OpenAI published first benchmark results for Jalapeño, its Broadcom-built inference chip, claiming higher performance per watt and lower latency than leading commercial AI systems. The useful question is not whether it replaces Nvidia immediately, but whether custom inference silicon can turn power limits into a product advantage for ChatGPT, Codex, and agentic AI workloads.