task file · MethodKit with Competencies
Shared ground
Criticize
to like, find fault or give grades
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
Models give instant feedback and grades. Whose standard applies, and the responsibility for the verdict, stays human.
the evidence: most real ai use augments, it does not replace →
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 criticize