Organization work, prevention, transformation, and situated AI.
About
Julien Talbot, activity ergonomist.
The premise is simple: technology matters less for what it promises than for what it changes in real activity, responsibility, and the possibility of recovery. One requirement: make AI observable, verifiable, recoverable.
Markers
A few signals, not a resume.
These markers show the work surfaces behind the position without turning the journey into a resume.
Helping small businesses discuss AI from the standpoint of real work.
Teaching one method: observe activity before trying to transform it.
Activity ergonomics, human factors, UX, and complex systems.
Ergonomia
Buy organization support.
Ergonomic diagnosis, situated AI integration, and agents in organizations.
Labs
Evaluate agents from traces.
Reliability, evals, replayable cases, and proof of state.
Talks
Create a shared language.
Professional audiences, teaching, AI, real work, and decision-making.
Secondary coaching
For independent ergonomists, without making it a primary route.
Coaching stays here because it explains part of the practice, but it should not compete with the main site routes.
Problem addressed, audience, deliverable, decision supported, and boundary of the intervention.
Tie price to avoided risk, visible cost, clarified conflict, or restored agency.
Choose clients, protect energy, reduce dispersion, and keep a sustainable trajectory.
Contact
Email Julien
For an intervention, a talk, or a conversation about AI and real work, send the situation, the decision to make, and the visible constraint.