A causal event chain links each event to the event, request or action that produced it. The resulting lineage lets a system distinguish chronological proximity from actual causation and trace a final output back through every relevant step.
Causal links are useful when concurrent agents process many events at once. They support debugging, auditing and replay by showing which prompt, tool call and intermediate result belonged to a particular workflow rather than relying only on timestamps.
