- Embedded Dev How Many AI Code Reviews Is Enough?
400 LLM calls on one codebase. A single review pass finds 34% of the real defects, and the four most-repeated findings were all false positives.
- Embedded Dev AI-Written Firmware: How to Stop AI from Breaking Firmware
3-Tier Trust classifies PRs. Verification gates (spec, TDD, RAG, HIL, deterministic analyzer, more) take them to merge. Each catches a different defect class.
- Embedded Dev AI-Written Firmware: Where It Breaks
AI-generated firmware fails in predictable nonlocal patterns. 3 visible in diff, 3 that detonate after 49 days.