AI Lesson & Submodule

LLM-as-a-Judge

Design LLM evaluation templates with robust grading rubrics.

Why This Matters

Using larger models to grade completions allows automated evaluation of open-ended conversational text.

What You Will Learn

  • Write grading rubrics
  • Minimize judge model bias
  • Validate judge scores

Concepts Covered

Judge rubrics formattingOrder and casing biasesInter-annotator agreement statistics

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 Soon

Technical Interview Value

  • ?What are the biases of the LLM-as-a-Judge pattern, and how do you mitigate order or length bias?