Chat + tool-call storytelling
Same knowledge graph, before and after running the 7-stage consolidation pipeline: A shows raw graph statistics before consolidation; B shows the graph after decay, pruning, co-activation strengthening, and abstraction generation. The consolidator runs automatically every 5 minutes (300,000ms).