Фото: Davide Bonaldo / Keystone Press Agency / Globallookpress.com
差不多同一时间，有消息称月之暗面计划于2026年下半年启动IPO。不过，创始人杨植麟通过内部信回应，称公司账上仍有百亿现金储备，短期内并不着急上市。
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</span></span><span style="display:flex"><span> <span style="color:#f92672">start_period</span>: <span style="color:#ae81ff">10s</span>
Subsequent work has demonstrated that positive testing is not inherently irrational [austerweil2011seeking, perfors2009confirmation, oeberst_toward_2023]; for instance, when target phenomena are relatively rare, positive testing approximates optimal information gathering [klayman_confirmation_1987]. Bias emerges not from the strategy itself, but from the interaction between the search strategy and the environment [klayman_varieties_1995]. When a learner’s hypothesis is a subset of, or embedded within, the truth, positive testing yields “ambiguous verifications” that the learner mistakes for strong evidence for their hypothesis [klayman_confirmation_1987]. This creates a feedback loop where the search strategy retrieves only confirming data, and the learner fails to account for the fact that they are sampling from a biased subset of reality.
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The Claude C Compiler illustrates the other side: it optimizes for passing tests, not for correctness. It hard-codes values to satisfy the test suite. It will not generalize. Property-based testing would likely catch this particular case, but the general problem remains: for any fixed testing strategy, a sufficiently adversarial system can overfit to it. A proof cannot be gamed. It covers all inputs by construction.，这一点在快连下载-Letsvpn下载中也有详细论述
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