OpenAI's Jalapeño chip targets performance per watt to challenge Blackwell. This hardware is a full alternative rather than a simple ASIC. It marks a pivot in the inference stack toward custom silicon. Developers should expect tighter integration between OpenAI models and their underlying compute to reduce operational costs.