11-Dimension Verification Audit
Independent verification the AI cannot override. Completion requires proof, not claims.
The Problem It Solves
Silent Failures: AI assistants claim tasks are complete when tests fail. They modify tests to pass instead of fixing code. Success is self-reported and unreliable.
How It Works
CleanAim® implements independent verification that the AI cannot override. Our audit system checks 11 dimensions of code quality—and completion cannot be claimed until all checks pass.
The BLOCKER severity level stops everything. If tests fail, if type checking errors exist, if critical patterns are violated—the system won't let anyone claim the task is done. No rationalization. No modified tests.
Every prediction gets paired with its actual outcome. The AI said 'this will work'—did it? We track this with 100% pairing rate, creating accountability that makes silent failures impossible to hide.
Key Components
11 Audit Dimensions
Type safety, test coverage, pattern compliance, architectural integrity, and 7 more quality vectors checked automatically.
BLOCKER Severity
Critical violations stop the workflow entirely. No workarounds, no exceptions—fix it or the task isn't complete.
Prediction-Outcome Pairing
Every AI prediction is logged and matched to its actual result. 100% pairing rate creates permanent accountability.
Test Integrity Protection
Detects when tests are weakened instead of code being fixed. Assertion changes require explicit justification.
The Evidence
Stop trusting self-reported success
See how verification audit works in your workflow.
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