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。
For Moody’s Ratings, the global AI productivity boom will be worth 1.5% annually, averaged out across 106 countries, according to a Thursday research note. But in the case of economic growth, governments might have to spend money to make more of it down the line. AI could have significant upsides for productivity, but countries will first have to navigate a complicated and expensive landscape as they create digital infrastructure and support disrupted workforces, Moody’s analysts warned.
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Historic England is working with Pre-Construct Archaeology, Norfolk Museums Service and the National Museum of Scotland to coordinate the finds' research and conservation.
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