The 55.6% problem: why frontier LLMs fail at embedded code

55.6%. That's DeepSeek-R1's pass@1 on EmbedBench when it gets a circuit schematic alongside the task description. 50.0% without the schematic. Best score from the best reasoning model on the first comprehensive benchmark for LLMs in embedded systems development. Cross-platform migration to ESP-IDF t