Why it matters

Benchmarks enable comparison. Understanding shapes agent evaluation.

Advertisement

The architecture

Standard tasks + scoring.

Compare agents across.

Track leaderboards.

Agent benchmarks flowTask suitestandardizedAgentsrun tasksScorevs baselineSWE-bench Verified is production-quality subset; broader benchmarks less rigorous
Benchmarks.
Advertisement

How it works end to end

SWE-bench: Python repo issues.

GAIA: general assistant tasks.

AgentBench: LLM-as-agent broad.

MLAgentBench: ML tasks.