Topic: al:agentic-ai-2025

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  1. SwarmCoder: Multi-Agent Collaboration for Complex Software Engineering

    PaperMay 12, 2025arXivLing Chen, David Wu, Samantha Harris, Yong Zhang

    Single-agent code generation models frequently fail when confronted with repository-level refactoring and complex architectural planning. We propose SwarmCoder, an Agentic AI framework that deploys...

  2. Scaling Laws for Agentic AI: When Does Swarm Intelligence Peak?

    PaperAug 8, 2025arXivJian Lu, Percy Liang, Chelsea Finn

    While scaling laws for single-model LLMs are well established, the relationship between the number of collaborating agents and overall system performance remains poorly understood. This paper inves...

  3. Agentic Alignment: Inverse Reinforcement Learning from Swarm Behavior

    PaperDec 22, 2025arXivPercy Liang, Thomas K. V., Eleanor Rigby

    Aligning multi-agent systems via traditional human feedback is intractable due to the sheer volume and speed of agent-to-agent interactions. We introduce a novel alignment framework utilizing Inver...

  4. Emergent Social Behaviors in Trillion-Parameter Agentic AI Swarms

    PaperNov 20, 2025arXivDr. Yannick L., Sophia M., Wei C.

    As Agentic AI swarms scale to thousands of interacting nodes driven by frontier language models, unexpected macro-level dynamics arise. We deploy a multi-agent simulation simulating a digital econo...

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