOConfig(
+                primal_step_size=0.5,
+                w_throughput=0.0,
+                w_switch=0.0,
+                voltage_gradient_scale=0.0,
+            ),
+        )
+        p.init_from_batches({"M": 64})
+        x_before = p.log_batch_size_by_model["M"]
+        p.step(
+            voltage_dual_diff=np.zeros(6),
+            sensitivity_matrix=np.zeros((6, 3)),
+            phase_share_by_model={},
+            latency_dual_by_model={"M": 5.0},
+            replica_count_by_model={"M": 0.0},
+        )
+        assert p.log_batch_size_by_model["M"] < x_before
+
+    def test_nan_mu_treated_as_zero(self) -> None:
+        """NaN mu (from zero-replica models) should be treated as zero,
+        producing no latency gradient contribution."""
+        p = _make_primal(
+            feasible_batch_sizes=[8, 16, 32, 64, 128],
+            config=OFOConfig(
+                primal_step_size=0.1,
+                w_throughput=0.0,
+                w_switch=0.0,
+                voltage_gradient_scale=0.0,
+            ),
+        )
+        p.init_from_batches({"M": 32})
+        batch = p.step(
+            voltage_dual_diff=np.zeros(6),
+            sensitivity_matrix=np.zeros((6, 3)),
+            phase_share_by_model={},
+            latency_dual_by_model={"M": float("nan")},
+            replica_count_by_model={"M": 0.0},
+        )
+        assert batch["M"] == 32
+
+    def test_projection_clamps_with_huge_gradient(self) -> None:
+        """Even with an extreme gradient, x should stay within
+        [log2(min_batch), log2(max_batch)] after projection."""
+        p = _make_primal(
+            feasible_batch_sizes=[8, 128],
+            config=OFOConfig(
+                primal_step_size=100.0,
+                w_throughput=0.0,
+                w_switch=0.0,
+                voltage_gradient_scale=1e9,
+            ),
+        )
+        p.init_from_batches({"M": 64})
+        p.step(
+            voltage_dual_diff=np.ones(6) * 100.0,
+            sensitivity_matrix=np.ones((6, 3)),
+            phase_share_by_model={"M": np.array([0.5, 0.3, 0.2])},
+            latency_dual_by_model={"M": 0.0},
+            replica_count_by_model={"M": 100.0},
+        )
+        assert p.log_batch_size_by_model["M"] >= math.log2(8)
+        assert p.log_batch_size_by_model["M"] <= math.log2(128)
diff --git a/tests/test_ofo_observed_latency.py b/tests/test_ofo_observed_latency.py
new file mode 100644
index 0000000000000000000000000000000000000000..5722b93c21b83d7fb80e7406e8dd711dc96a9d32
--- /dev/null
+++ b/tests/test_ofo_observed_latency.py
@@ -0,0 +1,172 @@
+from __future__ import annotations
+
+from fractions import Fraction
+
+import numpy as np
+from mlenergy_data.modeling import LogisticModel
+
+from openg2g.clock import SimulationClock
+from openg2g.common import ThreePhase
+from openg2g.controller.ofo import LogisticModelStore, OFOBatchSizeController, OFOConfig
+from openg2g.coordinator import SimulationLog
+from openg2g.datacenter.base import LLMBatchSizeControlledDatacenter, LLMDatacenterState
+from openg2g.datacenter.command import DatacenterCommand
+from openg2g.datacenter.config import InferenceModelSpec
+from openg2g.events import EventEmitter
+from openg2g.grid.base import BusVoltages, GridBackend, GridState, PhaseVoltages
+from openg2g.grid.command import GridCommand
+from openg2g.grid.opendss import OpenDSSGrid
+
+
+class _GridStub(OpenDSSGrid):
+    def __init__(self):
+        GridBackend.__init__(self)
+        self._v_index_list = [("671", 0), ("671", 1), ("671", 2)]
+
+    def reset(self) -> None:
+        pass
+
+    @property
+    def dt_s(self) -> Fraction:
+        return Fraction(1)
+
+    @property
+    def v_index(self) -> list[tuple[str, int]]:
+        return self._v_index_list
+
+    def voltages_vector(self) -> np.ndarray:
+        return np.array([0.94, 0.96, 1.01], dtype=float)
+
+    def estimate_sensitivity(self, perturbation_kw: float = 100.0) -> tuple[np.ndarray, np.ndarray]:
+        H = np.eye(3, dtype=float)
+        v0 = np.array([1.0, 1.0, 1.0], dtype=float)
+        return H, v0
+
+    def step(
+        self,
+        clock: SimulationClock,
+        power_samples_w: list[ThreePhase],
+        events: EventEmitter,
+    ) -> GridState:
+        return GridState(
+            time_s=clock.time_s,
+            voltages=BusVoltages({"671": PhaseVoltages(a=0.94, b=0.96, c=1.01)}),
+        )
+
+    def set_state(self, state: GridState) -> None:
+        self._state = state
+
+    def apply_control(self, command: GridCommand, events: EventEmitter) -> None:
+        pass
+
+
+class _DCStub(LLMBatchSizeControlledDatacenter):
+    def __init__(self):
+        super().__init__()
+
+    def reset(self) -> None:
+        pass
+
+    @property
+    def dt_s(self) -> Fraction:
+        return Fraction(1)
+
+    def step(self, clock: SimulationClock, events: EventEmitter) -> LLMDatacenterState:
+        if self._state is None:
+            self._state = LLMDatacenterState(
+                time_s=0.0,
+                power_w=ThreePhase(100.0, 100.0, 100.0),
+                batch_size_by_model={"M1": 64},
+                active_replicas_by_model={"M1": 5},
+                observed_itl_s_by_model={"M1": 0.2},
+            )
+        return self._state
+
+    def set_state(self, state: LLMDatacenterState) -> None:
+        self._state = state
+
+    def apply_control(self, command: DatacenterCommand, events: EventEmitter) -> None:
+        pass
+
+
+def _make_model_store() -> LogisticModelStore:
+    """Create a LogisticModelStore with synthetic fits for a single model M1."""
