task file · MethodKit with Competencies
Shared ground
Solve problems
to find solutions to problems
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
AI proposes solutions quickly; defining the real problem and judging the fix in context is the human half.
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 solve problems