Evaluation & Benchmarks
This chapter discusses how to evaluate agent capabilities — from benchmark tests to evaluation methodology and human assessment.
Contents:
- Evaluation Methods Overview — Challenges and methodological frameworks for agent evaluation
- Benchmarks — AgentBench, SWE-bench, WebArena, and other major benchmarks
- Human Evaluation and Alignment — Human evaluation methodology and agent alignment assessment
- Reliability and Robustness — Failure mode analysis and reliability improvement strategies
- Cost-Benefit Analysis — Systematic cost analysis framework and ROI evaluation