+    power = {"M1": LogisticModel(L=100.0, x0=6.0, k=1.0, b0=50.0)}
+    latency = {"M1": LogisticModel(L=0.05, x0=6.0, k=1.0, b0=0.02)}
+    throughput = {"M1": LogisticModel(L=10.0, x0=6.0, k=1.0, b0=1.0)}
+    return LogisticModelStore(power, latency, throughput)
+
+
+def _build_controller() -> OFOBatchSizeController:
+    model = InferenceModelSpec(
+        model_label="M1",
+        num_replicas=10,
+        gpus_per_replica=1,
+        initial_batch_size=64,
+        itl_deadline_s=0.1,
+        feasible_batch_sizes=(8, 16, 32, 64, 128),
+    )
+    return OFOBatchSizeController(
+        (model,),
+        models=_make_model_store(),
+        config=OFOConfig(
+            primal_step_size=0.05,
+            w_throughput=0.0,
+            w_switch=0.0,
+            v_min=0.95,
+            v_max=1.05,
+            voltage_dual_step_size=0.5,
+            latency_dual_step_size=1.0,
+        ),
+        dt_s=Fraction(1),
+    )
+
+
+def test_ofo_uses_observed_latency_for_dual_update():
+    ctrl = _build_controller()
+    grid = _GridStub()
+    dc = _DCStub()
+
+    dc_state = LLMDatacenterState(
+        time_s=0.0,
+        power_w=ThreePhase(100.0, 100.0, 100.0),
+        batch_size_by_model={"M1": 64},
+        active_replicas_by_model={"M1": 5},
+        observed_itl_s_by_model={"M1": 0.2},
+    )
+    grid_state = GridState(
+        time_s=0.0,
+        voltages=BusVoltages({"671": PhaseVoltages(a=0.94, b=0.96, c=1.01)}),
+    )
+    dc.set_state(dc_state)
+    grid.set_state(grid_state)
+    log = SimulationLog()
+    events = EventEmitter(SimulationClock(Fraction(1)), log, "controller")
+
+    action = ctrl.step(SimulationClock(Fraction(1)), dc, grid, events)
+    assert len(action) == 1
+    assert ctrl._latency_dual_by_model["M1"] > 0.0
+
+
+def test_ofo_requires_observed_latency_map():
+    ctrl = _build_controller()
+    grid = _GridStub()
+    dc = _DCStub()
+
+    dc_state = LLMDatacenterState(
+        time_s=0.0,
+        power_w=ThreePhase(100.0, 100.0, 100.0),
+        batch_size_by_model={"M1": 64},
+        active_replicas_by_model={"M1": 5},
+        observed_itl_s_by_model={},
+    )
+    dc.set_state(dc_state)
+    log = SimulationLog()
+    events = EventEmitter(SimulationClock(Fraction(1)), log, "controller")
+
+    try:
+        ctrl.step(SimulationClock(Fraction(1)), dc, grid, events)
+    except RuntimeError as exc:
+        assert "observed_itl_s_by_model" in str(exc)
+    else:
+        raise AssertionError("Expected RuntimeError for missing observed latency")
diff --git a/tests/test_online_dc.py b/tests/test_online_dc.py
new file mode 100644
index 0000000000000000000000000000000000000000..bb9403d4ff48bc4033693269b17610ad30285e70
--- /dev/null
+++ b/tests/test_online_dc.py
@@ -0,0 +1,477 @@
+"""Tests for OnlineDatacenter pure-logic components.
+
+Tests _RollingPowerBuffer, shared InferencePowerAugmenter integration,
+_LoadGenerator.get_observed_itl, _parse_prometheus_text, and health
+check functions without requiring real vLLM servers or zeusd instances.
+"""
+
+from __future__ import annotations
+
+import collections
+import contextlib
+import threading
+import time
+from fractions import Fraction
+from unittest.mock import MagicMock, patch
+
+import numpy as np
+import pytest
+from zeus.monitor.power_streaming import PowerReadings, PowerStreamingClient
+
+from openg2g.clock import SimulationClock
+from openg2g.coordinator import SimulationLog
+from openg2g.datacenter.config import DatacenterConfig, InferenceModelSpec, PowerAugmentationConfig
+from openg2g.datacenter.layout import ServerLayout
+from openg2g.datacenter.online import (
+    GPUEndpointMapping,
+    LiveServerConfig,
+    OnlineDatacenter,
+    VLLMDeployment,
+    _parse_prometheus_text,
+    _RollingPowerBuffer,
+)
+from openg2g.datacenter.workloads.inference import InferencePowerAugmenter
+from openg2g.events import EventEmitter
+
+_EVENTS = EventEmitter(SimulationClock(Fraction(1, 10)), SimulationLog(), "custom")
+
+
+def _make_deployment(
+    label: str = "test-model",
+    num_replicas: int = 100,
+    gpus_per_replica: int = 1,
+    host: str = "node1",
+    port: int = 4938,
+    gpu_indices: tuple[int, ...] = (0,),
+) -> VLLMDeployment:
+    spec = InferenceModelSpec(
+        model_label=label,
+        num_replicas=num_replicas,
+        gpus_per_replica=gpus_per_replica,
+        initial_batch_size=128,
+        itl_deadline_s=0.1,
+    )
+    return VLLMDeployment(
+        spec=spec,
+        vllm_base_url=f"http://{host}:8000",
+        gpu_endpoints=(GPUEndpointMapping(host=host, port=port, gpu_indices=gpu_indices),),
+    )
+
+
+def _fake_power_readings(
+    deployments: list[VLLMDeployment],
+    per_gpu_w: float = 300.0,
+) -> dict[str, PowerReadings]:
+    """Create fake power readings matching PowerStreamingClient output."""
+    readings: dict[str, PowerReadings] = {}
+    for d in deployments:
+        for ep in d.gpu_endpoints:
+            readings[ep.endpoint_key] = PowerReadings(
+                timestamp_s=0.0,
+                gpu_power_w={idx: per_gpu_w for idx in ep.gpu_indices},
+            )
+    return readings
+
+
+def _make_itl_stub(model_label: str, itl_window_s: float = 1.0):
+    """Create a _LoadGenerator stub with just enough state for get_observed_itl."""
+    from openg2g.datacenter.online import _LoadGenerator
+
+    lg = _LoadGenerator.__new__(_LoadGenerator)
+    lg._itl_window_s = itl_window_s
+    lg._lock = threading.Lock()
+    lg._itl_samples = {model_label: collections.deque(maxlen=100_000)}
+    return lg
+
+
+@contextlib.contextmanager
+def _online_dc(
+    deployments: list[VLLMDeployment],
+    per_gpu_w: float = 300.0,
+    stagger_buffer_s: float = 10.0,
+    prometheus_poll_interval_s: float = 0,
+):
+    """Build an OnlineDatacenter with mocked power client and load gen.
+
+    Yields the dc within a live STAGGER_BUFFER_S patch, so both __init__
+    and any subsequent _warmup calls see the same value.
