# Rémi Uhartegaray

> AI Software Engineer based in Lyon, France. Builds sovereign, on-premise generative-AI applications — from prototype to production — for AntemetA. Specialises in LLMs, vLLM, NVIDIA GPU serving, AI agents, and Retrieval-Augmented Generation. One patent, two peer-reviewed scientific publications.

## About

- [French portfolio (canonical)](/fr): full site in French.
- [English portfolio](/en): full site in English.

## Philosophy

- Mission: help AI become an invisible, indispensable technology — obvious, natural, and trusted in production. "The most powerful technology is the one that disappears into the experience." (Steve Jobs)
- Approach: bridging the gap between an impressive demo and a tool that genuinely helps people every day — reliable, intuitive AI that creates real value.
- Services: product or web idea, R&D, AI prototype, GPU infra audit — "I write, I code, I ship."

## Expertise

- Large Language Models (open-weight and proprietary): Mistral, Llama, Qwen, Nemotron, GPT, Claude, Gemini.
- Inference stacks: vLLM, NVIDIA NIM, Ollama, HuggingFace.
- GPU infrastructure: NVIDIA H100/A100/L40S, multi-tenant serving, quantization, KV-cache tuning.
- AI agents: MCP (Model Context Protocol), tool use, RAG, multi-agent architectures.
- Cloud & infra: Docker, Kubernetes, Rancher, on-premise sovereign deployments.

## Selected work

- AntemetA (2024-present) — sovereign on-prem AI applications, prototype to production.
- Orange Innovation (2021-2024) — R&D on a screen-reading agent, OCR-error-correction patent.
- Ionian University (2022-2023) — research on scalable fuzzy joins over JSON; FUZZ-IEEE 2023.

## Certifications

- NVIDIA Certified Associate (AI Infrastructure & Operations) + NVIDIA AI / Compute / Networking curricula.
- Microsoft Azure AI Fundamentals & Azure Fundamentals; Dell GenAI Foundations; Anthropic Claude Code in Action.
- GDPR & IT security: CNIL, SecNumAcadémie. Full list in llms-full.txt.

## Contact

- Email: remi.uh@gmail.com
- LinkedIn: https://www.linkedin.com/in/remiuhartegaray/

## Optional

- [Detailed profile (llms-full.txt)](/llms-full.txt): full career, publications, certifications.