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针对这些瓶颈和不足，贺晗提出了一套系统性的破题思路，核心是以“数据—模型—部件—整机—场景—标准”一体化思路，尽快补齐短板，把“热闹的展厅”变成“可复制的工位”，把“单点突破”变成“系统胜利”。
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In addition to the 22 security-sensitive bugs, Anthropic discovered 90 other bugs, most of which are now fixed. A number of the lower-severity findings were assertion failures, which overlapped with issues traditionally found through fuzzing, an automated testing technique that feeds software huge numbers of unexpected inputs to trigger crashes and bugs. However, the model also identified distinct classes of logic errors that fuzzers had not previously uncovered.
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