+    """
+    fake_client = MagicMock(spec=PowerStreamingClient)
+    fake_client.get_power.return_value = _fake_power_readings(deployments, per_gpu_w)
+
+    with (
+        patch("openg2g.datacenter.online._LoadGenerator"),
+        patch("openg2g.datacenter.online.PowerStreamingClient", return_value=fake_client),
+        patch("openg2g.datacenter.online.STAGGER_BUFFER_S", stagger_buffer_s),
+    ):
+        dc = OnlineDatacenter(
+            DatacenterConfig(gpus_per_server=8, base_kw_per_phase=0.0),
+            deployments,
+            dt_s=Fraction(1, 10),
+            seed=42,
+            power_augmentation=PowerAugmentationConfig(
+                noise_fraction=0.0,
+                amplitude_scale_range=(1.0, 1.0),
+            ),
+            live_server=LiveServerConfig(
+                prometheus_poll_interval_s=prometheus_poll_interval_s,
+            ),
+        )
+        yield dc, fake_client
+
+
+class TestRollingPowerBuffer:
+    def test_empty_buffer_returns_zeros(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        offsets = np.array([0.0, 1.0, 2.0])
+        result = buf.sample_servers("m1", now=10.0, stagger_offsets=offsets)
+        assert result.shape == (3,)
+        np.testing.assert_array_equal(result, 0.0)
+
+    def test_single_sample(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        buf.append("m1", 5.0, 300.0)
+        offsets = np.array([0.0, 1.0, 10.0])
+        result = buf.sample_servers("m1", now=5.0, stagger_offsets=offsets)
+        np.testing.assert_array_equal(result, 300.0)
+
+    def test_stagger_lookup(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        buf.append("m1", 1.0, 100.0)
+        buf.append("m1", 3.0, 300.0)
+        buf.append("m1", 5.0, 500.0)
+
+        offsets = np.array([0.0, 2.5, 4.5])
+        result = buf.sample_servers("m1", now=5.0, stagger_offsets=offsets)
+        assert result[0] == 500.0
+        assert result[1] == 100.0
+        assert result[2] == 100.0
+
+    def test_before_first_returns_first(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        buf.append("m1", 5.0, 42.0)
+        offsets = np.array([10.0])
+        result = buf.sample_servers("m1", now=5.0, stagger_offsets=offsets)
+        assert result[0] == 42.0
+
+    def test_after_last_returns_last(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        buf.append("m1", 1.0, 100.0)
+        buf.append("m1", 2.0, 200.0)
+        offsets = np.array([0.0])
+        result = buf.sample_servers("m1", now=10.0, stagger_offsets=offsets)
+        assert result[0] == 200.0
+
+    def test_clear(self) -> None:
+        buf = _RollingPowerBuffer(["m1", "m2"])
+        buf.append("m1", 1.0, 100.0)
+        buf.append("m2", 1.0, 200.0)
+        buf.clear()
+        result = buf.sample_servers("m1", now=1.0, stagger_offsets=np.array([0.0]))
+        assert result[0] == 0.0
+
+    def test_shape_matches_offsets(self) -> None:
+        buf = _RollingPowerBuffer(["m1"])
+        buf.append("m1", 1.0, 100.0)
+        for n in [1, 5, 20]:
+            offsets = np.zeros(n)
+            result = buf.sample_servers("m1", now=1.0, stagger_offsets=offsets)
+            assert result.shape == (n,)
+
+
+class TestOnlineAugmentationPipeline:
+    """Test the shared InferencePowerAugmenter with ServerLayout built for online mode."""
+
+    def _build_layout_and_augmenter(
+        self,
+        num_replicas: int = 100,
+        gpus_per_replica: int = 1,
+        gpus_per_server: int = 8,
+        noise_fraction: float = 0.0,
+        amplitude_scale_range: tuple[float, float] = (1.0, 1.0),
+        seed: int = 42,
+    ) -> tuple[ServerLayout, InferencePowerAugmenter]:
+        import math
+
+        from openg2g.datacenter.config import InferenceRampSchedule
+        from openg2g.datacenter.layout import RampActivationPolicy
+        from openg2g.utils import split_integer_evenly
+
+        total_gpus = num_replicas * gpus_per_replica
+        num_servers = math.ceil(total_gpus / gpus_per_server)
+        rng = np.random.default_rng(seed)
+
+        sA, sB, sC = split_integer_evenly(num_servers, 3)
+        phase_list = np.asarray(([0] * sA) + ([1] * sB) + ([2] * sC), dtype=int)
+        rng.shuffle(phase_list)
+
+        policy = RampActivationPolicy(InferenceRampSchedule(), num_servers, rng)
+
+        stagger_offsets = rng.uniform(0.0, 10.0, size=num_servers)
+        amplitude_scales = rng.uniform(
+            amplitude_scale_range[0],
+            amplitude_scale_range[1],
+            size=num_servers,
+        )
+
+        gpus_per_server_list = np.full(num_servers, gpus_per_server, dtype=int)
+        tail = total_gpus - (num_servers - 1) * gpus_per_server
+        gpus_per_server_list[-1] = int(tail) if tail > 0 else gpus_per_server
+
+        layout = ServerLayout(
+            num_servers=num_servers,
+            total_gpus=total_gpus,
+            gpus_per_replica=gpus_per_replica,
+            gpus_per_server_list=gpus_per_server_list,
+            phase_list=phase_list,
+            stagger_offsets=stagger_offsets,
+            amplitude_scales=amplitude_scales,
+            noise_fraction=noise_fraction,
+        )
+        augmenter = InferencePowerAugmenter(
+            layouts={"test-model": layout},
+            policies={"test-model": policy},
+            seed=seed + 12345,
+        )
+        return layout, augmenter
+
+    def test_stagger_offsets_are_float(self) -> None:
+        layout, _ = self._build_layout_and_augmenter()
+        assert layout.stagger_offsets.dtype == np.float64
+
+    def test_uniform_power_scaling(self) -> None:
+        layout, augmenter = self._build_layout_and_augmenter(
+            num_replicas=100,
+            gpus_per_replica=1,
+            gpus_per_server=8,
+            noise_fraction=0.0,
+            amplitude_scale_range=(1.0, 1.0),
+        )
+        per_gpu = np.full(layout.num_servers, 300.0)
+        aug = augmenter.augment({"test-model": per_gpu}, t=0.0)
+        total = aug.power_w.a + aug.power_w.b + aug.power_w.c
+        expected = 300.0 * 100
+        assert total == pytest.approx(expected, rel=1e-3)
+
+    def test_noise_adds_variance(self) -> None:
+        layout, augmenter = self._build_layout_and_augmenter(noise_fraction=0.1)
+        per_gpu = np.full(layout.num_servers, 300.0)
+        values = []
+        for t in range(50):
+            aug = augmenter.augment({"test-model": per_gpu}, t=float(t))
+            values.append(aug.power_w.a + aug.power_w.b + aug.power_w.c)
+        assert np.std(values) > 0
+
+    def test_phase_shares_from_layout(self) -> None:
+        layout, _ = self._build_layout_and_augmenter()
+        counts = np.bincount(layout.phase_list, minlength=3)
+        assert counts.sum() == layout.num_servers
+        for c in counts:
+            assert c > 0
+
+    def test_active_replicas_reported(self) -> None:
+        layout, augmenter = self._build_layout_and_augmenter(num_replicas=100, gpus_per_replica=1, gpus_per_server=8)
+        per_gpu = np.full(layout.num_servers, 100.0)
+        aug = augmenter.augment({"test-model": per_gpu}, t=0.0)
+        assert aug.active_replicas_by_model["test-model"] == 100
+
+    def test_power_nonnegative(self) -> None:
+        layout, augmenter = self._build_layout_and_augmenter(noise_fraction=0.5)
+        per_gpu = np.full(layout.num_servers, 1.0)
+        for t in range(100):
+            aug = augmenter.augment({"test-model": per_gpu}, t=float(t))
+            assert aug.power_w.a >= 0.0
+            assert aug.power_w.b >= 0.0
+            assert aug.power_w.c >= 0.0
+
+
+class TestLoadGeneratorITL:
+    MODEL = "test-model"
+
+    def test_get_observed_itl_empty(self) -> None:
+        lg = _make_itl_stub(self.MODEL)
+        assert np.isnan(lg.get_observed_itl(self.MODEL))
+
+    def test_get_observed_itl_windowed(self) -> None:
+        lg = _make_itl_stub(self.MODEL)
+        now = time.monotonic()
+        lg._itl_samples[self.MODEL].append((now - 5.0, 0.100))
+        lg._itl_samples[self.MODEL].append((now - 0.5, 0.050))
+        lg._itl_samples[self.MODEL].append((now - 0.1, 0.030))
+
+        result = lg.get_observed_itl(self.MODEL, window_s=1.0)
+        assert result == pytest.approx(0.040, rel=1e-6)
+
+    def test_get_observed_itl_all_expired(self) -> None:
+        lg = _make_itl_stub(self.MODEL, itl_window_s=0.01)
+        lg._itl_samples[self.MODEL].append((time.monotonic() - 10.0, 0.050))
+
+        assert np.isnan(lg.get_observed_itl(self.MODEL, window_s=0.01))
+
+    def test_per_token_itl_samples_stored(self) -> None:
+        """Verify per-token ITL samples are individual entries, not averages."""
