Wu Shixiong's Large Model Academy

Oct 14, 2026 · Artificial Intelligence

Verifying Agent Task Completion: Three Success Layers, Acceptance Criteria, and Timeout Recovery

The article explains why a tool's success response doesn't guarantee an Agent task is done, detailing three verification layers (call, execution, task), upfront acceptance criteria, timeout recovery via state reconciliation, and evaluation metrics that separate run completion from true task acceptance.