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TOTVS prepares enterprise data for AI agents using data mesh, low-latency databases, semantic ontologies, and dynamic MCP tool selection. The approach balances deterministic and non-deterministic models across precision, security, and cost, optimizing context windows and reducing token overhead in transactional systems.
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