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Youssef Briki
Intern AI Researcher specializing in NLP, LLMs, and knowledge graphs
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About
Built and shipped “LabMate,” a production AI assistant specialized in laboratory hardware, using a weighted multi-source RAG pipeline with reranking and reasoning-focused query decomposition to handle complex user questions. Deployed on a local GPU cluster with vLLM and NVIDIA MPS (plus OCR/VLM components), and established evaluation using synthetic + public reasoning datasets while collaborating weekly with non-technical admins to align requirements and resource constraints.
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Key Strengths
- Built and deployed a production RAG-based AI assistant for laboratory hardware (LabMate)
- Designs end-to-end agent workflows (requirements → tools/workflow → data access) using LangChain/LangGraph
- Handles complex queries via query decomposition and reasoning techniques; mitigates hallucinations by model choice and workflow design
- Production deployment on local GPU infrastructure using vLLM + NVIDIA MPS with microservices (Apptainer) and PostgreSQL
- Evaluates agents using a mix of manual test cases, synthetic/augmented data, and relevant public datasets (Hugging Face)
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