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What I learnt co-leading an AI Safety bootcamp for legal and governance practit

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A five-day residential bootcamp in East Sussex brought 19 senior legal, governance and risk professionals from 12 jurisdictions through the frontier AI pipeline - training, evaluations, agents and safeguards - while tying each technical stage to procurement, risk assessment and vendor accountability. Instructors translated complex technical concepts for a non-technical legal audience and practical exercises focused on real-world questions practitioners face. Sessions referenced concrete incidents and research (e.g., the Hugging Face incident, Redwood Research’s AI Control work, and Golden Gate/Claude discussions) to show where vendor safety claims break down. The cohort included in-house and law-firm lawyers, privacy and compliance officers, financial advisers, academics and public-sector representatives, and the program deliberately targeted experienced practitioners with little prior exposure to EA-style AI safety events.

The chief findings were that senior practitioners feel professionally isolated but have an almost inexhaustible appetite to understand technical details that produce legal and regulatory consequences; many already read AI safety research but need help interpreting its implications. Legal and governance teams deeply appreciate technical safety talent because legal risks often require technical solutions, and educating these professionals shifts market incentives through tighter contracts, procurement scrutiny and supplier oversight. Focusing solely on frontier labs misses a powerful lever: thousands of enterprise customers and compliance teams collectively shape industry incentives, so building technical literacy inside firms is a scalable path to safer AI deployment.

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