KnowPilot: Your Knowledge-Driven Copilot for Domain Tasks

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 KnowPilot achieves superior performance in domain-oriented text generation and is applicable across fields such as medicine, finance and industry.