The new AI app stack
source link: https://changelog.com/practicalai/236
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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.
- 45 minutes
- Recorded Aug 16, 2023
- Published Aug 23, 2023
- Download (44MB)
- Transcript
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Notes & Links
Chapters
| 1 | 00:07 |
Welcome to Practical AI |
| 2 | 00:43 |
Deep dive into LLMs |
| 3 | 02:25 | |
| 4 | 04:35 |
Playgrounds |
| 5 | 08:07 |
App Hosting |
| 6 | 10:46 |
Stack orchestration |
| 7 | 15:50 |
Maintenance breakdown |
| 8 | 19:08 | |
| 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 |
Transcript
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