+        lg = _make_itl_stub(self.MODEL, itl_window_s=10.0)
+        now = time.monotonic()
+        for i in range(5):
+            lg._itl_samples[self.MODEL].append((now - 0.1 * i, 0.010 + 0.002 * i))
+
+        result = lg.get_observed_itl(self.MODEL, window_s=10.0)
+        expected = sum(0.010 + 0.002 * i for i in range(5)) / 5
+        assert result == pytest.approx(expected, rel=1e-6)
+
+
+class TestParsePrometheusText:
+    def test_basic_gauges(self) -> None:
+        text = """# HELP vllm:num_requests_running Number of requests running
+# TYPE vllm:num_requests_running gauge
+vllm:num_requests_running{model_name="m"} 32
+# HELP vllm:kv_cache_usage_perc KV cache usage
+# TYPE vllm:kv_cache_usage_perc gauge
+vllm:kv_cache_usage_perc{model_name="m"} 0.45
+"""
+        result = _parse_prometheus_text(text)
+        assert result["num_requests_running"] == 32.0
+        assert result["kv_cache_usage_perc"] == pytest.approx(0.45)
+
+    def test_empty_text(self) -> None:
+        assert _parse_prometheus_text("") == {}
+
+    def test_comments_only(self) -> None:
+        text = "# HELP something\n# TYPE something gauge\n"
+        assert _parse_prometheus_text(text) == {}
+
+    def test_summing_multiple_labels(self) -> None:
+        text = """vllm:num_requests_running{model_name="a"} 10
+vllm:num_requests_running{model_name="b"} 20
+"""
+        result = _parse_prometheus_text(text)
+        assert result["num_requests_running"] == 30.0
+
+    def test_all_metrics(self) -> None:
+        text = """vllm:num_requests_running{} 5
+vllm:num_requests_waiting{} 2
+vllm:num_preemptions_total{} 1
+vllm:kv_cache_usage_perc{} 0.78
+"""
+        result = _parse_prometheus_text(text)
+        assert result["num_requests_running"] == 5.0
+        assert result["num_requests_waiting"] == 2.0
+        assert result["num_preemptions_total"] == 1.0
+        assert result["kv_cache_usage_perc"] == pytest.approx(0.78)
+
+
+class TestOnlineDatacenterStep:
+    """Integration test for OnlineDatacenter.step() with a fake power client.
+
+    Exercises the full path: power reading -> rolling buffer -> shared
+    InferencePowerAugmenter -> three-phase power output, without requiring
+    real vLLM servers or zeusd.
+    """
+
+    def test_step_produces_nonzero_power(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0, 1, 2, 3))
+        with _online_dc([dep], per_gpu_w=300.0) as (dc, _):
+            dc._started = True
+            clock = SimulationClock(tick_s=Fraction(1, 10))
+            state = dc.step(clock, _EVENTS)
+
+            total_power = state.power_w.a + state.power_w.b + state.power_w.c
+            assert total_power > 0
+            assert dep.model_label in state.augmented_power_w_by_model
+            assert state.augmented_power_w_by_model[dep.model_label] > 0
+            assert dep.model_label in state.measured_power_w_by_model
+            assert state.measured_power_w_by_model[dep.model_label] == pytest.approx(300.0 * 4)
+
+    def test_step_power_scales_with_replicas(self) -> None:
+        powers = []
+        for n_replicas in [50, 200]:
+            dep = _make_deployment(num_replicas=n_replicas, gpu_indices=(0,))
+            with _online_dc([dep], per_gpu_w=300.0) as (dc, _):
+                dc._started = True
+                clock = SimulationClock(tick_s=Fraction(1, 10))
+                state = dc.step(clock, _EVENTS)
+                powers.append(state.power_w.a + state.power_w.b + state.power_w.c)
+
+        assert powers[1] > powers[0]
+        assert powers[1] / powers[0] == pytest.approx(200.0 / 50.0, rel=0.1)
+
+    def test_phase_shares_from_layout(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0,))
+        with _online_dc([dep]) as (dc, _):
+            shares = dc.phase_share_by_model
+            assert dep.model_label in shares
+            assert shares[dep.model_label].shape == (3,)
+            assert shares[dep.model_label].sum() == pytest.approx(1.0)
+
+
+class TestWarmup:
+    """Test the warmup phase of OnlineDatacenter.start()."""
