~/talk

Inside the New Generation of Alisa

TalkinRussianat HighLoad++ 2024 · 2024-12-02..12-03· [large-language-models, machine-learning]
links:none on file
slides:none on file

Presentation describes the engineering of the new-generation Alice voice assistant: using techniques to reduce response latency so replies start in far less than ten seconds, lowering per-request compute cost to avoid spending thousands of GPU-hours, and integrating the new system without breaking existing stable services. The talk covers practical solutions and trade-offs the team used to achieve speed, cost-efficiency, and reliability.

AI-written summary · about

  1. 0:00Introduction to Alisa
  2. 1:29How NLU and logic work
  3. 4:17Improving model responses
  4. 5:22Model optimization
  5. 7:13Reducing unnecessary queries
  6. 8:43Load reduction
  7. 9:51Speculative decoding
  8. 11:20Partial responses
  9. 13:28GPU transition
  10. 15:13Emotional responses
  11. 16:56Final architecture
  12. 17:20Q&A on censorship
  13. 18:23Child voices and parental control
  14. 19:50Bypassing censorship
  15. 20:11Alice wake word
  16. 21:33Response generation
  17. 21:53Foreign languages
  18. 22:59Emotional responses
  19. 24:05Quick response system
  20. 26:12Consecutive commands
  21. 28:01Memory overflow
  22. 29:27Session context
  23. 30:52Resources and optimization
  24. 32:16Integration plans
  25. 33:20Resource consumption trends
  26. 34:23Q&A and closing
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