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Interactive Learning and User‑Centered AI: A Retrospective

TalkinFrenchat DevFest Toulouse 2025 · on Thursday, 2025-11-13· [ai-assisted-development, ux-and-product-design]
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Presents OCE 2024, an opportunistic composition engine that discovers local service components and assembles them using a multi-agent choreography trained with reinforcement learning and interactive user feedback. Implements three ambiguity-handling strategies—explicit disambiguation, proposing multiple assemblies, and uncertainty notification—and reports from a 2D campus prototype with 152 participants that uncertainty notification worked best while explicit disambiguation reduced usability.

AI-written summary · about

  1. 0:00Introduction
  2. 1:04Software composition
  3. 3:52Multiagent learning
  4. 6:25Ambiguity handling
  5. 8:12OCE 2024 demo
  6. 9:15User experiment results
  7. 11:48Experience feedback
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