Work State-Centric AI Agents: Design, Implementation, and Management of Cognitive Work Threads

November 16, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Chen Zhang arXiv ID 2311.09576 Category cs.CL: Computation & Language Cross-listed cs.AI Citations 0 Venue arXiv.org Last Checked 6 months ago
Abstract
AI agents excel in executing predefined tasks, but the dynamic management of work state information during task execution remains an underexplored area. We propose a work state-centric AI agent model employing "work notes" to record and reflect the state throughout task execution. This paper details the model's architecture, featuring worker threads for task oversight, planner modules for task decomposition and planning, and executor modules for performing subtasks using a ReAct-inspired thought-action loop. We provide an exhaustive work state record incorporating plans and outcomes, constituting a comprehensive work journal. Our results show that this model not only improves task execution efficiency but also lays a solid foundation for subsequent task analysis and auditing.
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