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Ayoub Z.AZ

Ayoub Z.

AI Engineer | AI Agents, MCP, Automatisation

€350/day
Lyon, FR
0-2 years

Average response time: 1 hour

About Ayoub

AI Engineer focused on building systems that work reliably in production.

I work on infrastructure that makes AI reliable: MCP-based multi-agent architecture, sandboxed LLM execution, open source models deployed on-premise for data-sensitive clients, Graph RAG for enterprise document retrieval.

Strong appetite for ML research: diffusion models, geometric deep learning, MCTS.

Available for remote missions.
  • English

    Native or bilingual

  • French

    Native or bilingual

  • Arabic

    Native or bilingual

Remote only
Primarily works remotely

Experience

  • PIMAN GROUP
    AI Engineer
    March 2026 - Today (3 months)
    Lyon, France
    - Participated in redesigning PiChat into a modular multi-agent architecture using MCP: sandboxed execution, skill routing, on-premise open source LLM deployment for data-sensitive clients.
    - Built MCP servers for Office automation (Excel, PowerPoint) and a document summarization tool with Map-Reduce chunk ing, shipped to production.
    - Built a Graph RAG POC with LightRAG for multi-hop enterprise document retrieval.
    - Built structured OCR pipelines for complex scanned document extraction.
    RAG AI Agents Python MLOps MCP
  • AI for Medical Imaging
    Research Intern
    May 2025 - August 2025 (3 months)
    Bucharest, Romania
    - Adapted DRUSvar, a conditional diffusion model, for ultrasound image denoising.
    - Trained a Swin Transformer segmentation model, achieving +20 mAP over baseline on the reference dataset.
    - Validated results against standardized industrial metrics (PSNR, SSIM) in a regulated medical research environment.
    Python MLOps Medical Imaging Computer Vision Deep Learning

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Education

  • Engineering Degree - Computer Science
    Polytech Marseille
    2026
    Engineering Degree
  • CPGE - Classes préparatoires aux grandes écoles
    MPSI-MP
    2023

Certifications

  • Machine Learning Specialization
    DeepLearning.AI
    2024

Skill set

Categories