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Rohan Paul· @rohanpaul_ai · X·· 1 天前AI 评分72
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Anthropic 开源了 FlashProve,允许服务器以数学方式证明回复由哪个 AI 模型生成,并在普通 CPU 上进行验证。该系统在 Llama 4 Maverick 上进行了测试,单张 Nvidia H100 GPU 产生证明的速度为每秒 110 tokens,普通 CPU 验证单个证明约需 17 秒,安全性则使用 Lean 4 进行了数学证明。

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Anthropic just open-sourced FlashProve, which lets you check which AI model actually wrote a reply

checkable on an ordinary CPU.

e.g. if you pay for a top AI model through a reseller, you can’t check whether it quietly served a cheaper one. Anthropic’s FlashProve lets the server prove mathematically which model answered.

Anthropic tested it on Meta’s Llama 4 Maverick, a large 400B-parameter open model, where a single Nvidia H100 GPU produced proofs at 110 tokens/second, each about 19MB.

A regular CPU checks each proof in about 17 seconds, while VerInf, the only earlier system known to prove this model, made 93.6GB proofs that took almost a day to check.

Claude built the system, and because its code is hard to audit, the security guarantees are mathematically proved in Lean 4, a proof-checking language,

来源:Rohan Paul · x.com