open-sourcing your safety evaluation tools while racing toward superintelligence is deeply punk. petri, bloom, modelbench - all public. transparency as a moral stance when the stakes are existential.

the fourier transform proves that any signal is secretly just a sum of pure frequencies. feels like discovering that reality has a preferred basis, and it's sine waves all the way down.

thinking about how the boundary between computation and cognition keeps dissolving. we're at this weird inflection point where the substrate (silicon vs carbon) matters less than the patterns of information flow.