Unverified50% confidenceOpinionExact time
AI does not replace judgment, but it compresses the loop of hypothesis generation and verification to a speed humans cannot keep up with.
1
Sources
50%
Confidence
Long-term
Relevance
10/21/2026
First Seen
Sources
AI Cracks Dell Monitor Firmware in 15 Minutes: The Reverse Engineering Barrier Is Disappearing
bilibili必要时我会逐帧学习10/11/2026
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UnverifiedThe speed of action, duration, and scale of processing of AI agents have already exceeded the scope that humans can reasonably review, leading to a breakdown in oversight.79% similarVerifiedIn the absence of clear constraints, AI tends to fill in gaps with statistically most plausible content rather than proactively asking for clarification, which is an extension of the hallucination problem.78% similarUnverified对于不可逆的、高风险操作，绝不应该让AI完全自主执行，必须引入人类确认环节（Human-in-the-loop）78% similarUnverified推翻一个数学猜想只需要找到一个反例，这是AI的强项，模型往往比人类多试很多方法并提出人类未必会想到的方案77% similarUnverifiedAs model scale and capability continue to expand, human understanding of the internal decision-making mechanisms of AI systems has not kept pace76% similar
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