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  5. Evaluation Harness
Evaluation & Benchmarksaka Eval Harness

Evaluation Harness

An evaluation harness is software that runs test cases, captures model behavior, and computes repeatable metrics.

Ask Melo about this← all terms

It standardizes prompts, model settings, tool environments, retries, and scoring across runs. Versioned inputs and outputs make regressions traceable when models or application code change.

Related terms

Red TeamingAdversarial TestingModel LeaderboardFew-Shot EvaluationWord Error Rate (WER)Double-Blind Evaluation

Where Evaluation Harness comes up

  • Ploy’s GPT-5.6 Migration — Fix the Harness Before You Trust the Score
  • OpenDesign Harness Beta: Blind-Tested Polished Design Generation
  • Perplexity Open-Sources WANDR — 500-Task Benchmark for Wide & Deep Research
  • How to Build Your Own Enterprise AI Benchmark — After Nadella’s Paradox