~/talk

The Unreliable Computer Revolution - Embracing the Double-Edged Sword of GenAI

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Generative models like ChatGPT and Gemini are growing at roughly 10x annual growth and intentionally hallucinate, which is the creative tradeoff that makes them useful and unreliable. Practical wins include an augmented reality Tetris built in 54 minutes and a publishable industry article in 40 minutes, but a public Google prototype produced dangerous false advice. Use structured prompting, retrieval‑augmented generation and knowledge graphs (semantic DBs beat SQL for complex answers, ~38.7% vs 0), the Rocks method and a reuse recommendation engine to reduce hallucinations.

AI-written summary · about

  1. 0:00Introduction and speaker background
  2. 2:39The urgency of using GenAI carefully
  3. 5:28Exponential growth of AI capabilities
  4. 7:13GenAI as culture compressed data
  5. 9:43AI applications beyond chatbots
  6. 12:13From calculators to creative computers
  7. 13:38AI's rapid and unpredictable evolution
  8. 15:01AI hallucinations as creative necessity
  9. 17:06AI limitations and human-like flaws
  10. 18:10Ethical risks and AI bias
  11. 20:16Potential for mass harm misuse
  12. 21:23Dove Real Beauty campaign and AI diversity
  13. 22:27Fifth-generation programming languages
  14. 23:10Productivity gains with AI tools
  15. 24:34Generative motion and synthetic training
  16. 25:17Teaching AI your content model
  17. 27:27Embracing AI as a double-edged sword
  18. 28:11Structured AI workflows and skills
  19. 32:02Optimizing AI success with taxonomy
  20. 33:46Training AI with high-quality data
  21. 34:52GenAI as part of a digital intelligence system
  22. 35:57Q&A on AGI, singularity, and AI dangers
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