OpenAI's new chip ("jalapeño") outperforms Nvidia chips on performance-per-watt for inference, demonstrating that Nvidia is vulnerable to competition. Five additional accelerators are expected to launch soon that are anticipated to surpass Nvidia in inference capabilities. Additionally, benchmarks have highlighted chips beating Nvidia, with expectations for future benchmarks on TPU v8.