+
+    def test_warmup_completes_when_saturated(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0, 1))
+        with _online_dc([dep], stagger_buffer_s=0.3) as (dc, _):
+            prom_mock = MagicMock()
+            prom_mock.get_latest.return_value = {dep.model_label: {"num_requests_running": 128.0}}
+            dc._prometheus = prom_mock
+            dc._warmup(timeout_s=5.0, poll_interval_s=0.05)
+
+    def test_warmup_waits_for_buffer_after_saturation(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0, 1))
+        with _online_dc([dep], stagger_buffer_s=0.4) as (dc, _):
+            prom_mock = MagicMock()
+            prom_mock.get_latest.return_value = {dep.model_label: {"num_requests_running": 128.0}}
+            dc._prometheus = prom_mock
+
+            t_before = time.monotonic()
+            dc._warmup(timeout_s=5.0, poll_interval_s=0.05)
+            elapsed = time.monotonic() - t_before
+
+            # Must wait at least stagger_buffer_s after saturation
+            assert elapsed >= 0.4
+
+    def test_warmup_timeout_raises_with_trajectory(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0, 1))
+        with _online_dc([dep], stagger_buffer_s=0.1) as (dc, _):
+            prom_mock = MagicMock()
+            prom_mock.get_latest.return_value = {dep.model_label: {"num_requests_running": 10.0}}
+            dc._prometheus = prom_mock
+
+            with pytest.raises(RuntimeError, match="Warmup timed out") as exc_info:
+                dc._warmup(timeout_s=0.5, poll_interval_s=0.05)
+
+            msg = str(exc_info.value)
+            assert dep.model_label in msg
+            assert "target: 128" in msg
+            assert "reached: 10" in msg
+            assert "t=0s:" in msg
+
+    def test_warmup_no_prometheus_waits_for_buffer_only(self) -> None:
+        dep = _make_deployment(num_replicas=100, gpu_indices=(0, 1))
+        with _online_dc([dep], stagger_buffer_s=0.3, prometheus_poll_interval_s=0) as (dc, _):
+            assert dc._prometheus is None
+
+            t_before = time.monotonic()
+            dc._warmup(timeout_s=5.0, poll_interval_s=0.05)
+            elapsed = time.monotonic() - t_before
+
+            assert elapsed >= 0.3
+
+
+class TestHealthChecks:
+    def test_check_vllm_health_failure(self) -> None:
+        from openg2g.datacenter.online import _check_vllm_health
+
+        with pytest.raises(RuntimeError, match="vLLM health check failed"):
+            _check_vllm_health("http://nonexistent-host-12345:9999", timeout_s=0.5)
+
+    def test_check_vllm_model_failure(self) -> None:
+        from openg2g.datacenter.online import _check_vllm_model
+
+        with pytest.raises(RuntimeError, match="vLLM model check failed"):
+            _check_vllm_model("http://nonexistent-host-12345:9999", "some-model", timeout_s=0.5)
+
+    def test_check_zeusd_health_failure(self) -> None:
+        from openg2g.datacenter.online import _check_zeusd_health
+
+        with pytest.raises(RuntimeError, match="zeusd health check failed"):
+            _check_zeusd_health("nonexistent-host-12345", port=9999, timeout_s=0.5)
diff --git a/tests/test_types.py b/tests/test_types.py
new file mode 100644
index 0000000000000000000000000000000000000000..4083946ded0b133f18b2b4436fe1d67a55757b5d
--- /dev/null
+++ b/tests/test_types.py
@@ -0,0 +1,401 @@
+"""Tests for config/schedule types: TapPosition, TapSchedule, InferenceRamp,
+InferenceRampSchedule, ActivationPolicy, TrainingRun, TrainingSchedule."""
+
+from __future__ import annotations
+
+import numpy as np
+import pytest
+
+from openg2g.common import ThreePhase
+from openg2g.datacenter.config import (
+    InferenceRamp,
+    InferenceRampSchedule,
+    TrainingRun,
+    TrainingSchedule,
+)
+from openg2g.datacenter.layout import ActivationPolicy, RampActivationPolicy
+from openg2g.datacenter.online import OnlineDatacenterState
+from openg2g.datacenter.workloads.training import TrainingTrace
+from openg2g.grid.base import BusVoltages, GridState, PhaseVoltages
+from openg2g.grid.config import TapPosition, TapSchedule
+
+_DUMMY_TRACE = TrainingTrace(t_s=np.array([0.0, 1.0]), power_w=np.array([100.0, 200.0]))
+
+
+class TestTapPosition:
+    def test_full_three_phase(self) -> None:
+        """All three phases specified should be stored as given."""
+        pos = TapPosition(a=1.0, b=1.05, c=1.1)
+        assert pos.a == 1.0
+        assert pos.b == 1.05
+        assert pos.c == 1.1
+
+    def test_partial_a_only(self) -> None:
+        """Specifying only phase A should leave B and C as None."""
+        pos = TapPosition(a=1.1)
+        assert pos.a == 1.1
+        assert pos.b is None
+        assert pos.c is None
+
+    def test_partial_a_and_c(self) -> None:
+        """Specifying A and C but not B should leave B as None."""
+        pos = TapPosition(a=1.0625, c=1.0625)
+        assert pos.a == 1.0625
+        assert pos.b is None
+        assert pos.c == 1.0625
+
+    def test_no_phase_raises(self) -> None:
+        """Constructing with no phases should raise ValueError."""
+        with pytest.raises(ValueError, match="at least one phase"):
+            TapPosition()
+
+    def test_at_returns_schedule(self) -> None:
+        """Calling .at(t) should wrap the position in a single-entry TapSchedule."""
+        pos = TapPosition(a=1.0, b=1.0, c=1.0)
+        sched = pos.at(t=100.0)
+        assert isinstance(sched, TapSchedule)
+        assert len(sched) == 1
+
+
+class TestTapSchedule:
+    def test_pipe_composition(self) -> None:
+        """The | operator should combine multiple TapSchedules into one."""
+        s = (
+            TapPosition(a=1.0, b=1.0, c=1.0).at(t=0)
+            | TapPosition(a=1.1).at(t=100)
+            | TapPosition(a=1.05, c=1.05).at(t=200)
+        )
+        assert len(s) == 3
+
+    def test_sorted_by_time(self) -> None:
+        """Entries should be sorted by time regardless of pipe order."""
+        s = TapPosition(a=1.1).at(t=200) | TapPosition(a=1.0).at(t=0)
+        times = [t for t, _ in s]
+        assert times == [0, 200]
+
+    def test_iteration(self) -> None:
+        """Iterating a schedule should yield (time, TapPosition) tuples."""
+        s = TapPosition(a=1.0, b=1.0, c=1.0).at(t=50)
+        entries = list(s)
+        assert len(entries) == 1
+        t, pos = entries[0]
+        assert t == 50.0
+        assert pos.a == 1.0
+
+    def test_bool_empty(self) -> None:
+        """An empty schedule should be falsy."""
+        s = TapSchedule(())
+        assert not s
+
+    def test_bool_nonempty(self) -> None:
+        """A non-empty schedule should be truthy."""
+        s = TapPosition(a=1.0).at(t=0)
+        assert s
+
+    def test_repr_partial(self) -> None:
+        """repr of a partial-phase schedule should only show specified phases."""
+        s = TapPosition(a=1.1).at(t=100)
+        r = repr(s)
+        assert "a=1.1" in r
+        assert "b=" not in r
+        assert "c=" not in r
+
+    def test_duplicate_timestamps_raises(self) -> None:
+        """Constructing a schedule with duplicate timestamps should raise ValueError."""
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            TapPosition(a=1.0).at(t=0) | TapPosition(a=1.1).at(t=0)
+
+    def test_duplicate_timestamps_three_entries(self) -> None:
+        """Two of three entries sharing a timestamp should raise ValueError."""
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            TapPosition(a=1.0).at(t=0) | TapPosition(a=1.1).at(t=100) | TapPosition(a=1.05).at(t=0)
+
+    def test_duplicate_timestamps_direct_construction(self) -> None:
+        """Direct TapSchedule construction with duplicates should also raise."""
+        with pytest.raises(ValueError, match="duplicate timestamps"):
+            TapSchedule(((0.0, TapPosition(a=1.0)), (0.0, TapPosition(a=1.1))))
+
+
+class TestInferenceRamp:
+    def test_basic(self) -> None:
+        """InferenceRamp should store its target fraction."""
