I am a Physical AI consultant and project manager specialising in autonomous systems, robotics and embodied intelligence. After a career spanning large-scale industrial projects across Energy (Oil & Gas), Finance (CIB/Trading) and IT, I made a deliberate transition toward Physical AI — the frontier where artificial intelligence meets the physical world. I lead the LOGIE-AI consortium (France 2030), consult on GenAI programs at Vallourec, and am completing MIT's Physical AI program and OpenUSD certification.
Research & Publications
Peer-reviewed papers, white papers and technical reports on Physical AI and autonomous systems
Robotics
Physical AI Frontiers — The Last Inch: Kinesthetic Sensing, Dense Clutter, and the Quantity a Camera Cannot Measure
July 2026
A field analysis of Amazon's contact-rich stow robotics deployment: how kinesthetic feedback corrects vision-only estimates, why compressibility is the variable no camera can measure, and what it means for industrial project managers buying embodied AI.
Telemetry analytics, digital twins and bounded autonomy in the risk architecture of a satellite fleet: how ML anomaly detection, operational twins and tiered machine authority are moving spacecraft risk management from insurance transfer toward engineering resilience.