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A diagram of a virtuous cycle flywheel showing users submitting bugs, AI knowledge base search, human developer involvement, and auto-fix success.

A diagram of a virtuous cycle flywheel showing users submitting bugs, AI knowledge base search, human developer involvement, and auto-fix success.
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Vibe Fix Virtuous Cycle (Flywheel) 1. Users Submit Bugs ↓ 2. Check Proprietary Knowledge Base • AI searches existing solutions. ↓ 3. If Confidence ≥ 93% → Auto-Fix (Free) • Users get instant resolution. • Trust + adoption grows. ↓ 4. If Confidence < 93% → Offer Human Developer ($99 Fix) • Human resolves the hard case. ↓ 5. Hard-to-Fix Bug → Updates Knowledge Base • AI learns. • Future confidence scores rise. ↓ 6. Bigger Knowledge Base → More Auto-Fixes • Success rate increases. • Cost per fix drops. • More users trust and submit bugs. And the cycle accelerates. See more

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