task file · MethodKit with Competencies
Shared ground
Test
to try, try & take risks
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
AI designs and runs tests at scale; choosing what to risk, and reading the result that matters, is human.
the evidence: most real ai use augments, it does not replace →
Fields where this task is under pressure
// dossiers that list test among the work AI now does well
Fields where it gains leverage
// where this task gets more valuable as routine work gets cheaper
Skills that shield it
// future skills that keep a person valuable around this task
Professions built on it
// job titles whose weekly mix features test