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The Data Culture Podcast  

The Data Culture Podcast

Author: Sid Atkinson and Lee Harper

Culture eats strategy for lunch. Informed cultures drive decisions and inspire action. At the Data Culture Podcast we talk with execs, visionaries, and data experts so that you may move from idea to outcome in your own data culture journey. Curiosity intersected with data can inform and inspire change for the betterment of all. Let's build cultures to make this happen.
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Language: en

Genres: Business, Management, Technology

Contact email: Get it

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Semantic Patches: the Inmon/Kimball Debate of the LLM Era
Episode 58
Wednesday, 12 November, 2025

Data management purity and pragmatism built opposed camps starting in the 1990s, and echoes of those tenants present themselves today in Generative AI. Ontology purists and vector-based engineers appear at opposite ends, but how might we reframe so everyone's in the same picture? Tracy Talbot is a consummate data practitioner and has seen it all—from mainframes to machine learning. In this episode, she sits down with Sid Atkinson to reveal how the age-old Kimball vs. Inman debates mirror today’s AI struggles—and why her concept of “semantic patches” could be the key to keeping generative AI grounded in reality.

 

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