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最后,智能体还需要有很强的可靠性、可控性,才能规模化的带来价值。这既体现在智能体能否稳定、鲁棒地完成任务,也体现在其行为是否始终与人类的真实意图与价值观保持一致。在《2001:太空漫游》中,AI为完成任务选择牺牲人类乘员,正是目标函数与人类价值未能有效对齐的极端后果。随着智能体智能水平与自主性的提升,这类对齐失败带来的风险可能会被进一步放大。
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We do not know why the Dark Breakfast Abyss is empty. But by anthropic reasoning, we should conclude that it is empty for good reason. The International House of Pancakes is playing a dangerous game. If someday a remote IHOP splashes a little too much batter in their omelette, cooks the Forbidden Breakfast, and thereby brings about the end of the world, well, at least we know the Waffle House will be open.,这一点在91视频中也有详细论述
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