Ask HN: 逐行逐句的代理式编程
我发现自己不自觉地同时运行Claude Code和Codex,然后粗略浏览输出结果就继续推进。我不喜欢这种方式对代码库熟悉度造成的影响。有人在问:有没有设计精良的脚手架方案,能让代理逐文件、逐方法地工作?本文征集建议,并了解当前在这一领域的最佳实践是什么。
我发现自己不自觉地同时运行Claude Code和Codex,然后粗略浏览输出结果就继续推进。我不喜欢这种方式对代码库熟悉度造成的影响。有人在问:有没有设计精良的脚手架方案,能让代理逐文件、逐方法地工作?本文征集建议,并了解当前在这一领域的最佳实践是什么。
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.