Live Pre-Launch Engine
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I kept seeing the same problems in AI-built apps: credits burning on debug loops, apps that crash at 100 users, public databases, and no clean way to move your code out.
So I turned it into a 50-point audit:
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audit_case_01.log — cost inspection
LIVE CHECK
COMMON FAILURE
Uncapped LLM retry loops burning $300+/hr in background debug calls
50-POINT AUDIT CHECK
Audit checks #01–#12: Token budget caps, circuit breaker fallback & timeout guards
Whether you vibe-coded it or shipped it properly — run this before you launch.
If the checklist surfaces questions, request an audit conversation or book directly on Contra before exposing the app to real users, payments, or sensitive data.