Multi-agent memory stops storing steps alone: task dependency graphs become the shared script, topping all six benchmark settings
Multi-agent memory is reorganized around task dependency graphs: a shared blackboard records evidence during execution and corrects goal, plan, and world-state divergence, then verified steps and dependencies are distilled into reusable procedures, giving the highest task score in all six benchmark settings across ALFWorld, WebArena, and OfficeBench.