+        r = InferenceRamp(target=0.5)
+        assert r.target == 0.5
+
+    def test_invalid_target_low(self) -> None:
+        """Negative target fraction should raise ValueError."""
+        with pytest.raises(ValueError, match="target must be in"):
+            InferenceRamp(target=-0.1)
+
+    def test_invalid_target_high(self) -> None:
+        """Target fraction above 1.0 should raise ValueError."""
+        with pytest.raises(ValueError, match="target must be in"):
+            InferenceRamp(target=1.5)
+
+    def test_at_returns_schedule(self) -> None:
+        """Calling .at() should wrap in a single-entry InferenceRampSchedule."""
+        s = InferenceRamp(target=0.5).at(t_start=1000, t_end=2000)
+        assert isinstance(s, InferenceRampSchedule)
+        assert len(s) == 1
+
+    def test_at_invalid_time_order(self) -> None:
+        """t_end before t_start should raise ValueError."""
+        with pytest.raises(ValueError, match=r"t_end.*must be >= t_start"):
+            InferenceRamp(target=0.5).at(t_start=2000, t_end=1000)
+
+    def test_pipe_creates_schedule(self) -> None:
+        """Piping two scheduled ramps should produce an InferenceRampSchedule."""
+        s = InferenceRamp(target=0.5).at(t_start=100, t_end=200) | InferenceRamp(target=1.0).at(t_start=300, t_end=400)
+        assert isinstance(s, InferenceRampSchedule)
+        assert len(s) == 2
+
+    def test_pipe_three(self) -> None:
+        """Chaining three ramps with | should accumulate all entries."""
+        s = (
+            InferenceRamp(target=0.5).at(t_start=100, t_end=200)
+            | InferenceRamp(target=1.0).at(t_start=300, t_end=400)
+            | InferenceRamp(target=0.3).at(t_start=500, t_end=600)
+        )
+        assert isinstance(s, InferenceRampSchedule)
+        assert len(s) == 3
+
+
+class TestInferenceRampSchedule:
+    def test_fraction_before_first_ramp(self) -> None:
+        """Before the first ramp starts, the active fraction should be 1.0."""
+        s = InferenceRamp(target=0.5).at(t_start=1000, t_end=2000)
+        assert s.fraction_at(0.0) == 1.0
+        assert s.fraction_at(999.0) == 1.0
+
+    def test_fraction_during_ramp(self) -> None:
+        """During a ramp, the fraction should linearly interpolate from
+        the previous level to the target."""
+        s = InferenceRamp(target=0.0).at(t_start=1000, t_end=2000)
+        assert s.fraction_at(1000.0) == 1.0
+        assert s.fraction_at(1500.0) == pytest.approx(0.5)
+        assert s.fraction_at(2000.0) == pytest.approx(0.0)
+
+    def test_fraction_after_ramp(self) -> None:
+        """After a ramp completes, the fraction should hold at the target."""
+        s = InferenceRamp(target=0.2).at(t_start=1000, t_end=2000)
+        assert s.fraction_at(3000.0) == pytest.approx(0.2)
+
+    def test_two_ramps(self) -> None:
+        """Two sequential ramps: first ramps down to 0.2, second ramps back
+        up to 1.0. The fraction should hold between ramps."""
+        s = InferenceRamp(target=0.2).at(t_start=1000, t_end=2000) | InferenceRamp(target=1.0).at(
+            t_start=3000, t_end=3500
+        )
+        assert s.fraction_at(0.0) == 1.0
+        assert s.fraction_at(1500.0) == pytest.approx(0.6)
+        assert s.fraction_at(2500.0) == pytest.approx(0.2)
+        assert s.fraction_at(3250.0) == pytest.approx(0.6)
+        assert s.fraction_at(4000.0) == pytest.approx(1.0)
+
+    def test_instant_ramp(self) -> None:
+        """A ramp with t_start == t_end should produce an instant step change."""
+        s = InferenceRamp(target=0.5).at(t_start=1000, t_end=1000)
+        assert s.fraction_at(999.0) == 1.0
+        assert s.fraction_at(1000.0) == 0.5
+        assert s.fraction_at(1001.0) == 0.5
+
+    def test_fraction_array(self) -> None:
+        """fraction_at should accept a numpy array and return element-wise results."""
+        s = InferenceRamp(target=0.0).at(t_start=1000, t_end=2000)
+        t = np.array([0.0, 1000.0, 1500.0, 2000.0, 3000.0])
+        result = s.fraction_at(t)
+        expected = np.array([1.0, 1.0, 0.5, 0.0, 0.0])
+        np.testing.assert_allclose(result, expected)
+
+    def test_sorted_by_start(self) -> None:
+        """Ramps piped in reverse order should still be sorted by t_start."""
+        s = InferenceRamp(target=1.0).at(t_start=3000, t_end=3500) | InferenceRamp(target=0.2).at(
+            t_start=1000, t_end=2000
+        )
+        starts = [t_start for _, t_start, _ in s]
+        assert starts == [1000, 3000]
+
+
+class TestTrainingRun:
+    def test_basic(self) -> None:
+        """TrainingRun should store its GPU count and trace."""
+        r = TrainingRun(n_gpus=2400, trace=_DUMMY_TRACE)
+        assert r.n_gpus == 2400
+
+    def test_negative_gpus(self) -> None:
+        """Negative GPU count should raise ValueError."""
+        with pytest.raises(ValueError, match="n_gpus must be > 0"):
+            TrainingRun(n_gpus=-1, trace=_DUMMY_TRACE)
+
+    def test_default_target_peak(self) -> None:
+        """target_peak_W_per_gpu should default to 400.0."""
+        r = TrainingRun(n_gpus=100, trace=_DUMMY_TRACE)
+        assert r.target_peak_W_per_gpu == 400.0
+
+    def test_at_returns_schedule(self) -> None:
+        """Calling .at() should wrap in a single-entry TrainingSchedule."""
+        s = TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=0, t_end=100)
+        assert isinstance(s, TrainingSchedule)
+        assert len(s) == 1
+
+    def test_at_invalid_time_order(self) -> None:
+        """t_end before t_start should raise ValueError."""
+        with pytest.raises(ValueError, match=r"t_end.*must be >= t_start"):
+            TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=200, t_end=100)
+
+    def test_scheduled_fields(self) -> None:
+        """Schedule entries should expose run and time fields via tuple."""
+        r = TrainingRun(n_gpus=2400, trace=_DUMMY_TRACE, target_peak_W_per_gpu=500.0)
+        run, t_start, t_end = next(iter(r.at(t_start=100, t_end=200)))
+        assert run is r
+        assert run.n_gpus == 2400
+        assert run.target_peak_W_per_gpu == 500.0
+        assert t_start == 100
+        assert t_end == 200
+
+    def test_pipe_creates_schedule(self) -> None:
+        """Piping two scheduled training runs should produce a TrainingSchedule."""
