为有限认知而设计
本文探讨了在人类认知存在固有局限(即"有限认知")的背景下,如何设计系统与工具以提升效率与决策质量。文章分析了认知负荷、注意力瓶颈和信息过载等挑战,并提出了一系列工程实践原则,包括减少认知摩擦、提供渐进式信息披露、以及设计适应人类思维模式的界面。核心观点是:好的设计不是让人变得更聪明,而是让系统适应人的真实认知能力。
本文探讨了在人类认知存在固有局限(即"有限认知")的背景下,如何设计系统与工具以提升效率与决策质量。文章分析了认知负荷、注意力瓶颈和信息过载等挑战,并提出了一系列工程实践原则,包括减少认知摩擦、提供渐进式信息披露、以及设计适应人类思维模式的界面。核心观点是:好的设计不是让人变得更聪明,而是让系统适应人的真实认知能力。
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.