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A Field Guide for Indie Founders Shipping AI-Generated Code
The security failures specific to AI-generated code, each paired with its fix. Hardcoded secrets, broken RLS policies, hallucinated packages, prompt injection, plus a 25-point pre-launch audit.
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About the Book
You built your SaaS with AI code generation. It shipped fast. It also broke in ways hand-written code does not.
AI-assisted code fails along its own fault lines. The same pattern-matching that makes generation fast puts credentials in the wrong place, writes row-level security policies that look correct and are not, and confidently imports a package that does not exist until an attacker registers the name.
This is a 70-page field guide to the specific failures, each one paired with the fix.
Chapters:
* Why vibe-coded apps break differently than hand-written code
* Hardcoded secrets, the most common critical mistake
* Supabase row level security and the silent data exposure
* Slopsquatting: when your AI hallucinates a package name an attacker already owns
* Unauthenticated admin endpoints
* Prompt injection: when user input hijacks your AI features
* Authentication gaps in sessions, tokens and broken flows
* Insecure file uploads and storage misconfiguration
* A CLAUDE.md security rules template you can paste into your repo
* A 25-point pre-launch audit checklist
* An incident response card for the day you get hacked
* Building security into the vibe-coding workflow so this does not recur
Written for solo founders and small teams who ship with AI assistance and do not have a security engineer to ask.
About the Author
NeuraGrowth is a one-person studio in Poland. These guides come out of production work rather than research: the failures described are ones we hit running an agentic pipeline that researches, produces and publishes digital products end to end, and the fixes are the ones that survived.
Written by Robert Ś. Licensing, team purchases and press: admin@neuragrowth.co
Publisher record: https://neuragrowth.co/publisher
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