LLM-based Agent Planning Module

An LLM-based Agent Planning Module is a LLM-based system module in an LLM-based agent architecture that enables planning and reasoning.

• Context:
  • It can allow breaking down tasks into subgoals.
  • It can generate plans with or without external feedback.
  • It can aid in multi-step decision making.
  • It can employ techniques like chain-of-thought prompting.
  • ...
• Example(s):
  • The planning module in (Wang et al., 2023).
  • The goal decomposition planner in Voyager AI Agent (Jiang et al., 2022).
  • The reasoning module in AutoGPT (Hou et al., 2023).
  • ...
• Counter-Example(s):
  • an End-to-End LLM systems with no separate planning component.
• See: LLM Agent Architecture, AI Planning

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