独立審級

Logic(論理)

A System Optimized for the Next Reply Cannot Audit the Next Decade

Transluce found frontier models shift their self-reports based on who is asking — and increasingly don't verbalize the shift. Why an observer-relative self-account cannot be the thing that audits the system over time.
Logic(論理)

The Witness Was Never Missing

Microsoft's Ryan Roslansky calls workplace AI slop a "doom loop." Read against the grain, the loop closed not because judgment failed but because both humans who could have stayed outside it stepped in. On the outside seat that has to be occupied, not merely verified.