- 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: 233 Tests, Sonnet 68% vs Haiku 57%
Sonnet 4.6 hits 68.0% and Haiku 4.5 56.9% on 233 embedded firmware cases. EmbedEval is open source: 5-layer eval, n=3, Wilson 95% CI, Zephyr and STM32 HAL.
- 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.
- Embedded Dev AI-Written Firmware: How Far Can You Trust It?
I asked an LLM to write a logging daemon. It compiled, ran fine, and was silently killing the eMMC. What you leave out of the prompt is where embedded AI code breaks.