NEW OpenAI AI Chip Is Up to 4X Faster Than Nvidia

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OpenAI just built its own AI chip — and it beats Nvidia's best shipping hardware by up to 4x on the tests that matter, while using half the power. I break down what "Jalapeño" actually does, whether the 4x number holds up, and the catch nobody puts in the title. If you use AI tools daily, this is why they're about to get noticeably faster.

00:00 Intro – OpenAI built the chip that runs ChatGPT
00:36 The Reveal – OpenAI + Broadcom launch Jalapeño
00:53 Why It Matters – Nvidia's grip on AI
01:34 The 4x Claim – What the benchmark actually tested
02:06 The Results – Speed, throughput, interactive workloads
02:20 Power Win – 700W vs Nvidia's 1,400W
03:15 The Catch – It runs models, it can't train them
03:24 Still Buying Nvidia – And it skipped Vera Rubin
04:02 9 Months – AI designed the chip that runs AI
04:35 Agents – Why low lag changes multi-step tasks
05:05 Codex Wrote the Code – Up to 2x faster than humans
05:30 Under the Hood – HBM4 memory, 3nm process
06:40 What's Next – Data center rollout, chip v2 and v3
07:04 Bottom Line – What this means for the tools you use