Mark Sendo

Judging AI-Native Work: Gates, Evidence, and the Limits of the Machine

A new category of creative and technical work has arrived faster than the means to judge it. This working paper argues that credible recognition of AI-native work rests on three commitments that must hold together: admissibility before merit, evidence before claim, and permanentl...