task file · MethodKit with Competencies
Shared ground
Understand problems
to understand problems, risks & challenges
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
A model maps a problem space fast. Sensing which problem is the real one, in a messy context, is human framing.
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
Cause & effect
understanding & defining symptoms & underlying problems
Problems
identifying problems & finding their root
Systems thinking
seeing patterns & creating models to handle complexity
Critical thinking
reasoning independently, informed by evidence
Data
collecting, interpreting & processing of stats & info
Professions built on it
// job titles whose weekly mix features understand problems