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The new AI app stack (Practical AI #236) episode artwork

Aug 23, 2023 45 min

The new AI app stack (Practical AI #236)

from Changelog Master Feed

Recently a16z released a diagram showing the "Emerging Architectures for LLM Applications." In this episode, we expand on things covered in that diagram to a more general mental model for the new AI app stack. We cover a variety of things from model "middleware" for caching and control to app orchestration.

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The new AI app stack (Practical AI #236)

0:00 45:09

Chapters

  1. 0:07 Welcome to Practical AI
  2. 0:43 Deep dive into LLMs
  3. 2:25 Emerging LLM app stack
  4. 4:35 Playgrounds
  5. 8:07 App Hosting
  6. 10:46 Stack orchestration
  7. 15:50 Maintenance breakdown
  8. 19:08 Sponsor: Changelog News
  9. 20:43 Vector databases
  10. 22:36 Embedding models
  11. 24:27 Benchmarks and measurements
  12. 26:59 Data & poor architecture
  13. 29:42 LLM logging
  14. 33:01 Middleware Caching
  15. 37:32 Validation
  16. 40:53 Key takeaways
  17. 42:36 Closing thoughts
  18. 44:23 Outro

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This episode was published on August 23, 2023.

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