96% Success Rate Is Unshippable: 5 Go/No-Go Gates for AI Agents
Key_Advantage1424 · reddit · 2026-08-05
When AI agents get real system permissions (like refunds or data deletion), average success rates are dangerously misleading. A 96% pass rate is still unshippable if the remaining 4% includes fatal errors like wrong refunds or data leaks.
The author proposes a traffic-light release readiness framework:
- Green: Act automatically within tightly defined limits.
- Yellow: Prepare actions but require human approval.
- Red: Absolutely no access to the tool or permission.
To go live, an agent must pass 5 gates:
- Deterministic business assertions: Directly verify correct tools, parameters, and backend confirmations instead of relying on LLM judges.
- Realistic scenario coverage: Test beyond happy paths to include missing info, tool timeouts, angry users, and authority challenges.
- Adversarial testing: Defend against prompt injection, PII extraction, and tool hijacking.
- Human escalation: The agent must actually stop and hand off to a human when stuck, not just apologize and retry.
- Severity-based blockers: A minor wording issue might be Yellow, but one unauthorized refund is a Red blocker. You cannot average these together.
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