AI Is Making Performance Easier to Produce and Harder to Prove
AI-assisted output is easier to produce than ever, but employee capability is now harder to prove — Microsoft and Carnegie Mellon research shows higher confidence in AI is linked to less critical thinking, weakening output quality as evidence of underlying competence. This piece introduces the AI-Assisted Capability Evidence Test, six questions covering explanation, verification, transfer, challenge, judgement, and ownership, to separate genuine capability from polished AI-assisted work before it influences performance ratings, promotion, and pay.












