About Ayoub
English
Native or bilingual
French
Native or bilingual
Arabic
Native or bilingual
Experience
- PIMAN GROUPAI EngineerMarch 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.
- AI for Medical ImagingResearch InternMay 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.
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Education
- Engineering Degree - Computer SciencePolytech Marseille2026Engineering Degree
- CPGE - Classes préparatoires aux grandes écolesMPSI-MP2023
Certifications
- Machine Learning SpecializationDeepLearning.AI2024