Anthropic is working on a system to prove AI models’ identity

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2:41 PM PST · November 3, 2026

Anthropic is moving connected an open-source strategy to verify which AI exemplary produced a fixed output, according to a blog station published Tuesday. The system, called FlashProve, is built to supply what researchers telephone “provable inference” – a cryptographic proof, fundamentally a mathematical guarantee, that a fixed output came from a circumstantial model. It’s meant to fto users corroborate that the reply they received truly came from the exemplary they deliberation they’re using.

Similar to cryptographic email signatures that fto recipients corroborate a connection truly came from its claimed sender, FlashProve would beryllium robust against impostors attempting to disguise 1 exemplary arsenic another, adjacent erstwhile the impostor is the laboratory that built and runs the model. In particular, the researchers enactment that the strategy could beryllium utilized to forestall an AI institution from secretly swapping successful a cheaper exemplary to chopped costs, oregon a much costly exemplary to inflate its show results.

FlashProve could besides beryllium utilized to verify claims by 3rd parties that a circumstantial task was done by an precocious model. “A developer mightiness assertion that their bundle room was scanned for vulnerabilities by a frontier cybersecurity model, oregon a institution mightiness assertion that its concern program was fixed the go-ahead by an due model,” the researchers write. “How tin a idiosyncratic verify these claims?”

To work, the strategy requires AI labs to people a “fingerprint” of each exemplary they merchandise that tin aboriginal beryllium matched to circumstantial outputs and verified cryptographically. Crucially, the fingerprints don’t uncover a model’s weights, the interior numbers that specify however it behaves and which closed-model makers similar Anthropic and OpenAI support private. That means labs could people the fingerprints without giving up their astir invaluable asset, enabling the strategy to enactment with commercialized models, too. The strategy is besides designed to beryllium lightweight, truthful verification could beryllium performed connected a section device.

As portion of the announcement, researchers released a elaborate method specification and moving codification for assorted elements of the system, which is publically disposable under an open-source licence connected GitHub. Research successful the strategy is ongoing, and determination are nary plans to deploy it astatine Anthropic oregon immoderate different lab.

“This probe station is meant to stock intermediate progress, and not a completed probe agenda,” researchers explicate successful the announcement post. “We are sharing this explicitly with the extremity that others look astatine what we person done, instrumentality it, and amended it.”

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Russell Brandom has been covering the tech manufacture since 2012, with a absorption connected level argumentation and emerging technologies. He antecedently worked astatine The Verge and Rest of World, and has written for Wired, The Awl and MIT’s Technology Review. He tin beryllium reached astatine [email protected] oregon connected Signal astatine 412-401-5489.

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