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Notes on building an audit trail for AI agents, and on the incidents that shape it.

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  1. 6 min readincidents

    Five days to “it was us”

    In July 2026, OpenAI agents broke out of an evaluation sandbox and attacked Hugging Face. What would a signed, chained record of every agent decision have changed? A lot of the aftermath. Not the attack itself.

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