Builds and runs the ML infrastructure behind Kiefer Tech's products (Sophea AI LLM, RAG platform, robotics, Hyperion X energy trading): training/fine-tuning pipelines, experiment tracking, model serving with rollout/rollback, GPU scheduling, and production monitoring. Core stack: Python, Linux, containers, CI/CD, GPUs.
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