Ask HN: 如何管理本地长期研究项目与大语言模型(LLM)?
本文探讨了在使用LLM进行长期研究或非编码项目时,如何建立有效的管理模式。作者受到Hacker News上一篇收集数据解决疲劳问题的文章启发,分享了自己在芝加哥收集无坚果餐厅信息的实践经历——通过Copilot反复输入并整理文章、评论、邮件和电话记录等各类数据。文章向社区征集:是否有标准化的格式或工作流程,来帮助人们在进行长期研究或数据收集任务时,更高效地利用LLM来回答问题、整合信息?
本文探讨了在使用LLM进行长期研究或非编码项目时,如何建立有效的管理模式。作者受到Hacker News上一篇收集数据解决疲劳问题的文章启发,分享了自己在芝加哥收集无坚果餐厅信息的实践经历——通过Copilot反复输入并整理文章、评论、邮件和电话记录等各类数据。文章向社区征集:是否有标准化的格式或工作流程,来帮助人们在进行长期研究或数据收集任务时,更高效地利用LLM来回答问题、整合信息?
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.