Evidence first fraud agents need a frozen graph snapshot per decision. I store the hop list with the verdict so a later review can replay the same edges.
Exactly. That replayability is key. If the evidence graph changes after the decision, you lose the ability to verify what the agent actually knew at that moment. I’d treat the snapshot, the selected path, and the final outcome as part of the evidence record.