Agent Behavior as Code: Efficient and Robust LLM Agents with Programmatic Specifications
AI agents based on foundation models (FMs) have demonstrated strong capabilities to perform complex open-ended tasks. However, they face some common challenges in practice: (a) agent behavior can deviate drastically even for semantically similar tasks, leading to catastrophically propagated errors; (b) high cost and la...
Peng Qi, Chunliang Lyu, Gang Li et al.
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