# EGP

Evidence-Guided Pipeline for SafeHome anomaly reasoning.

## Design

- `api_client.py`: OpenAI-compatible API client with optional API key.
- `benchmark.py`: episode collection and resume helpers.
- `evidence.py`: deterministic evidence compression from raw long logs.
- `prompts.py`: two-stage prompts for hypothesis generation and final verification.
- `pipeline.py`: end-to-end episode evaluation with EGP.
- `run_egp.py`: CLI runner with resume and `--max-episodes` support.

## Example

```bash
python EGP/run_egp.py \
  --model Qwen/Qwen3.5-9B \
  --api-base http://localhost:8000/v1 \
  --max-episodes 5 \
  --workers 2
```

Local vLLM does not need `--api-key`.

Preview one episode without API calls:

```bash
python EGP/run_egp.py --preview-only --max-episodes 1 --output-dir results/egp_preview
```