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AI is accelerating, and Python remains the orchestration layer while compilers and interoperable graphs handle the hot paths. For Linux Bash users, this guide shows how to build reproducible envs, install portable frameworks, export to ONNX, run/optimize with ONNX Runtime/OpenVINO, serve via FastAPI, and track with DVC/MLflow—future-proofing for edge/server deployments amid shifting accelerators.