OpenAI has announced the Jalapeño chip, a hardware design reportedly developed primarily using Codex and GPT models. The transition to the Jalapeño ISA (instruction set architecture) for inference serving is expected to provide massive cost savings and high performance for the company's production models. This development represents the first chip program fully accelerated by frontier AI, potentially allowing OpenAI to operate as a hardware vendor with a minimal software engineering team.