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I think most AI safety bootcamps could be improved significantly by shifting focus off from coding. None of the researchers I know code, and I think the counterfactual activity of reading / thinking high-level about concepts is better for building context and conceptual thinking. As well as this, the technical AI safety pipeline serves more than just technical research roles (people transition into startups, grantmaking, other non-technical roles), and I think context building serves all of these roles better than coding. I think a default for a lot of bootcamps is to follow the ARENA curriculum, which is in parts outdated or marginally bad (eg I think learning about the specifics of how SAEs work, instead of the huggingface incident is clearly not optimal).

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