export_modified_inference_notes.md

# Exporting the actual patched inference.py

The final notebook patches the public MMDuet2 `proactive_eval/inference.py` at runtime.
After running Cell 3 in Colab, the actual patched file is located at:

```text
/content/work/repo_v4_final/proactive_eval/inference.py
```

To export it for review, run:

```python
from pathlib import Path
import shutil
OUT = Path('/content/drive/MyDrive/humomni_track2_phase1_data/hf_upload')
OUT.mkdir(parents=True, exist_ok=True)
shutil.copy('/content/work/repo_v4_final/proactive_eval/inference.py', OUT / 'modified_inference.py')
```

We do not include a fabricated full `modified_inference.py` here; the official public base repository plus `patch_mmd duet2_inference.py` and the notebook reproduce the exact modifications.