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Work

Engage field support. 

Two doors, one method: diagnose what wears work down, or work on AI agents from real activity.

Diagnosis, situated AI — from real work.

Two doors

Choose the first move.

Diagnosis

What wears work down.

Absenteeism, strain, psychosocial risk, turnover: start from field signal before prescribing action.

diagnostic/ergonomics
field
Ergonomic diagnosis — logistics unit.
Field observation...
Observe 4 stations, 2h rotation
Shoulder MSDs: 3 cases / 12 operators
Map the constraints
Interview: "I compensate with my back"
Identify: pallet height not adjustable
Diagnosis: postural strain + compensation
Levers: height adjustment + rotation + training

Situated AI

What AI changes in activity.

Agents, supervision, responsibilities: for organizations integrating or governing AI in real work. Teams building agents → Labs.

ai/activity
method
Situated AI — start from real activity.
Mapping actual usage...
Where the agent acts in the tool, not just answers
Link agent → responsibility → supervision
Define boundaries and control points
Who keeps the hand, and when
Decision: what to delegate, what to keep