LLM-based Agent Profile Module

An LLM-based Agent Profile Module is a LLM-based agent system module in an LLM agent architecture that represents agent attributes.

• Context:
  • It can (typically) be referenced in an LLM-based Agent Architecture.
  • It can (typically) influence model behavior during interactions.
  • It can be critical for Domain-Specific Applications where the role of the agent must be clearly defined.
  • It can be defined through hand-crafting, LLM generation, or dataset alignment.
  • ...
• Example(s):
  • The profile descriptions in AutoGPT (Hou et al., 2023).
  • ...
• Counter-Example(s):
  • ...
• See: LLM Agent Architecture, Agent Attribute

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References

2023

• (Wang, Ma et al., 2023) ⇒ Lei Wang, Chen Ma, Xueyang Feng, ..., and Ji-Rong Wen. (2023). “A Survey on Large Language Model based Autonomous Agents.” In: arXiv preprint arXiv:2308.11432. doi:10.48550/arXiv.2308.11432
  • QUOTE: "The profiling module aims to indicate the role profiles of the agents, which are usually written into the prompt to influence the LLM behaviors."
  • SUMMARY: It presents a unified framework for LLM agent architecture with 4 modules: LLM-based agent profile module, LLM-based agent memory module, LLM-based agent planning module, LLM-based agent action module.
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    Figure 2: A unified framework for the architecture design of LLM-based autonomous AI agent.

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