Technology

Story: Huawei’s Claw-Anything Benchmark Puts GPT-5.5 at 34.5% Pass Rate

By Dan Saada

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What Claw-Anything Actually Tests. Huawei designed Claw-Anything specifically to stress-test AI assistants on digital life management.

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Why a 34.5% Rate Is a Big Deal. There's a temptation to read a benchmark result and shrug. Benchmarks get gamed.

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Where AI Development Goes From Here. The AI industry has spent a lot of time lately talking about agents — models that don't just…

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Huawei built a benchmark. It's called Claw-Anything. And the results are pretty rough for the AI industry.

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The test dropped AI assistants into simulated digital environments — basically fake but detailed versions of the kind of digital life a person manages every day.

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That's a different animal from most AI benchmarks. A lot of standard tests reward raw reasoning or pattern-matching. Claw-Anything seems to care more about adaptability.

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GPT-5.5 mostly couldn't. Or at least, it could only about a third of the time.

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The gap between what the benchmark demands and what the model delivered is wide. Huawei's design essentially asks: if we handed you someone's digital life to manage, how often…

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There's a temptation to read a benchmark result and shrug. Benchmarks get gamed. Tests get criticized. Numbers get reframed. But 34.

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It's not that GPT-5.5 is a bad model. By most standard measures, it's the best one available right now.

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And that gap matters for anyone thinking seriously about AI agents, AI assistants, or the broader idea of handing AI meaningful autonomy over digital tasks.

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Huawei didn't release an immediate comment on next steps after the benchmark results came out. No roadmap, no follow-up timeline.

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The AI industry has spent a lot of time lately talking about agents — models that don't just answer questions but actually do things on your behalf. Book the meeting.

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For AI to work as a genuine digital life manager, it probably needs to get a lot better at a few specific things.

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