+        s = TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=0, t_end=100) | TrainingRun(
+            n_gpus=50, trace=_DUMMY_TRACE
+        ).at(t_start=200, t_end=300)
+        assert isinstance(s, TrainingSchedule)
+        assert len(s) == 2
+
+
+class TestTrainingSchedule:
+    def test_sorted_by_start(self) -> None:
+        """Runs piped in reverse order should still be sorted by t_start."""
+        s = TrainingRun(n_gpus=50, trace=_DUMMY_TRACE).at(t_start=200, t_end=300) | TrainingRun(
+            n_gpus=100, trace=_DUMMY_TRACE
+        ).at(t_start=0, t_end=100)
+        starts = [t_start for _, t_start, _ in s]
+        assert starts == [0, 200]
+
+    def test_pipe_three(self) -> None:
+        """Chaining three scheduled runs with | should accumulate all entries."""
+        s = (
+            TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=0, t_end=100)
+            | TrainingRun(n_gpus=50, trace=_DUMMY_TRACE).at(t_start=200, t_end=300)
+            | TrainingRun(n_gpus=25, trace=_DUMMY_TRACE).at(t_start=400, t_end=500)
+        )
+        assert len(s) == 3
+
+    def test_bool(self) -> None:
+        """An empty schedule should be falsy; a non-empty one should be truthy."""
+        s = TrainingSchedule()
+        assert not s
+        s2 = TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=0, t_end=100)
+        assert s2
+
+    def test_repr(self) -> None:
+        """repr should include 'TrainingRun' for debuggability."""
+        s = TrainingRun(n_gpus=100, trace=_DUMMY_TRACE).at(t_start=0, t_end=100)
+        assert "TrainingRun" in repr(s)
+
+
+class TestGridState:
+    def test_tap_positions_default_none(self) -> None:
+        state = GridState(
+            time_s=0.0,
+            voltages=BusVoltages({"671": PhaseVoltages(a=1.0, b=1.0, c=1.0)}),
+        )
+        assert state.tap_positions is None
+
+    def test_tap_positions_populated(self) -> None:
+        taps = TapPosition(a=1.0875, b=1.0375, c=1.09375)
+        state = GridState(
+            time_s=1.0,
+            voltages=BusVoltages({"671": PhaseVoltages(a=0.98, b=0.99, c=1.01)}),
+            tap_positions=taps,
+        )
+        assert state.tap_positions is taps
+        assert state.tap_positions.a == 1.0875
+
+
+class TestOnlineDatacenterState:
+    def test_construction_with_all_fields(self) -> None:
+        state = OnlineDatacenterState(
+            time_s=0.5,
+            power_w=ThreePhase(a=500e3, b=500e3, c=500e3),
+            batch_size_by_model={"8B": 128},
+            active_replicas_by_model={"8B": 4},
+            observed_itl_s_by_model={"8B": 0.05},
+            measured_power_w=ThreePhase(a=50e3, b=50e3, c=50e3),
+            measured_power_w_by_model={"8B": 120e3},
+            augmented_power_w_by_model={"8B": 1200e3},
+            augmentation_factor_by_model={"8B": 10.0},
+        )
+        assert state.power_w.a + state.power_w.b + state.power_w.c == 1500e3
+        assert state.measured_power_w.a + state.measured_power_w.b + state.measured_power_w.c == 150e3
+        assert state.augmented_power_w_by_model["8B"] == 1200e3
+        assert state.measured_power_w_by_model["8B"] == 120e3
+        assert state.augmentation_factor_by_model["8B"] == 10.0
+
+    def test_defaults(self) -> None:
+        state = OnlineDatacenterState(
+            time_s=0.0,
+            power_w=ThreePhase(a=0.0, b=0.0, c=0.0),
+        )
+        assert state.measured_power_w.a + state.measured_power_w.b + state.measured_power_w.c == 0.0
+        assert state.measured_power_w_by_model == {}
+        assert state.augmented_power_w_by_model == {}
+        assert state.augmentation_factor_by_model == {}
+
+
+class TestRampActivationPolicy:
+    def test_all_active_before_ramp(self) -> None:
+        """Before the first ramp, all servers should be active."""
+        schedule = InferenceRamp(target=0.5).at(t_start=1000, t_end=2000)
+        policy = RampActivationPolicy(schedule, num_servers=10, rng=np.random.default_rng(42))
+        mask = policy.active_mask(0.0)
+        assert mask.sum() == 10
+
+    def test_ramp_down(self) -> None:
+        """After ramp completes, only the target fraction of servers should be active."""
+        schedule = InferenceRamp(target=0.5).at(t_start=0, t_end=0)
+        policy = RampActivationPolicy(schedule, num_servers=10, rng=np.random.default_rng(42))
+        mask = policy.active_mask(1.0)
+        assert mask.sum() == 5
+
+    def test_ramp_up(self) -> None:
+        """Ramp up: start at 0.2, ramp to 1.0."""
+        schedule = InferenceRamp(target=0.2).at(t_start=0, t_end=0) | InferenceRamp(target=1.0).at(
+            t_start=100, t_end=100
+        )
+        policy = RampActivationPolicy(schedule, num_servers=10, rng=np.random.default_rng(42))
+        mask_low = policy.active_mask(50.0)
+        mask_high = policy.active_mask(200.0)
+        assert mask_low.sum() == 2
+        assert mask_high.sum() == 10
+
+    def test_ramp_up_servers_superset(self) -> None:
+        """Servers active at low fraction should be a subset of those active at high fraction."""
+        schedule = InferenceRamp(target=0.3).at(t_start=0, t_end=0) | InferenceRamp(target=0.7).at(
+            t_start=100, t_end=100
+        )
+        policy = RampActivationPolicy(schedule, num_servers=10, rng=np.random.default_rng(42))
+        mask_low = policy.active_mask(50.0)
+        mask_high = policy.active_mask(200.0)
+        assert np.all(mask_high[mask_low])
+
+    def test_deterministic_with_same_seed(self) -> None:
+        """Same seed should produce the same activation mask."""
+        schedule = InferenceRamp(target=0.5).at(t_start=0, t_end=0)
+        p1 = RampActivationPolicy(schedule, num_servers=20, rng=np.random.default_rng(0))
+        p2 = RampActivationPolicy(schedule, num_servers=20, rng=np.random.default_rng(0))
+        np.testing.assert_array_equal(p1.active_mask(1.0), p2.active_mask(1.0))
+
+    def test_custom_policy_subclass(self) -> None:
+        """Custom ActivationPolicy subclasses should work with ServerLayout."""
+
+        class _AllOnPolicy(ActivationPolicy):
+            def __init__(self, n: int) -> None:
+                self._n = n
+
+            def active_mask(self, t: float) -> np.ndarray:
+                return np.ones(self._n, dtype=bool)
+
+        policy = _AllOnPolicy(10)
+        mask = policy.active_mask(0.0)
+        assert mask.sum() == 10
+        assert policy.active_indices(0.0).tolist() == list(range(10))
diff --git a/tests/test_voltage_metrics.py b/tests/test_voltage_metrics.py
new file mode 100644
index 0000000000000000000000000000000000000000..872e99628d211ddb440b76cec92b146b871130af
--- /dev/null
+++ b/tests/test_voltage_metrics.py
@@ -0,0 +1,192 @@
+"""Tests for openg2g.metrics.voltage: compute_allbus_voltage_stats."""
