AgentEval: Comprehensive Benchmark Suite for Tool-Use and Multi-Agent Systems
AgentEval provides 10 new benchmarks targeting failure modes in tool-calling, memory retention, and inter-agent coordination.
AgentEval fills gaps in current benchmarks by focusing on deployment killers: tool hallucination (40% fail rate), memory drift over 50 steps, and coordination failures in 3+ agent teams.
What changed. Realistic adversarial evals matching production distributions.
Why it matters. Leaderboard scores don’t predict real-world ROI.
Builder takeaway. Prioritize AgentEval over GAIA for deployment readiness. Paper