The author’s core insight is to remove the blackboard from source control. Another insight I’ve found is to compact the agent state log. I typically do this by having plans and implementation docs written at commit time and checked into .docs/. This separates the activity communication stream from codified documentation. You can then “compact” the state log by just keeping the last N lines.