Benchmarks & Tests4 min read
Agent evaluation
Your AI agent keeps failing? It might be the harness, not the brain
PawBench, an open-source benchmark from the AgentScope team, systematically evaluates models and agent harnesses together. Results show that harness design can swing scores by over 11 points for smaller models, exposing a blind spot in how AI agents are currently judged.
2026-07-22