feat: add SHA256 model integrity check before joblib.load()
Add verify_model_checksum() that validates model files against a models/checksums.sha256 manifest before loading. Fails open when manifest is missing or file not listed (backward compat), raises HTTP 500 on hash mismatch. Created empty manifest placeholder. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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## 5. ML Service Hardening (Python)
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- [x] 5.1 `[sonnet]` Replace `error.message` / traceback details with generic `"Internal server error"` in FastAPI exception handlers at lines 640, 778, 1091, 1134, 1199, 1296 of `services/ml/app/main.py`
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- [ ] 5.2 `[opus]` Add SHA256 model integrity check: create `models/checksums.sha256` manifest, verify hash before `joblib.load()` in `services/ml/app/main.py:266`
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- [x] 5.2 `[opus]` Add SHA256 model integrity check: create `models/checksums.sha256` manifest, verify hash before `joblib.load()` in `services/ml/app/main.py:266`
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- [ ] 5.3 `[sonnet]` Add `_model_swap_lock` to prediction reads (not just writes) in `services/ml/app/main.py` for thread-safe model access
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- [ ] 5.4 `[sonnet]` Add date range validation (max 1 year) to `POST /predict/batch` in `services/ml/app/main.py`
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- [ ] 5.5 `[sonnet]` Add candle time-sort validation/auto-sort to `POST /predict` in `services/ml/app/main.py`
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