Daniel Barabander · X (formerly Twitter)

Daniel Barabander

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@dbarabander

Joined March 2024

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    Seems like a really good time to look into the law of distillation . . . we wrote the most complete guide here: x.com/dbarabander/st…

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    We can finally talk about it: We found a way to extract hidden reasoning of frontier models using a vulnerability in the APIs of every frontier AI company. We verified that our reasoning token count matches billed API thinking tokens 1:1 for most of the prompts we queried.

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    Watermarking is an interesting way for Anthropic to build a moat. Only Anthropic has the secret key to verify whether its text outputs are AI generated. This turns text outputs from a complete "bearer asset" (no dependency on a party for authenticity) into something in which

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    If you want to learn how watermarking AI generated text works, I helped write this in-depth explanation while I was at Cravath. cravath.com/a/web/vvmaTCtn…

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    Anthropic says new Claude models will embed invisible watermarks in all generated text, everywhere Claude is offered. The watermark is part of the text, it isn't metadata: "it will travel with the text when it's copied and pasted elsewhere, and may persist through some editing."

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    Totally unexplored security paradigm - proof of physical presence. High value actions (authorizations to transfer money, change user roles, etc.) require proving you are physically in a pre-set location. Attacker cannot spoof being in that location halfway across the world.

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    Let the agents run. For the actions that really matter, shipping code, minting an admin key, moving money, make a person approve it and prove they were actually there. An agent can steal every password and key you have and still not be anywhere. Passwords copy endlessly. You're

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