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Seven Registries, One Confidence Score: An AI Business-Classification Pipeline

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Catalog-Grounded, Not Guessed: An AI Scoping Tool for Physical Installation Work

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Classify Cheap, Execute Right: A Tool-Routing Layer for a Multi-Tool AI Agent