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The thing nobody tells you about building agents is that half the job isn't even the reasoning. It's plumbing. It's the SDK that changed its API between two minor versions.
Most tutorials tell you to chunk documents into 500-token windows and call it a day. This works on clean prose. It falls apart the moment you have any structure.