AI coding assistants are fast. They're also surprisingly consistent at making the same class of...
AINAScan detects 15 vibe-coding patterns—missing writes, fake async, stubs—that AI assistants generate consistently across 9 languages. Existing scanners miss these structural bugs; deterministic AST analysis catches runtime failures from AI code before production.
AI coding assistants are fast. They're also surprisingly consistent at making the same class of structural mistakes.
After scanning hundreds of AI-generated files, I kept seeing the same patterns:
# Pattern 1: MISSING_WRITE
# AI generates a save function that never actually saves
def save_user(data):
AI models produce the same security mistakes over and over. I built VibeGuard to catch them — 48 patterns, 9 languages, free API.
AI wrote the code in 30 seconds Three lines A simple function I prompted it generated I copied It...
There is a pattern starting to show up everywhere now. A team uses an AI coding agent. The agent...
There's a complaint I see constantly from developers: "AI wrote the code but I spent hours debugging...
AI coding agents are fast enough to create a new problem: bad patterns now scale at machine speed. A...
Two developers use the same AI tool. One gets working code in 30 seconds. The other gets a broken...
