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It is a sad truth that evals are frequently all you need yet they are all fake The real eval is the real world.

Dick Garwin was one of the smartest people I've ever met, if not the smartest. The Garwin Archive (rlg.fas.org) is one of my favorite sites ever. Endless fun links and PDFs. If I am 1% as intellectual active in my 90s as he was, I will be happy.

So many things to love about Claude 4! My favorite is that the model is so strong that we had to turn on additional safety mitigations according to Anthropic's responsible scaling policy

Opus 4 is a *great* model. So capable, in fact, that we’re releasing it with extra mitigations as per the responsible scaling policy. Check out the model card for a lot of detail on testing we did.