✨Budget-Aware Tool-Use Enables Effective Agent Scaling

📝 Summary:
Tool-augmented agents struggle to scale with more tool calls due to a lack of budget awareness. This paper introduces Budget Tracker for continuous budget awareness and BATS for adaptive planning, dynamically adjusting strategy based on remaining resources. These methods significantly improve cos...

🔹 Publication Date: Published on Nov 21

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.17006
• PDF: https://arxiv.org/pdf/2511.17006

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#AIAgents #ToolUse #ResourceManagement #AgentScaling #AIResearch

✨LLM Agent Operating System

📝 Summary:
AIOS is an LLM agent operating system that addresses key challenges in agent deployment, including resource allocation, context switching, and concurrent execution. It optimizes these processes to enhance the reliability and efficiency of LLM agents.

🔹 Publication Date: Published on Mar 25, 2024

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2403.16971
• PDF: https://arxiv.org/pdf/2403.16971
• Github: https://github.com/agiresearch/aios

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For more data science resources:
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#LLMAgents #AIOS #OperatingSystems #AIResearch #ResourceManagement