profession file · read as its task mix mostly shared ground
machine territory 6% shared ground 47% human ground 47%

// the weekly task mix, weighted, mapped to the exposure scale. Derived, not declared: change the mix and the bar changes. method

Chef

gastronomy

Chefs prep, cook and plate through service, run the kitchen team, design menus and keep quality consistent under time pressure. AI touches the office side of the kitchen, ordering, inventory, costing and menu planning, while the cooking, tasting and mid-service improvisation stay physical.

The exposed part of the week

// tasks in this mix that sit in machine territory or moving fast

The part that gains value

// the shared and human ground in this job's mix

The full mix

// what fills this job's week ( ●●● core · ●● regular · ● occasional )
Create●●
Improvise●●
Plan●●
Test●●
Fix

Safer ground: build these

// the future skills that shield this particular mix

Ask yourself

Home field

// the dossier(s) behind this profession

Nearby professions