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Was AI task decomposition just a way to give a larger model better context?

Why I askedI had assumed a classifier's main job was filtering information before a larger model saw it. I wanted to understand what changed when software owned the workflow.

What I learnedI learned to separate model judgments from the code that stored state and chose actions. A more detailed prompt still left the model in charge; explicit state and rules made parts of the process inspectable and testable.

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