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## 3. Module interfaces — function signatures
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These are the only public functions each module exposes. Anything else is private.
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Stick to these signatures; if Claude Code drifts, point it back here.
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Stick to these signatures; if an implementation drifts, point it back here.
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### `ingest.py`
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```python
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---
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## 6. Order of implementation (Claude Code's worklist)
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## 6. Order of implementation
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1.`types.py` — write this first, completely. Everything else imports from it.
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2.`ingest.py` + tests against a fixture PDF and a fixture string.
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11.`scripts/train_fusion.py` — fits the LR, pickles it, replaces the identity fusion.
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12. Real models swapped in last, one signal at a time, verifying on HPC.
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**Rule for Claude Code: never run the real models in tests.** Mock at the module boundary. Real-model runs happen only in `scripts/evaluate.py` on HPC.
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**Rule: never run the real models in tests.** Mock at the module boundary. Real-model runs happen only in `scripts/evaluate.py` on HPC.
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