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Learning Globally Reusable Skills for Coding Agents

Automated skill evolution enables Large Language Model (LLM) agents to continuously improve without expensive retraining. However, existing approaches typically treat skill evolution as a sequence of local updates, overlooking relationships among skills and often producing overfitted skill updates that fail to generalize across tasks. We propose GSE, a globalized skill evolution framework that…

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What AI Regulation and Ownership Could Be

As an ordinary internet user, I am skeptical about AI. My colleagues and I have reported on several harmful aspects of the technology in the US: threats to democracy, its impact on the environment…

  • Public AI emphasizes free access, accountability, and sustainable public goods.
  • Accountability aims to prevent potential harms and develop beneficial AI capabilities.
  • Public AI stakeholders include movements in Africa, Europe, and US discussions on AI bubble.

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