AI agent benchmarks such as SWE-Bench, GAIA, WebArena, and others are explained.
AI agent benchmarks test multi-step tool use; SWE-Bench, GAIA, and WebArena scores are signals, not production guarantees.
SWE-Bench
The reason we've stopped using SWE-bench Verified for evaluation
SWE-bench Verified, once a trusted benchmark for AI coding ability, is losing credibility due to two core problems: flawed test cases that let models pass without truly solving issues, and training da…