task file · MethodKit with Competencies
Shared ground
Speculate
to think about which paths things could take
AI assists strongly, but a person stays in the loop, accountable for the judgment call.
Models sketch scenarios on demand. Choosing which future to bet on is a human judgment with consequences.
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
Curiosity
seeking to find out more & learn how things work
Forecasting
exploring possible & desirable scenarios that lie ahead
Global mindset
seeing how things impact on the large scale
Uncertainty
handling unexpected situations
Systems thinking
seeing patterns & creating models to handle complexity
Professions built on it
// job titles whose weekly mix features speculate