Polywise

Polywise is an open-source agentic content system designed to bring your digital content to life. Key capabilities include: • Command-line and desktop application access • Engaging with models through chat interfaces • Saving and organizing knowledge • Context retrieval for relevant information • Transforming repeated tasks into reusable agents This system allows users to capture content, shape context, and run specialized agents on top of their information base. Agents can possess their own private prompts, tools, skills, and knowledge graphs, enabling personalized capabilities. By grouping agents, Polywise supports distinct standard operating procedures and collaborative workflows, ensuring that specific tasks and projects are handled with tailored expertise. Polywise incorporates advanced retrieval methods including full-text, vector, graph, and hybrid retrieval. It builds entity relationships automatically as content is ingested, removing the need for manual configuration. A background post-thinking loop continuously distills valuable information into knowledge, enhancing the system's understanding over time. This ongoing knowledge distillation and dynamic context management mean that the system evolves and improves with every interaction. Perfect for developers, researchers, and content creators who need a dynamic and evolving system to manage and leverage their knowledge. Polywise addresses the challenge of fragmented or stateless conversations by persistently saving content as reusable context, allowing agents to retrieve scoped knowledge relevant to any given session, eliminating the need to re-explain work.