OpenAI unveiled Jalapeño, its AI accelerator chip designed partly using its own LLMs, achieving a rapid 20-month timeline from concept to silicon. The chip delivers 13.4 petaflops of compute and reduces latency by up to 3.6 times compared to Nvidia's GB300 while consuming less power, with a small team of roughly 100 people leveraging AI to accelerate design iterations.