让你的CPU愤怒的数据访问模式
本文探讨了低效数据访问模式如何导致CPU性能严重下降。通过分析缓存未命中、内存访问模式和分支预测失败等底层机制,揭示了不良的编程习惯会让CPU的处理效率大幅降低。文章以具体代码示例展示了不同数据访问方式对性能的显著影响,帮助开发者理解硬件工作原理并写出更高效的代码。
本文探讨了低效数据访问模式如何导致CPU性能严重下降。通过分析缓存未命中、内存访问模式和分支预测失败等底层机制,揭示了不良的编程习惯会让CPU的处理效率大幅降低。文章以具体代码示例展示了不同数据访问方式对性能的显著影响,帮助开发者理解硬件工作原理并写出更高效的代码。
Max Weinbach says he had early access to OpenAI's new model GPT-5.6 Sol, calling it his favorite model by far. He highlights that it never gives up and will keep reasoning until it's done. OpenAI announced that GPT-5.6 Sol, along with Terra and Luna, will launch publicly on Thursday, with preview access expanding globally now.
The US government ordered Anthropic to suspend access to its Fable 5 and Mythos 5 models for all customers, citing a potential jailbreak technique that involved asking the model to review a codebase for vulnerabilities—a capability Anthropic says is available in other public models. Access was abruptly cut off on June 12.
Andrej Karpathy announces the release of Claude Fable 5, the same underlying model as Mythos but with added safeguards. He calls it a major step forward, particularly for long problem-solving sessions on difficult tasks, and describes it as state-of-the-art on nearly all benchmarks with exceptional performance in software engineering, research, and vision.
Roman Storm warns that the legal theory in his case could set a precedent making open-source developers liable for how others use their code, potentially criminalizing the mere publication of privacy, messaging, or crypto tools. He notes that developer Michael Lewellen cannot publish lawful code due to prosecution fears, and argues this chilling effect extends beyond any single case.
Meta's engineering culture is deteriorating under Mark Zuckerberg and Scale AI CEO Alexandr Wang, who have introduced keyboard tracking, reassignments to data labeling, and AI-centric performance metrics. Critics argue this incentivizes performative AI use, drives away experienced engineers, and contributed to a major Instagram hijacking incident caused by AI-written and AI-reviewed code.