OpenAI’s new GPT‑5.6 model is paired with a custom silicon chip, the Jalapeño Intelligence Processor, giving the company deeper control over the hardware that powers ChatGPT, Codex, and future large‑language models. This integration marks a shift from a purely API‑centric approach to a more complete stack, potentially redefining LLM deployment and efficiency.