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Many projects that stop will not need to do a giant dramatic remediation; they will have been paying attention all along, they will have been *trying* to get good utility out of the LLMs, they will not have their critical faculties _instantly_ obliterated (it is indeed the creeping and subtle nature of the problems which makes them so problematic).