gpt-5.4 xhigh in codex is the first LLM that can solve my embedded needs. Over a few Ralph loops, it delivered an efficient firmware for low latency USB cam streaming over its own soft AP, cutting our BOM cost down ~40% (SoC & power impact). ~$4k spend w/ dev shop failed, btw