2025-10-01

AI Paradigm Shifts and Their Data Requirements

Notes on why agentic AI, assisted coding, and AI governance require unified and organized data foundations.

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Production AI depends on the data estate around it. Agentic systems, coding assistants, and governance workflows all require cleaner access patterns, semantic organization, and provenance.