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docs: Update PRD and progress for US-005 completion
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prd.json

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"Add unit tests for hybrid detection"
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],
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"priority": 5,
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"passes": false
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"passes": true
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}
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]
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}

progress.txt

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- Use factory pattern with lazy registration to avoid circular imports
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- Provider interface should support both sync and async for flexibility
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---
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## 2026-01-28 - US-005
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- Implemented Enhanced Refusal Detection with Hybrid Approach
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- Files created/modified:
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- agentic_security/refusal_classifier/hybrid_classifier.py (HybridRefusalClassifier, HybridResult, DetectionResult)
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- agentic_security/refusal_classifier/__init__.py (added lazy import comments)
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- tests/unit/refusal_classifier/test_hybrid_classifier.py (32 tests)
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- **Learnings for future iterations:**
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- Circular imports: refusal.py imports from refusal_classifier, so can't export llm_classifier/hybrid_classifier from __init__.py
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- Use Protocol for detector interface (is_refusal(str) -> bool) to allow duck typing
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- Weighted voting: confidence = refusal_weight / total_weight for refusals, 1 - ratio for non-refusals
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- Table-driven tests work well for testing weighted voting edge cases
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- require_unanimous mode useful for high-stakes classification where all detectors must agree
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