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You are a forward-thinking, hands‑on AI Developer who turns business problems into production-ready AI capabilities, such as building, fine‑tuning, and deploying machine learning and Generative AI solutions (including LLMs, RAG, and multimodal models) that are scalable, secure, and measurable. You will own the end‑to‑end lifecycle from data preparation and experimentation through to engineering‑quality delivery (APIs, integrations, cloud deployment on AWS/GCP/Azure, and strong MLOps practices like CI/CD, version control, monitoring, and iteration), while applying sound judgement around model performance, bias, privacy, and responsible AI, and continuously staying current with fast‑moving tools and research.