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AI Agents · Lesson

Eval-Driven Development for Agents

Write the eval before you ship the agent — the only way to iterate without regressions.

Evals Are Tests for AI

You wouldn't ship code without tests. The same logic applies to LLM agents — without evals, every change is a coin flip.

Eval-Driven Development (EDD) means writing the eval BEFORE you ship the change.

The EDD Loop

  1. Write a failing eval: input + expected behavior
  2. Improve the agent until the eval passes
  3. Add the eval to your suite
  4. Run on every change

All lessons in this course

  1. Eval-Driven Development for Agents
  2. Building a Golden Test Set
  3. LLM-as-a-Judge Pitfalls
  4. Benchmark Suites: SWE-Bench, GAIA, ToolBench
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