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The Cloudcast #852 - Slow Data, Fast Data and Adapting AI models for your business

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With so much rapid change happening around AI models, is there a framework for when to build models, train models, fine-tune models, use RAG or something else? Let’s explore…

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HOW SHOULD WE DECIDE WHICH AI MODEL TO USE FOR OUR APPLICATION?

  • Build, buy, use open source, augment with your own data - so many decisions
  • How often do you update models with new data? 

HOW DO WE BRING OUR COMPANY DATA / KNOWLEDGE TO OUR AI MODELS?

  • Large Static Models - Predictive AI
  • LLMs + Slow-Changing Data - Align the Model
  • LLMs + Fast-Changing Data - RAG
  • LLMs + Agent-Learned Data - Agentic AI

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