Back to Module 1.11: LLM EvaluationComing Soon
AI Lesson & Submodule
Why LLM Evaluation Matters
Understand the risks of manual verification and prompt updates.
Why This Matters
Evaluating prompts manually is slow and fails to detect regressions across edge cases.
What You Will Learn
- •Explain evaluation goals
- •Contrast unit tests vs evals
- •Audit evaluation costs
Concepts Covered
Prompt regression risksEvals vs unit testsEvaluation tokens costs
Mapped Foundation Project: LLM Evaluation Lab
Regression evaluation dashboard testing prompt templates against golden datasets, checking faithfulness and schema compliance.
Architecture Preview
CI/CD testing pipeline running prompt variants against tests, compiling scores, and flagging failures.
Prompt Template CommitGolden Dataset CollectionModel Completion Loop
Tech Stack Planned
TypeScriptVitestReact
GitHub: Coming SoonLive Demo: Coming Soon
Coming SoonTechnical Interview Value
- ?Why is automated prompt evaluation essential before releasing prompt updates to production?