task file · MethodKit with Competencies
Shared ground
Plan
to plan & structure
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
AI produces plausible plans instantly. Adapting the plan as reality breaks it is the part that matters.
the evidence: most real ai use augments, it does not replace →
Fields where this task is under pressure
// dossiers that list plan 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
Cognitive load
handling excessive amounts of information
Expectation management
managing & living up to expectations
Forecasting
exploring possible & desirable scenarios that lie ahead
Metacognition
understanding & perceiving your own thought
Process
understanding & tweaking the way in which you do things
Professions built on it
// job titles whose weekly mix features plan