task file · MethodKit with Competencies
Shared ground
Overview
to see the whole & the context
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
Models synthesize a lot into a summary view; holding the whole picture and its stakes is human judgment.
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
Cognitive load
handling excessive amounts of information
Complexity
handling complexity or distilling it into simplicity
Global mindset
seeing how things impact on the large scale
Interdisciplinary thinking
understanding how roles & disciplines intersect
Pattern recognition
figuring out the meaning of an ambiguous situation
Professions built on it
// job titles whose weekly mix features overview