Built. Deployed.
In production.
AI applications in production, open source tools, applied research. Here's what comes out of the workshop.
Genomix
AI-powered genomic analysis CLI
A command-line tool that lets biologists and researchers analyze genomic data through natural language. Ask a question about a VCF file, the AI reads variants, queries 13 databases (NCBI, ClinVar, Ensembl, AlphaFold, UniProt, PDB...) and explains results in accessible language. 18 MCP servers, 21 skills, real-time streaming, HTML reports.
- ✓ Local-first: your genomic data never leaves your machine
- ✓ 18 MCP servers, 13 databases, 21 built-in skills
- ✓ Published on PyPI — pip install genomix-cli
France Dashboard
Citizen portal for French public data
Explore elections, economy, security, energy, health, education. 15 open datasets, 450K rows. Compare departments, discover automatic correlations, ask questions in French — the AI agent generates SQL and charts.
- ✓ NLQ agent: ask in French, get a chart
- ✓ 15 datasets, 10 themes, Versus mode
- ✓ Live at francedashboard.fr
And more
Dream Analyze
Dream analysis SaaS with LLM pipeline and self-hosted GitOps infra.
SmartAudit
AI agent for smart contract security: detection, exploitation and vulnerability proof.
RollinRock
Real-time crypto analytics with microservices pipeline and analytics dashboard.
Generali — ENS Data Challenge
Building claim prediction for Generali. 2nd place.
OWKIN Cancer Detection
PIK3CA mutation detection in breast cancer via weakly-supervised approach.
Self-hosted Infrastructure
All live apps run on self-hosted infra: k3s, GitOps, monitoring, backups.
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.
2D Localization
Spatial coordinate prediction of the tumor from signals.
Characterization
Size and property estimation of the tumor.
Scientific Publication
A Modular Deep Learning Framework for Breast Tumor Detection from Microwave Imaging Data
Ulysse Trin
Applied AI research, AI systems and full-stack engineering. Founder of Colombani.ai.
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
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