04:00
2026-09-15
arxiv.org
artificial-intelligence
Toward Self-Adaptive Physical AI: Can LLM Agents Manage Long-Horizon Physical Tasks?
A multi-agent framework integrating planning, tool calling, observation, and verification lets zero-shot LLM agents match reinforcement learning agents on long-horizon agricultural management tasks un…