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Transparency & Control for Personalised AI

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TTC Labs @ Meta synthesizes 16 user studies plus expert co‑design sessions (15–25 experts per session in Brussels, Paris, Berlin, Dublin) and finds personalized AI delivers relevance, speed, connection by recalling history, calendars and preferences, but creates concrete harms: factual inaccuracy, privacy risks from broad data fusion, and agentic overreach when models act on inferred goals. Design levers that work are in‑context transparency, why am I seeing this retrospectives, progressive disclosure, and new controls for voice‑first and expanding memory scope.

AI-written summary · about

  1. 0:00Transparency and control in AI
  2. 2:27Law, policy and technology co-design
  3. 5:54Personalization in AI experiences
  4. 11:11Privacy challenges in personalized AI
  5. 14:20User control and transparency design
  6. 18:10In-context transparency
  7. 20:56Voice-first AI future
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