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๐Ÿ“„ README.md Preview
# Adam Research Notebooks

The `notebooks/` directory serves as the "Laboratory" for Data Scientists and Quants.

## ๐Ÿงช Usage Policy
*   **Experimental:** Code here is for research and prototyping. It is **not** production-ready.
*   **Isolated:** Notebooks should not depend on local relative paths if possible, or should explicitly set `PYTHONPATH`.

## ๐Ÿ“‚ Categories

### 1. Research (`research/`)
Experiments with new models or algorithms.
*   `simulation.ipynb`: Prototyping the One-Shot World Model logic.
*   `walkthrough.ipynb`: A step-by-step guide to the internal reasoning graph.

### 2. Demos (`demos/`)
Polished examples for stakeholders.
*   `fdt_bundle.ipynb`: Demonstrates the Financial Digital Twin capabilities.

## ๐Ÿš€ Running Notebooks
Ensure your virtual environment is active and `jupyter` is installed.

```bash
source .venv/bin/activate
pip install jupyter
jupyter notebook
```