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A Netflix senior software engineer proposes a shared operating layer for AI workflows, replacing bespoke pipelines with a unified substrate. The pattern uses declarative routing, worker-type agnosticism, and a unified feedback contract to eliminate redundant engineering and enable scalable, composable workflows.
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