Artificial IntelligenceDEV CommunityWed, Jul 8, 2026, 1:17 AMNeutral

Gate Agent Evals by Severity, Not a Flat Pass-Rate

Gating an agent's evaluation run by severity allows for a more nuanced deploy decision, focusing on the distribution of failures rather than a single pass-rate. The tool `severity_gate.py` can categorize results as SHIP, REVIEW, or BLOCK, demonstrating that even with a pass-rate of 92.5%, a critical severity classification can lead to a BLOCK decision.

WPN Brief

  • What Happened

    Gating an agent's evaluation run by severity allows for a more nuanced deploy decision, focusing on the distribution of failures rather than a single pass-rate. The tool `severity_gate.py` can categorize results as SHIP, REVIEW, or BLOCK, demonstrating that even with a pass-rate of 92.5%, a critical severity classification can lead to a BLOCK decision.

  • Why It Matters

    This approach signifies a shift towards more sophisticated evaluation methods in AI, potentially enhancing the reliability of deployment decisions and ensuring that critical issues are prioritized in the development process.

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