AI Lab · Internal Keynote — Turning real agent failure traces into evaluation and post-training signal: false completions, runtime misperception, recovery, and operational truth.
Talks
Give people a shared language for what AI changes.
For organizations, AI teams, universities, and events, a talk makes AI's concrete effects discussable: who verifies, who decides, who recovers, and under what conditions delegation remains responsible.
2025 / 2026
Public photos and stages.
Proof stays inspectable: audiences, places, formats, and topics.
Enterprise · Keynote + Workshop — What agents redistribute in organizations: verification work, responsibility, coordination, supervision, and concrete recovery conditions.
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.