Lim Swee Kiat's open-source project Panel redefines human-agent collaboration by giving AI assistants full authority over dockable research workspaces. Through a typed Module Protocol and a Data Abstraction Layer bridging local files with memory URIs, Panel enables agents to dynamically fabricate custom visualizers and execute structured research workflows alongside human operators.
Why AI Software Projects Fail Before Development Even Starts