NewBeeNLP
NewBeeNLP
Apr 15, 2024 · Artificial Intelligence

Unlocking LLM‑Based Agents: Architecture, Challenges, and Future Directions

This article systematically outlines the architecture of large‑language‑model (LLM) agents, examines their key technical challenges such as role‑playing, memory design, reasoning and multi‑agent collaboration, and explores emerging research directions and practical case studies.

AIFuture DirectionsLLM agents
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Unlocking LLM‑Based Agents: Architecture, Challenges, and Future Directions