CourseAI Engineering · 0419 minPremium
Evals
Turn quality into a number you can gate on: a golden dataset built around the failures you fear, deterministic retrieval metrics on every pull request, answers graded by code first and an LLM judge second, a judge that is itself checked against human labels, and honest statistics.
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What’s inside
- 1. Layer your checks
- 2. The golden dataset
- 3. Retrieval metrics
- 4. Grading answers: code first, judge second
- 5. The LLM judge
- 6. A judge is a model you must evaluate
- 7. Reading results honestly
- 8. Evals in CI
- What breaks in production
- Exercises
- Check yourself