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Bilel kort

@bilelkort

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I build AI, RAG, and computer-vision systems that automate analysis from complex data.

Germany

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I've built a RAG system at Cerballiance to automate analysis of more than 500 clinical reports daily, turning unstructured data into decision-relevant results alongside biologists. My work spans Python, LangChain, Mistral, Qdrant, FastAPI, React, and Docker.

Previously, I automated video analysis at Ordering Dashboard Solutions, saving 12 hours of monthly review effort, and fine-tuned local LLMs at Medius for 50,000 daily SAP requests. I've also developed ETL pipelines for financial data and optimized RAG PDF search across 100M+ chunks, improving recall by 35%.

Experience

Work history, roles, and key accomplishments

AI & RAG Werkstudent

Cerballiance

Jul 2025 - Dec 2025 (5 months)

Developed a RAG system for automated analysis of over 500 clinical reports daily, in collaboration with biologists. Extracted and processed unstructured data into clear, decision-relevant results.

Python Lang Chain Mistral Qwen2 VL 2B OCR Qdrant ChromaDB fastAPI React 19 Docker

Praktikant Computer Vision

Ordering Dashboard Solutions

Jan 2025 - Jun 2025 (5 months)

Developed a computer vision system to detect safety issues, conflicts, and customer complaints. Automated video evaluation, saving 12 hours of monthly review effort (previously 3 hours per week).

Python PyTorch OpenCV InternVL YOLO Mediapipe Whisper Roboflow MongoDB fastAPI Docker Redis

Praktikant SAP KI & Generative KI

Medius

Jun 2024 - Sep 2024 (3 months)

Reduced operational costs by fine-tuning a local LLM as an alternative to cloud inference for 50,000 daily SAP requests. Compared LLM APIs (OpenRouter, Groq) for latency, cost, and response quality to select the optimal inference solution.