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Golden tasks and evaluation harnesses

Golden tasks and harnessesFixtures and replay testingFault injection testingRegression gatesSynthetic test casesTool-call scoring
AI agents

Golden tasks and evaluation harnesses

  • How to Evaluate an AI Agent Before Launch
  • How to Build a Golden Task Set for a Support Agent
  • How to Evaluate a RAG Pipeline: Retrieval and Answer Metrics
  • Setting the Tolerance Band for an Agent Equivalence Rule
  • A Budget Sweep Harness: Fixtures, Metrics, a Rerun Curve
  • A Fact List per Query: Turning Coverage Checks into a Test
  • A Generator Version Field in the Task Contract
  • Building a Prompt Evaluation Harness with Golden Tasks
  • Cleaning and Labeling Support Logs Before They Grade Anything
  • Fixtures That Age: Keeping a Scorecard Honest
  • Held-Out Pairs That Survive a Re-Embed
  • Held-Out Sets and Train/Test Splits for Prompt Iteration
  • Latency Budgets for Agent Test Suites in CI
  • Sizing a Pair Set From Clicks and Citations
  • Splitting the Golden Set by Question Type
Testing and evaluating agents

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