~/talk

From Single AI to Multi AI Systems

Talkat Rise of AI Conference 2025 · on Wednesday, 2025-05-14· [large-language-models, machine-learning]
links:none on file
slides:none on file

Argues that real-world systems move from single models to cooperating and competing agents and gives concrete wins: a robot-soccer grand challenge aiming to beat the World Cup winner by 2050, deployed BDI agents that run adherence pilots for diabetes and telecom lifecycle management, city traffic lights trained with decentralized reinforcement learning that show 30% traffic reduction and 10% pollution cuts in trials, population-scale micro‑simulations for pandemic planning, and industry needs like contract net protocols and task allocation rather than naive LLM-wrapped agents.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 1:24From single to multi AI systems
  3. 4:56AI Grand Challenge in robot soccer
  4. 8:33Healthcare agent systems for chronic disease
  5. 9:37Traffic light coordination with agents
  6. 11:43Societal simulations with intentional agents
  7. 13:53Applications in finance and trading
  8. 14:36What defines a multi-agent system
  9. 17:03Team performance modeling in agents
  10. 18:27Dos and don'ts in multi-agent systems
  11. 22:36Quantum computing and AI future
  12. 23:44Q&A on quantum computing
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