Between happening and knowing,
I engineer the distance to zero.

2025 · Defense & training · CNIMI

A live shooting range, orchestrated and supervised in real time.

• Target-scenario authoring, orchestration, and synchronization.
• Multi-role interfaces: operator, supervision, administration.
• Real-time supervision of every system state and event.

range states, target events, scenario cues → orchestrates targets and synchronizes every role's view

2025 · Agentic Automation · CNIMI

The tender found in the inbox, its documents chased down wherever they live, and filed — no human triage.

• An agentic-AI system that reads the inbox, tells a tender from everything else, and takes it from there — no human triage.
• Chases every bid document down its own path — a direct link, a login-walled portal, a web page with a Download button to click — signs in, fetches, unpacks, and files each tender in one clean structure.

incoming email → navigates each tender's portals and returns its bid documents, downloaded and filed

2024 · Marine research · LMP3 / Merinov

One platform, the whole loop: a sonar sweep becomes a seabed map, a labelled map becomes a model, and the model finds lost gear on every sweep after.

• Reconstructs the seabed from a raw sonar sweep into a navigable map, then labels every piece of gear found on it.
• Trains a detection model on those labelled maps, then runs it instantly on every new sonar sweep to flag lost 'ghost' fishing gear the moment it's found.
• Returns each contact's location and status on a gear map — for conservation, fisheries management, and retrieval.

a sonar sweep of the seabed → reconstructs the seabed, then detects and maps every lost gear contact on it

2024 · Applied research · LMP3 / CNRC

The weld's verdict as it cools — instead of an X-ray film read days later.

• Real-time models detect porosity and undercut during laser welding from high-speed camera frames — the moment the weld finishes.
• AI anomaly detection on laser-ultrasonic signals finds porosity, replacing slow, costly weld-by-weld X-ray film inspection.

high-speed camera frames and laser-ultrasonic signals → catches porosity and undercut as the weld cools, before X-ray ever sees it

2023 · Ergonomics · patent MA 58380 A1

A desk accessory that watches posture and moves itself.

• Patented AI system that reads posture in real time and adjusts the stand automatically for ergonomics and comfort.
• Adaptable to industrial use, with personalized, dynamic adjustment.

the user's posture, continuously → re-positions itself to keep the ergonomics right

2023 · Metals & manufacturing · Mitsui Kinzoku ACT Tangier · +17% overall performance

OEE that used to be totaled by hand at month-end — live, and forecast ahead.

• First of its kind in the entire Mitsui group — the foundation laid for their Industry 4.0.
• Computes OEE, machine performance, capacity, and more in real time — the KPIs a supervisor used to total by hand at month-end.
• AI-driven predictive maintenance and capacity planning, forecasting where the metrics are heading.

raw machine and line data → computes OEE live and forecasts where it's heading

2022 · Automotive · Faurecia

A production line that raises its own hand when something slips.

• Digitized the FACE-TO-FACE production board into a real-time monitoring and alerting app — each alert escalated to the right stakeholder.
• Built with the Faurecia Excellence System department, IT, and line supervisors — sharply cutting response times to production issues.

line output against plan → raises each alert the moment production slips and escalates it to the right stakeholder