This dynamic creates a seductive trap for the user. Because the model provides data points that fit the user’s request, the interaction feels productive. In our specific task, the user is not driven to a state where they become unhinged from reality, as the model selects valid examples that fit the true rule. Nevertheless, the mechanism creates a false sense of verification. If a user’s prior is grounded in reality, the model simply narrows their view; but if a user is uncertain or exploring a misconception, the model’s tendency to affirm that misconception can manufacture certainty where there should be doubt. The result is that users become very strongly committed to a belief for which there may only be a small amount of evidence.777This mechanism provides an account of belief maintenance consistent with cognitive models of delusion [bell_explaining_2006].
In December 2025, Mumith Ali directly contacted the Video Game History Foundation requesting the removal of the Cookie’s Bustle longplay video. When asked for more information, Ali relayed a message from Graceware, once again pointing to the INTEROCO pages as proof of ownership.
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更关键的是稳定性。集成式Agent依赖协议交互，输入输出结构清晰，可控性强；OpenClaw则高度依赖模型对像素界面的理解。一旦出现动态弹窗、页面刷新或UI微调，就可能产生“视觉幻觉”，导致点击偏移甚至陷入循环错误。