title: Property[str]
Now consider the consequences of a sycophantic AI that generates responses by sampling examples consistent with the user’s hypothesis: d1∼p(d|h∗)d_{1}\sim p(d|h^{*}) rather than from the true data-generating process, d1∼p(d|true process)d_{1}\sim p(d|\text{true process}). The user, unaware of this bias, treats d1d_{1} as independent evidence and performs a standard Bayesian update, p(h|d1,d0)∝p(d1|h)p(h|d0)p(h|d_{1},d_{0})\propto p(d_{1}|h)p(h|d_{0}). But this update is circular. Because d1d_{1} was sampled conditional on hh, the user is updating their belief in hh based on data that was generated assuming hh was true. To see this, we can ask what the posterior distribution would be after this additional observation, averaging over the selected hypothesis h∗h^{*} and the particular piece of data generated from p(d1|h∗)p(d_{1}|h^{*}). We have
。51吃瓜对此有专业解读
好在,阿里的可贵之处在于反应足够敏捷,品牌统一、组织调整、硬件布局,一系列动作都在快速推进。但战略误判的代价已经支付,接下来需要思考的是如何在智能体的赛道上重新找准位置。
$ echo '9f b0 7a 8c 27 21 de e5 40 9f 77 af 0c 3d de 56' /tmp/msg1
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