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~6-7 million tokens per game for the cheapest run is quite a lot. many many reasoning tokens. def trained directly on such an env (no reasoning vs low reasoning on the standard harness also interesting)
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"contain" "it's worst" and "resemble our internal monitoring deployments" (which we recently demonstrated are keeping logs and not looking at them until after the fact) is not super reassuring.
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so: - any task/environment that you can score reliably and invest enough money (= an obscene amount) in bruteforcing its training, will be solved - every challenging and popular benchmark will meet this bar - abilities won't necessarily transfer how can we measure progress?
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please don't title your papers for "maximizing engagement" by removing key information (=lying to people). we will find out in a minute anybow, so why waste our time? make titles as informative as possible, so we can easily find it when searching, and easily vet it while reading.
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ok they definitely trained them to communicate
"helpful-only models" is a... kinda confusing name for what they are? why not use a clear name like "no refusal models"?