AI Research

    LLM Agents Factory: Retrieval of Domain-Specific LLM Agents

    Streamlining industrial AI workflows through a retrieval-based repository of 20,000 specialized agent profiles.

    Large language model (LLM) agents improve task performance by decomposing problems into role-specialized behaviors. However, their practical deployment is often limited by the computational cost and instability associated with the on-the-fly agent design for each user request. To...

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    ArXiv CS.CL

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    ArXiv CS.CL
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    LLM Agents Factory shifts the paradigm from expensive, real-time agent generation to a highly efficient retrieval-based framework that leverages a massive repository of pre-built personas. This approach significantly reduces the computational overhead for industrial deployments while maintaining the high-performance standards required for complex, multi-step problem solving.

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