~/talk

Introducing the New Colleague - ChatGPT

Talkat TestCon Europe 2023 · 2023-10-25..10-27· [ai-assisted-development]
slides:none on file

Claims that GPT‑4 1.76 trillion parameters drives rapid LLM progress, shows token limits (3.5: 4k, GPT‑4: 8k) and that plugins/Enterprise stop using data for training. Demonstrations use Microsoft image creator, Copilot, greto, Testcraft and Functionize; automation code generated for a real project fails because internal abstractions and IDs aren’t known. Surprising concrete wins: generative assistance cuts a 1,300‑case test plan to reduced 1,300 test cases to ~400, fine‑tuning cost orders of magnitude less than full training.

AI-written summary · about

  1. 0:00Introduction
  2. 1:52AI hype cycle and Gartner’s model
  3. 2:57AI history and Transformers
  4. 4:21GPT models and parameters
  5. 6:07How LLMs work
  6. 8:43Training vs inference
  7. 10:08Temperature and creativity
  8. 11:35Language model limits
  9. 12:36Hallucinations and fine-tuning
  10. 14:06Fine-tuning vs full training
  11. 14:28Data limits and updates
  12. 15:35Token limits and memory
  13. 16:20Prompt engineering
  14. 17:24Custom ChatGPT instructions
  15. 18:07Risks and ethics
  16. 19:34QA engineers and AI
  17. 20:58Free vs paid ChatGPT
  18. 21:19Generating test data
  19. 22:28Automated test cases
  20. 23:14Code review and debugging
  21. 24:19Test strategy by domain
  22. 25:03AI report generation
  23. 26:31AI emails and comms
  24. 27:17Automation code challenges
  25. 28:41AI tools for QA
  26. 29:23Data anonymization with Gretto
  27. 29:44Self-healing tests with Functionize
  28. 30:26Self-healing Selenium tests
  29. 30:47Test triggers and exploration
  30. 31:31AI test ideas with TestCraft
  31. 32:35Future of AI and automation
  32. 33:45AI’s job impact
  33. 34:46AI augmentation vs replacement
  34. 35:49Tech skill changes
  35. 36:54Adapting to AI
  36. 37:15Closing remarks
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