~/talk

Legal Copilot for Work Code and Documents

TalkinRussianat HolyJS 2025 Spring · 2025-04-07..04-08· [ai-assisted-development]
slides:none on file

Talk explains how Copilot is used legally on closed, NDA-bound projects at VKontakte, describing practical constraints and why external AI services pose risks for proprietary code. It reviews alternative approaches (on-premises or restricted tools), the speaker’s personal workflow with AI assistants for frontend development, and specific limitations that prevent generating the presented text by a neural model.

AI-written summary · about

  1. 0:00Introduction
  2. 1:06Speaker background
  3. 3:57Search vs neural networks
  4. 5:00ChatGPT in dev
  5. 7:10Risks of external models
  6. 8:35Local model solution
  7. 10:20Choosing local model
  8. 13:11Transformer basics
  9. 14:56Quantization impact
  10. 15:58Model size & hardware
  11. 17:02Text & instruction models
  12. 18:08Hardware recs
  13. 19:12Editor setup
  14. 20:17CodeGeeks 4 9B demo
  15. 22:24Large model issues
  16. 23:27Corporate neural nets
  17. 24:34Cadestral 22B demo
  18. 27:05Local code limits
  19. 28:11Text processing
  20. 29:18Gemma 3 4B features
  21. 30:23Project & doc analysis
  22. 33:09Manager use cases
  23. 34:53Gemma 3 4B for notes
  24. 35:15Local model tasks
  25. 36:37Prompting principles
  26. 37:19Public model safety
  27. 38:45Corporate gateways
  28. 39:28Need for neural nets
  29. 40:10Personal experience
  30. 40:55Q&A
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