CaveAgent: Transforming LLMs into Stateful Runtime Operators

📰 ArXiv cs.AI

Learn how CaveAgent transforms LLMs into stateful runtime operators, enabling more efficient execution of complex tasks and overcoming limitations of text-centric paradigms

advanced Published 30 Jun 2026
Action Steps
  1. Build a dual-stream architecture to invert the conventional LLM paradigm
  2. Configure the LLM to operate as a runtime operator
  3. Test the CaveAgent framework on long-horizon tasks
  4. Apply the CaveAgent framework to real-world applications
  5. Run experiments to evaluate the performance of CaveAgent
Who Needs to Know This

AI engineers and researchers can benefit from CaveAgent, as it provides a new framework for building more capable and robust LLM-based agents, while product managers can leverage this technology to improve task automation and efficiency

Key Insight

💡 CaveAgent's dual-stream architecture enables LLMs to operate as runtime operators, improving task execution efficiency and robustness

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💡 CaveAgent transforms LLMs into stateful runtime operators, overcoming text-centric limitations!

Key Takeaways

Learn how CaveAgent transforms LLMs into stateful runtime operators, enabling more efficient execution of complex tasks and overcoming limitations of text-centric paradigms

Read full paper → ← Back to Reads

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