Vibe Coding Knowledge Base

Prompt injection is one of the biggest risks in AI apps. Learn how indie developers can test and defend against injection attacks before launch.

AI apps often fail due to silent API mistakes. Learn the most common errors and how to ensure your AI app uses APIs safely and efficiently.

Learn how to prepare your AI app for real users. Prevent failures, test messy inputs, and ensure stability before launch.

Learn how to audit your AI app before launch. A step-by-step guide for indie developers and vibe coders building with AI tools.

A beginner-friendly guide for vibe coders shipping their first AI app. Learn the essential checks, common pitfalls, and steps to launch with confidence.

LLM apps break for one main reason: unstable prompts. Learn why prompt drift happens, how to detect fragile logic, and how to stabilize your AI app before launch.

A practical AI app security checklist for vibe coders. Learn how to prevent credential leaks, secure API keys, protect user data, and ship with confidence.

Your AI app worked in Lovable or Bolt, but breaks when real users hit it. Here's why it happens—and how to fix it before launch.

Learn how to reduce token usage, optimize prompts, and cut LLM costs by up to 40%—without breaking your AI app or sacrificing quality.

A complete pre-launch checklist for vibe-coded AI apps. Fix blind spots, secure your app, and ship with confidence using this proven workflow.