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Anil Thapa

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Agentic & AI systems

What actually happens when you put agents and LLMs to work inside a real data organization, and what the demos leave out.

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Agentic & AI systems

What breaks when agents meet a real warehouse

The demo works because the schema is clean. Production schemas carry a decade of history, four competing definitions of "customer," and users who withdraw trust permanently the first time they get a confidently wrong number.

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