Hadi Jamal Ahmad - AI Engineer | Contra
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Hadi Jamal Ahmad
AI Engineer | RAG & LLM Applications Python FastAPI Docker
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Cergy, France
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Cergy, France
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I don’t just want to use an LLM. I want to understand how to build a reliable end-to-end RAG system. In this video, I present the current state of my RAG project, running locally with Docker. The MVP already includes: — an API built with FastAPI; — vector indexing and search with Qdrant; — local generation with Ollama; — answers accompanied by their sources; — a refusal mechanism when the corpus does not contain enough information to answer. My next steps focus on hybrid search, reranking, automated evaluation using recall@k, MRR and groundedness, as well as latency optimisation and cloud deployment. After several years working in information systems, Data/BI and the operation of critical Big Data platforms, I am now strengthening my specialisation in AI Engineering through this project and regular mentoring with a Microsoft CoreAI engineer, with a focus on robustness, evaluation and production readiness. Microsoft’s CoreAI organisation is focused on building the end-to-end AI application and agent stack, so “Microsoft CoreAI engineer” is the appropriate English wording here. I am looking for an AI Engineer opportunity focused on RAG and LLM systems, or a hybrid Data/Platform-to-AI role within a team working on real-world projects. In particular, I can bring: — hands-on experience with critical production environments; — a strong foundation in Data Engineering, Linux, Python, Docker and CI/CD; — an approach to AI that considers reliability, evaluation, latency and operability from the start. To my network: if you know a team looking for this kind of profile, an introduction, a targeted recommendation or sharing this post could create a genuinely valuable connection for both sides. I would also be happy to connect with recruiters, technical leaders and engineers working on these challenges. #AIEngineer (https://www.linkedin.com/search/results/all/?keywords=%23aiengineer&origin=HASH_TAG_FROM_FEED) #RAG (https://www.linkedin.com/search/results/all/?keywords=%23rag&origin=HASH_TAG_FROM_FEED) #LLM (https://www.linkedin.com/search/results/all/?keywords=%23llm&origin=HASH_TAG_FROM_FEED) #DataEngineering (https://www.linkedin.com/search/results/all/?keywords=%23dataengineering&origin=HASH_TAG_FROM_FEED) #OpenToWork (https://www.linkedin.com/search/results/all/?keywords=%23opentowork&origin=HASH_TAG_FROM_FEED)
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