TL;DR
KnowPilot is an open-source system that enhances generative agents with domain-specific knowledge, combining structured knowledge retrieval and experiential memory to improve specialized task performance.
Contribution
It introduces a framework integrating task priors, explicit knowledge, and experiential memory for domain-specific generative tasks, enabling private deployment and knowledge injection.
Findings
Achieves superior domain-oriented text generation performance.
Supports private deployment and knowledge base loading.
Applicable across medicine, finance, and industry.
Abstract
Despite the rapid advancement of generative agents, their deployment in real-world industry scenarios often encounters significant challenges due to a lack of domain-specific knowledge. To address this gap, we present KnowPilot: a Domain-Specific Knowledge Augmented Generative Agent System. KnowPilot is an open-source framework that integrates task-specific priors, explicit knowledge, and experiential knowledge to enhance agent performance in specialized applications. It combines knowledge retrieval from structured repositories with a memory system capable of capturing expert experience through human AI interaction. Taking domain-specific writing generation as a representative case, KnowPilot enables private deployment, supports injection of task requirements, loads private knowledge bases, and stores tacit expert knowledge as persistent memory. Experimental results demonstrate that…
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