Evaluation Harness Build systematic evaluation frameworks for LLM applications. Golden Dataset Format Scoring Rubrics Test Runner Thresholds & Pass Criteria Regression Report Continuous Evaluation Best Practices 1. Representative dataset : Cover edge cases 2. Multiple metrics : Don't rely on one score 3. Human validation : Review LLM judge scores 4. Version datasets : Track changes over time 5. Automate in CI : Catch regressions early 6. Regular updates : Add new test cases Output Checklist - [ ] Golden dataset created (50+ examples) - [ ] Multiple scoring functions - [ ] Pass/fail thresholds…