# Naive-24h-Cron-Dunning — AbandonAlpha Public Audit (D • 44/100)

- **Primary KPI**: 19.4% Recovery Only (Issuer Block Triggered)
- **CNN Model**: Spectral Residual Visual Saliency + Checkout Friction Heatmap CNN (16ms)
- **CNN Sensor Readout**: 42.0% Retry Collision Before 1st/15th Payday Deposit
- **Diagnostic Verdict**: Losing 43% of Recoverable insufficient_funds MRR
- **Canonical Permalink**: https://www.abandonalpha.com/scan/Naive-24h-Cron-Dunning
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