Benchmarks & Tests4 min read
Agent evaluation
Sandbox benchmarks are hiding how agents really fail. HKU just built the fix.
UniClawBench evaluates proactive agents across five fundamental capabilities in 400 bilingual real-world tasks, using live Docker containers and a three-agent closed-loop evaluation. It disentangles base model abilities from framework choices, revealing where agents truly break.
2026-07-13