Ulysse Trin
Applied AI research, AI systems and full-stack engineering.
Experience
Sogeti Labs — WaveCare
AI research for tumor detection/localization in microwave imaging.
2025 — present
Sounduct
AI project lead, audio, cybersecurity.
2023 — 2025
Bouygues Travaux Publics
Financial control and data tools.
2022
Impiere
Data science applied to healthcare.
2022
Education
EPITECH — MSc IA
Deep learning, NLP, vision, transformers.
2023 — 2026
CNAM — IA avancée
Reinforcement learning and applications.
2023
Collège de France — Data science
ENS Data Challenge competitions.
2023
EM Lyon Business School
Management and strategy.
2022 — 2023
Paris-Dauphine University
Mathematics, computer science, finance.
2018 — 2022
Lycée Louis-le-Grand
Scientific baccalaureate, mathematics.
2018
WaveCare — Breast Cancer Detection via Microwaves
Sogeti Labs Research
A research project combining microwave imaging and artificial intelligence to detect and locate tumors more safely and accessibly.
Detection
Binary classification on microwave signals to identify tumor presence using different representations (time, frequency, sinograms).
2D Localization
Spatial coordinate prediction of the tumor from signals, with accuracy evaluation on experimental data.
Characterization
Size and property estimation of the tumor to enrich diagnostic aid beyond simple detection.
Scientific Publication
A Modular Deep Learning Framework for Breast Tumor Detection from Microwave Imaging Data
Detection, 2D localization and size estimation with comparative evaluation on experimental data.
Selected Work
Dream Analyze
Dream analysis SaaS with LLM pipeline, user tracking and self-hosted GitOps infra.
SmartAudit
Smart contract security research tool: an AI agent detects, exploits and proves vulnerabilities in a Foundry sandbox.
RollinRock
Real-time crypto analytics platform with microservices pipeline, WebSocket and analytics dashboard.
MandALearning
E-learning platform with full LMS, API-first and interactive interface.
SnapExtractor
Snapchat memories export and archiving tool with parallel download and EXIF preservation.
Generali — Building Claim Prediction
Building claim prediction for Generali via ENS Data Challenge / Collège de France. 2nd place.
Self-hosted Infrastructure
All live applications run on self-hosted infra with monitoring, backups and full security.
OWKIN Cancer Detection
PIK3CA mutation detection in breast cancer via weakly-supervised approach on histopathological slides.
Core Skills
AI Research
Microwave imaging, medical ML, detection/localization.
Applied AI
LLM pipelines, FastAPI, orchestration, evaluators.
Infra & Systems
k3s, GitOps, observability, security.
Three principles
Concrete results
No abstract theory. Every engagement produces something usable.
Simplicity
The right solution is often the simplest. No over-engineering, no tech for tech's sake.
Transparency
Clear scope, clear budget, clear deliverables. If AI isn't the right answer, you'll know from the first call.
Got a project in mind?
Describe your situation. Straight answer within 48 hours, first call is free.