task file · MethodKit with Competencies
Shared ground
Understand new things
to learn how things work & are there
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
AI is the fastest explainer ever built, which makes learning quicker, not optional. You still have to do the understanding.
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 understand new things