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Phase 5: Evaluation Suite

> **Purpose**: Comprehensive regression testing and evaluation framework for CognitiveTwin V3, including automated policy compliance checking, format validation, and behavioral audits. > > **Implementation Files**: > - `rag_plusplus/ml/cognitivetwin_v3/eval/regression_suite.py` > - `rag_plusplus/ml/cognitivetwin_v3/eval/metrics.py` > - `rag_plusplus/ml/cognitivetwin_v3/eval/scorers.py`

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> **Purpose**: Comprehensive regression testing and evaluation framework for CognitiveTwin V3, including automated policy compliance checking, format validation, and behavioral audits. > > **Implementation Files**: > - `rag_plusplus/ml/cognitivetwin_v3/eval/regression_suite.py` > - `rag_plusplus/ml/cognitivetwin_v3/eval/metrics.py` > - `rag_plusplus/ml/cognitivetwin_v3/eval/scorers.py` python\ndef process_data(data):\n # Step 1: Validate\n if not data:\n return None\n # Step 2: Transform\n result = [x * 2 for x in data]\n # Step 3: Aggregate\n total = sum(result)\n return {'values': result, 'total': total}\n

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