+
+from __future__ import annotations
+
+import pytest
+
+from openg2g.grid.base import BusVoltages, GridState, PhaseVoltages
+from openg2g.metrics.voltage import compute_allbus_voltage_stats
+
+
+def _make_grid_state(
+    time_s: float,
+    bus_voltages: dict[str, tuple[float, float, float]],
+) -> GridState:
+    """Helper to build a GridState from a dict of bus -> (va, vb, vc)."""
+    data = {bus: PhaseVoltages(a=v[0], b=v[1], c=v[2]) for bus, v in bus_voltages.items()}
+    return GridState(time_s=time_s, voltages=BusVoltages(_data=data))
+
+
+class TestComputeAllbusVoltageStats:
+    def test_empty_states(self) -> None:
+        with pytest.raises(ValueError, match="At least two"):
+            compute_allbus_voltage_stats([])
+
+    def test_single_state_rejected(self) -> None:
+        states = [_make_grid_state(0.0, {"bus1": (1.0, 1.0, 1.0)})]
+        with pytest.raises(ValueError, match="got 1"):
+            compute_allbus_voltage_stats(states)
+
+    def test_no_violations(self) -> None:
+        """All voltages within bounds should produce zero violation metrics."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (1.0, 1.0, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (1.0, 1.0, 1.0)}),
+            _make_grid_state(2.0, {"bus1": (1.0, 1.0, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == 1.0
+        assert stats.worst_vmax == 1.0
+        assert stats.violation_time_s == 0.0
+        assert stats.integral_violation_pu_s == 0.0
+
+    def test_undervoltage_violation(self) -> None:
+        """A single phase below v_min should contribute to integral violation
+        and count all timesteps as violated."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (0.93, 1.0, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == pytest.approx(0.93)
+        assert stats.integral_violation_pu_s == pytest.approx(0.04)
+        assert stats.violation_time_s == pytest.approx(2.0)
+
+    def test_overvoltage_violation(self) -> None:
+        """A single phase above v_max should contribute to integral violation."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (1.0, 1.07, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (1.0, 1.07, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmax == pytest.approx(1.07)
+        assert stats.integral_violation_pu_s == pytest.approx(0.04)
+
+    def test_mixed_under_and_over(self) -> None:
+        """Both under- and overvoltage on different phases should be summed
+        independently in the same timestep."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (0.93, 1.07, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (0.93, 1.07, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == pytest.approx(0.93)
+        assert stats.worst_vmax == pytest.approx(1.07)
+        assert stats.integral_violation_pu_s == pytest.approx(0.08)
+
+    def test_multiple_buses_summed(self) -> None:
+        """Violations across different buses should be summed per timestep."""
+        states = [
+            _make_grid_state(
+                0.0,
+                {
+                    "bus1": (0.93, 1.0, 1.0),
+                    "bus2": (1.0, 1.0, 0.94),
+                },
+            ),
+            _make_grid_state(
+                1.0,
+                {
+                    "bus1": (0.93, 1.0, 1.0),
+                    "bus2": (1.0, 1.0, 0.94),
+                },
+            ),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == pytest.approx(0.93)
+        assert stats.integral_violation_pu_s == pytest.approx(0.06)
+
+    def test_exclude_buses(self) -> None:
+        """Excluded buses (e.g. rg60) should not contribute to any metric,
+        even if they have severe violations."""
+        states = [
+            _make_grid_state(
+                0.0,
+                {
+                    "rg60": (0.80, 0.80, 0.80),
+                    "bus1": (1.0, 1.0, 1.0),
+                },
+            ),
+            _make_grid_state(
+                1.0,
+                {
+                    "rg60": (0.80, 0.80, 0.80),
+                    "bus1": (1.0, 1.0, 1.0),
+                },
+            ),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.violation_time_s == 0.0
+        assert stats.integral_violation_pu_s == 0.0
+        assert stats.worst_vmin == 1.0
+
+    def test_exclude_buses_case_insensitive(self) -> None:
+        """Bus exclusion should be case-insensitive (e.g. 'RG60' excluded by 'rg60')."""
+        states = [
+            _make_grid_state(
+                0.0,
+                {
+                    "RG60": (0.80, 0.80, 0.80),
+                    "bus1": (1.0, 1.0, 1.0),
+                },
+            ),
+            _make_grid_state(
+                1.0,
+                {
+                    "RG60": (0.80, 0.80, 0.80),
+                    "bus1": (1.0, 1.0, 1.0),
+                },
+            ),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05, exclude_buses=("rg60",))
+        assert stats.worst_vmin == 1.0
+
+    def test_nan_phase_ignored(self) -> None:
+        """NaN voltages (missing phases) should not affect worst-case
+        min/max or contribute to violations."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (1.0, float("nan"), 1.0)}),
+            _make_grid_state(1.0, {"bus1": (1.0, float("nan"), 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == 1.0
+        assert stats.worst_vmax == 1.0
+        assert stats.violation_time_s == 0.0
+
+    def test_dt_from_median(self) -> None:
+        """dt should be computed as the median of time diffs, making the
+        integral robust to outlier gaps in timestamps."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(0.1, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(0.2, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(0.3, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(10.0, {"bus1": (0.93, 1.0, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        expected_dt = 0.1
+        assert stats.integral_violation_pu_s == pytest.approx(5 * expected_dt * 0.02)
+        assert stats.violation_time_s == pytest.approx(5 * expected_dt)
+
+    def test_violation_time_partial(self) -> None:
+        """Only timesteps with actual violations should count toward
+        violation_time_s, not the entire simulation."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (1.0, 1.0, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (0.93, 1.0, 1.0)}),
+            _make_grid_state(2.0, {"bus1": (1.0, 1.0, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.violation_time_s == pytest.approx(1.0)
+        assert stats.integral_violation_pu_s == pytest.approx(0.02)
+
+    def test_two_states_minimum(self) -> None:
+        """Two states is the minimum required input."""
+        states = [
+            _make_grid_state(0.0, {"bus1": (0.90, 1.0, 1.0)}),
+            _make_grid_state(1.0, {"bus1": (0.90, 1.0, 1.0)}),
+        ]
+        stats = compute_allbus_voltage_stats(states, v_min=0.95, v_max=1.05)
+        assert stats.worst_vmin == pytest.approx(0.90)
+        assert stats.integral_violation_pu_s == pytest.approx(0.10)
+        assert stats.violation_time_s == pytest.approx(2.0)
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000000000000000000000000000000000000..3379f7cda677044a0b354943083bd30ebc07ab96
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,3584 @@
+version = 1
+revision = 3
+requires-python = ">=3.10"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
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