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OpenAI's first custom inference chip 'Jalapeno' is about to release, part of plan to slash compute cost

Sam Altman· OpenAI· AI· —· pub 2026-09-01· about OpenAI
“you're about to release Jalapeno, your first custom chip for inference.”

Why it matters

Confirms OpenAI's in-house silicon is nearing deployment, aimed at driving down inference cost — a structural shift in how frontier lab inference demand is served, potentially away from merchant GPU vendors.

Investment implication

If Jalapeno displaces NVIDIA inference volume at OpenAI scale, it validates the custom-silicon trend (bullish for Broadcom, Marvell, and foundry TSMC as design partners; margin risk for NVIDIA's inference franchise). Watch Broadcom as likely OpenAI custom-silicon partner given prior reporting.

Source

Sam Altman on OpenAI’s next model and the AI backlash (YouTube)
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