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Antoine HuotAH

Antoine Huot

AI Product Engineer | Sovereignty Expert

€950/day
Paris, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Antoine

Tech-Agnostic by Design → The need defines the tech. Not the other way around.


I design and deploy Generative AI systems tailored for production: robust, secure, compliant. From RAG pipelines and LLM orchestration to multi-agent agentic architectures, I cover the entire chain, from prototype to production.

Why me?
  • Tech-Agnostic: The right tool for the right need. Zero dogmatism.
  • Dual expertise: Advanced LLMs (Python, advanced prompt engineering) + high-performance engineering (Rust, Go, Kubernetes, AWS).
  • Digital Sovereignty: FR + EU First, GDPR, SecNumCloud, HDS compliance.
  • DevSecOps Mindset: CI/CD, testing, containers.
My Services
  • Agentic Systems — Multi-agent workflows, advanced RAG, LLM orchestration & RAG, backend + frontend.
  • Sovereign AI — Sovereign cloud deployment, GDPR, HDS compliance, digital sovereignty.
  • Fractional CTO / AI Infrastructure Project Manager — Feasibility, stack selection, AI project audit and recovery.
  • Multimodal AI — Vision pipelines, ASR/TTS, Image/Video (industrial or creative).

Stack & Tech

Languages:Python, Rust, Go, C#/.NET, HTML/CSS/Javascript/TypeScript, …
LLM & AI:OpenAI, Anthropic, Mistral, Hugging Face, Fine-tuning, Quantization, Context engineering, Prompt Engineering, Agentic system, …
Multimodal:Computer Vision, ASR, TTS, Image Gen, Video Gen, …
Agents & Orchestration:LangChain, LangGraph, ADK, Microsoft Agent Framework, MCP, …
RAG & Databases:RAG, Hybrid RAG, Graph RAG, Embeddings, pgvector, Qdrant, Pinecone, Chroma, Neon, …
Infra & DevSecOps:Docker, Kubernetes, CI/CD, Automated testing, …
Cloud /Serverless & Inference:AWS, GCP, Azure, Scaleway, OVH, Nebius, Vercel, Cloudflare, …
Frontend & GUI:React, Next.js, Vue.js, Svelte, Astro, Angular, Gradio, Streamlit, Electron, Tauri, Flutter, …
Build Tools:Vite, Rolldown, esbuild, Webpack, Bun, …
  • French

    Native or bilingual

  • English

    Fluent

Can work on-site
Paris (up to 50km), Lyon (up to 50km), Marseille (up to 50km), Toulouse (up to 50km), Bordeaux (up to 50km)

Experience

  • Clinique Belvédère
    AI Product Engineer — Local AI Assistant for HDS Facility
    MEDICAL
    February 2025 - April 2025 (2 months)
    Paris, France
    Deployment of a 100% local AI solution for a private clinic subject to HDS requirements:

    • **Local LLM on-premise**: Ollama deployment (Mistral 7B) on a dedicated server on-site — zero data to the cloud

    • **Patient Triage Assistant**: conversational agent that pre-qualifies incoming requests and reduces call volume by 25%

    • **Report Synthesis System**: automatic generation of summaries from dictated medical notes

    • **Custom API**: connectors to the medical software (EHR) for real-time patient context


    **Results**: HDS compliance maintained, 25% reduction in incoming calls, 2 hours/day saved per medical secretary.

    **Stack**: Ollama, Mistral 7B, Python, API
    Python Artificial Intelligence AI Automation Mistral Ollama
  • Groupe Astoria (Agence média/marketing)
    AI Product Engineer — Content Factory & Commercial Intelligence
    PRESS AND MEDIA
    September 2024 - December 2024 (3 months)
    Paris, France
    Development of a multi-agent system for a digital media agency (30 people):

    • **Content Factory**: multi-channel content generation pipeline (LinkedIn, blog, newsletters) — 1 month of content produced in 1 day

    • **"Voice of the Customer" Agent**: automated analysis of 8,000+ customer reviews → extraction of the top 5 priority themes with verbatim quotes and strategic recommendations

    • **Lead Intelligence**: automated enrichment of prospects via public web crawl (positioning, buying signals, messaging angles)


    *Multi-agent orchestrationwith human validation before publication


    **Results**: Content production x4, outbound response rate +35%.



    **Stack**: Python, Rust, Claude API, Notion API, custom crawlers
    Python Rust Notion Automation Claude Crawling
  • Martel & Associés (Cabinet d'avocats)
    AI Product Engineer — Sovereign AI Knowledge Base
    LEGAL
    March 2024 - July 2024 (4 months)
    Paris, France
    Design and development of an AI knowledge base for a business law firm (45 employees):

    • **RAG system on internal documents**: 15,000+ documents (contracts, case law, briefs) indexed and searchable in natural language

    • **GDPR-compliant hybrid architecture**: local anonymization of sensitive data before sending to the cloud LLM (Mistral via Scaleway)

    • **Automated ingestion pipeline**: intranet crawl + SharePoint synchronization + OCR on PDF archives


    *Conversational interfacewith sourced citations and human-in-the-loop for validation


    **Results**: Document search time reduced by 70%, adoption by 90% of lawyers in 2 months.



    **Stack**: Python, ChromaDB, Mistral API, Scaleway
    RAG GDPR Python Vector Embeddings GraphRAG

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Certifications

  • Career Essentials in Generative AI
    Microsoft
    2023
    Artificial Intelligence ChatGPT Generative AI
  • Building Agents with Microsoft Copilot Studio
    Microsoft
    2024
    Artificial Intelligence Generative AI Copilot Studio

Skill set

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