AI Coding Overhead Analyzer

Verification Tax v2.4
Net Velocity Ratio 1.42x
Verification Tax 38.2%
Friction Index 4.8 / 10
Inflection Status Net Positive
AI Iteration Pipeline & Bottleneck Flow Interactive Breakdown
Time Distribution (Hours)
Friction & Velocity Threshold

Efficiency Analysis

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Diagnostic Proof Data
Direct Implementation Time: 3.91 hrs
AI Total Cycle Time: 2.75 hrs
Prompting & Generation: 0.83 hrs
Verification & Context Repair: 1.92 hrs
Bottleneck Stage: Diff Inspection