LLM Evaluation Framework

Define test cases, score LLM outputs on accuracy, faithfulness, and tone. Build a regression tracker that alerts you when a prompt change breaks a passing test.

You will learn to:

• Design a rigorous evaluation test suite with multiple scoring dimensions
• Use an LLM-as-judge to automatically score other LLM outputs
• Track performance across prompt versions and detect regressions
• Calculate inter-rater agreement between automated and human evaluators
• Produce structured failure analyses that guide prompt improvement