Diagnostic Tool
The Inference Auditor
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Paste any prompt and the AI's response to it. The Inference Auditor analyzes the response against eight systematic failure modes of default AI reasoning, scores its semantic density and meta-reasoning signatures, and prescribes a single targeted prior to fix the primary issue.
Apply the prior to your next prompt and re-run the analysis to verify the failure mode resolved. Most secondary issues cascade from the primary one and clear with the same fix.
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Semantic Density Score
Measures information-per-token ratio against cognitive benchmark targets.
Failure Mode Detection
Identifies which of the eight failure modes are active in the response.
Drift Analysis
Tracks quality degradation across the response from beginning to end.
Prior Prescription
Recommends specific meta-cognitive priors to address detected failures.