LLM Agents Factory: Retrieval of Domain-Specific LLM Agents

Name: LLM Agents Factory: Retrieval of Domain-Specific LLM Agents
Uploaded: 2026-08-20T16:51:55.749209+00:00
Duration: 642 s
Description: The paper introduces a method called LLM Agents Factory, which replaces dynamic agent creation with a retrieval system. Instead of generating an agent's persona on the fly for every request, the authors built a library of over twenty thousand pre-made agents. This approach proves to be faster, more stable, and uses significantly fewer tokens than traditional dynamic generation methods.

The paper introduces a method called LLM Agents Factory, which replaces dynamic agent creation with a retrieval system. Instead of generating an agent's persona on the fly for every request, the authors built a library of over twenty thousand pre-made agents. This approach proves to be faster, more stable, and uses significantly fewer tokens than traditional dynamic generation methods.

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