WorkSwarm Adds a Personal Knowledge Space for Reusable Agent Task Context

What happened

openJiuwen’s WorkSwarm now offers a personal knowledge space that collects user-selected sources and organizes them into reusable Markdown pages with directories, links, and source references. It supports manual or scheduled incremental collection, three processing modes, and progressive reading by agents. On the openJiuwen team’s internally built 25-question test set, enabling the feature increased task pass rates by 32%, reduced total task time by 76.2%, and reduced task-stage token consumption by 84.1%; the agent-based preprocessing used in the experiment also consumes tokens.

The story so far

openJiuwen has launched a personal knowledge space in WorkSwarm that turns user-selected sources into reusable Markdown pages for agent tasks. The pages include directories, links, and source references. The feature supports manual or scheduled incremental collection, three processing modes, and progressive reading by agents. On an internally built 25-question test set, the openJiuwen team reported that enabling the feature increased task pass rates by 32%, reduced total task time by 76.2%, and reduced task-stage token consumption by 84.1%. The agent-based preprocessing used in that experiment also consumes tokens, so the task-stage reduction does not represent savings across the entire process.

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