~/talk

“You Can’t Just Turn It On”: The Hidden Work Behind Enterprise AI

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Enterprise AI causes real incidents: an agent deletes production, a Meta agent leaks employee data, and Samsung temporarily bans ChatGPT after staff paste company secrets. Internal behavior metrics are eye‑opening: 58% allowed to use AI, 82% using unmanaged accounts, and 22% paste PII/PCI into GenAI. Regulation (EU AI Act) and buyer demands force five design priorities—visibility, control, predictability, accountability, recovery—and products add granular permissions, moderation rules, audit trails, BYO model options and undo/rollback flows to meet compliance and prevent catastrophic misuse.

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  1. 0:00Introduction and background
  2. 3:02AI incidents and risks
  3. 5:11AI as a UX problem
  4. 6:57Enterprise AI adoption stats
  5. 7:39Enterprise requirements for AI
  6. 9:26EU AI Act and UX responsibility
  7. 10:29Five UX frameworks for AI
  8. 13:58Accountability and human oversight
  9. 15:45Consumer AI regulation trends
  10. 17:34Building trust in AI products
  11. 18:16Ten principles for secure AI UX
  12. 20:42Q&A session
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