
AI-generated code fails in predictable ways. Deterministic checks catch them before you ship
Sponsored · ·5 min read
We spent 9 years scanning enterprise code and cataloged 13M+ issues. AI-generated code fails in patterns: exposed keys, missing security headers, skipped validation. Norma runs deterministic checks inside your agent loop over MCP, in Cursor, Claude, or Lovable. Same input, same verdict.
- ai code review
- vibe coding
- mcp
- ai agents
- code quality