AEVAL: From Anecdotal to Deterministic Testing for Agentic Skill Workflows
AEVAL is a continuous integration (CI)-integrated framework designed to replace anecdotal evaluation of agentic skills with deterministic, reproducible testing. It introduces a structural separation between the executor and grader to prevent self-correction bias and provides tiered, evidence-based fix suggestions. The framework has been validated on real skills in a production agentic stack, converting unreliable pass rates into reproducible, auditable fail signals.
Why it matters: AEVAL enables reliable and automated quality signals for agentic skills, which is crucial for maintaining stability and preventing regressions as skill marketplaces scale.
Full story at: arXiv Software Engineering ↗