task file · MethodKit with Competencies
Shared ground

Note
to see, study or observe something that is happening
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
AI monitoring and sensing is powerful, but deciding what is worth noticing, and acting on it, needs a person.
the evidence: most real ai use augments, it does not replace →
Fields where this task is under pressure
// dossiers that list note 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
Cultural literacy
understanding how events & contexts are affected by culture
Inclusiveness
having a door open for everyone
Intuition
having instinctive guidance along the way
Pattern recognition
figuring out the meaning of an ambiguous situation
Sustainability
understanding environmental, economical & social impact
Professions built on it
// job titles whose weekly mix features note