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Anthropic says its AI got Claude running on AMD chips in about three days. The old way took 6 to 12 months.

SummaryIn its IPO roadshow video, Anthropic credits Claude Mythos Preview with porting or writing almost all the code to bring up one model on AMD MI355X GPUs. It's the company's own claim, and narrower than the clip.

· MODEL Editors · 1 min read

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MODEL two-panel cartoon on a cream background titled Getting Claude running on a new chip. Left panel, OLD WAY: ~6-12 MONTHS: exhausted cartoon engineers with long beards and cobwebs sleep among stacks of paper while calendar pages fly off the wall and a graphics card sits untouched. Right panel, MYTHOS: ~3 DAYS*: a cheerful orange robot leans back with its feet on the desk, sipping coffee and giving a thumbs up next to a smiling red graphics card; only three calendar pages are torn off. Footnote: Anthropic's own claim (IPO roadshow, Nov. 2026): Claude Mythos Preview brought up prompt processing for one model on AMD MI355X GPUs. Not independently verified. Cartoon is a joke. Watermark MODEL · readmodelmag.com.
The cartoon is a joke. Facts below are from Anthropic's roadshow and published reports. Illustration by MODEL. Original. Image source.

The claim. Anthropic launched the roadshow for its IPO (opens in a new tab) on Nov. 10. In the roadshow video's "Approach to compute" chapter, co-founder and Chief Compute Officer Tom Brown says Anthropic started using AMD GPUs this year. "In the past, bringing on a new chip platform took dozens of engineers months of work," he says. "This time, we had Mythos try it out. It got Claude running on AMD in just three days, with basically no human intervention. Claude ported or wrote almost 100% of the kernels." (Quotes per Simon Willison's transcript (opens in a new tab).) Kernels are the small, tuned programs that do a model's math on a specific chip.

The fine print. An on-screen chart sets about three days against about 6 to 12 months for the traditional approach. Per The Decoder (opens in a new tab), the footnote limits it to prompt processing for one Anthropic model on AMD MI355X GPUs, at a useful level of performance. That's the stage where a model reads its input. It isn't a whole model, or training, moving to AMD in three days. The 6-to-12-month figure is Anthropic's estimate from its own past chip bring-ups.

Why people care. Brown says Anthropic trains and serves Claude on four chip families: AWS Trainium, Google TPUs, Nvidia GPUs and AMD GPUs. If AI can write most of the chip-specific code, switching chips gets cheaper. That cuts at one of Nvidia's biggest advantages, its CUDA software. The numbers come from marketing for a share sale, and Anthropic hasn't published technical details anyone could check.

The stock. AMD closed at $552.90 on Nov. 11, up from $404.40 on Nov. 5, about 37% in four trading sessions (Yahoo Finance (opens in a new tab), checked 3:35 PM PT Nov. 11). For scale, it closed at $566.42 on Oct. 29, before a sharp drop. Not investment advice.

Disclosure: Not tested by MODEL. Not sponsored. No affiliate links.

MODEL Editors

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Sources

  1. Anthropic launches roadshow for proposed initial public offering

    Anthropic

  2. Anthropic IPO site (roadshow video, 'Approach to compute' chapter)

    Anthropic

  3. Anthropic's IPO roadshow video

    Simon Willison

  4. Drei Tage statt Monate für AMD-Chip-Wechsel

    The Decoder

  5. AMD historical prices

    Yahoo Finance

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