signulll's viral aphorism: if a machine can check the work, a machine will eventually do the work

signulll · x · 2026-11-03

A widely shared one-liner from signulll distills the AI-jobs debate: "If a machine can check the work, a machine will eventually do the work." The point: wherever model output can be automatically verified — code, tests, content — humans shift from doing the work to being replaced by it. Verification capability is the prelude to automation.

Original post →

More from AGI Musings

AGI Musings channel →