i saw a lot of people being negative about the K3.1 pro release one point that was under discussed imo is that it's the first open lab that is pacing the frontier of open weight cyber capabilities, which makes it much easier (and create incentive) for other labs to make the right decision and do the same when they reach the same level of capabilities the remaining question is how to set the right level? underestimate it and open models become useless for defensive cybersecurity, leaving the world relying on US closed labs to spread defensive capabilities quickly, which is not realistic imo (i obviously wish them to succeed in this mission tho). overestimate it and you might get the catastrophic scenarios that anthropic and others describe this threshold can't rely on a few benchmarks or people alone, we need much more open cyber evaluation, more diverse third party evaluators, labs testing each other's models (including oss labs!) for this kind of capability