From chains to shared state
Specialist agents should not need to copy every private thought into every other agent. A blackboard model lets agents contribute verified partial results to shared state while retaining private scratchpads for local reasoning.
This pattern supports collaboration, review, contradiction handling, and task routing without turning the entire system into a fragile prompt chain.