profession file · read as its task mix mostly shared ground
machine territory 11% shared ground 61% human ground 28%

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

Auto mechanic

mechanics

Auto mechanics diagnose what is wrong with a vehicle, then repair it: engines, brakes, electronics and everything between, explaining the bill to the customer afterward. AI assists the diagnosis through scan tools and known-fault lookup, while the repair work itself remains manual.

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 )

Safer ground: build these

// the future skills that shield this particular mix

Ask yourself

Home field

// the dossier(s) behind this profession

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