I industrialize your AI systems
scoping → POC → production
AI & ML Engineer (3.5 years of XP) and 2× AWS Certified, I build and run your AI solutions, on the cloud and on-prem. Concrete, sovereign, high-performing.
Chat with my 3D avatar, check how your needs match my profile, or upload a document for analysis.
For complex or confidential requests, contact me directly.
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My Services
Sovereign & On-Premise AI
Your models and data under your control, down to air-gapped environments.
GenAI & AI Agents
Tool-equipped assistants, agentic workflows and business process automation.
Architecture & AI Integration
Robust, modular systems, fully integrated into your information system.
RAG & Augmented Search
Reliable, sourced answers grounded in your own data.
AWS, MLOps & LLMOps
Automated, reproducible deployments, ready for production.
Evaluation, Security & Observability
Quality, risk and performance under control end to end.
Vision AI & Document AI
Documents, images and scans analyzed and turned into usable, structured information.
Fine-Tuning & Model Adaptation
Models specialised for your use cases and business constraints.
Machine Learning & Data
From raw data to predictive models and decision support.
Sovereign & On-Premise AI
Your models and data under your control, down to air-gapped environments.
GenAI & AI Agents
Tool-equipped assistants, agentic workflows and business process automation.
Architecture & AI Integration
Robust, modular systems, fully integrated into your information system.
RAG & Augmented Search
Reliable, sourced answers grounded in your own data.
AWS, MLOps & LLMOps
Automated, reproducible deployments, ready for production.
Evaluation, Security & Observability
Quality, risk and performance under control end to end.
Vision AI & Document AI
Documents, images and scans analyzed and turned into usable, structured information.
Fine-Tuning & Model Adaptation
Models specialised for your use cases and business constraints.
Machine Learning & Data
From raw data to predictive models and decision support.
From Machine Learning to LLMOps, in the field.
YMUNIT
Technical AI lead for a B2B SaaS platform in GRC and cybersecurity: architecture, standards and roadmap for LLM, RAG and agent projects, from POC to production.
- Sovereign serving of open-weight models with vLLM on H100 GPUs in an air-gapped environment
- 1.8× throughput, -40% inference cost and -45% VRAM footprint
- AWS infrastructure automated with Terraform, Docker and GitLab CI/CD, provisioning cut to under an hour
- Benchmarked around ten models and cut token cost by roughly 30% at equivalent quality
YMUNIT
Designed the AI ecosystem for a document analysis, risk management and cybersecurity platform on a hybrid on-premise/SaaS architecture.
- EBIOS analyses accelerated ×18 and over €250k in annual savings for clients
- Multi-format RAG pipeline with OCR, hybrid search, reranking and citations, Recall@7 of 0.95
- Vulnerability analysis based on CVE and MITRE ATT&CK
- Agentic workflows, tool calling, structured outputs and human validation
SNCF Voyageurs
Predictive analytics applied to railway safety in the context of the Paris 2024 Olympic and Paralympic Games.
- ML models to identify and prioritize at-risk stations
- Streamlit app and real-time monitoring dashboard
- Automated data processing and reporting
CNRS
Predictive modeling for a research project on estimating the lifetime of frozen soap bubbles.
- Structuring experimental data
- Statistical analysis
- Comparing supervised models