Ask HN:学术研究 vs. 创办科技初创公司?
一位工程与数学专业的毕业生在两条职业道路间犹豫:一是成为机器人学教授/研究员,专注于零样本学习等主流技术问题;二是创办“低技术门槛”的硬科技初创公司,利用本地创客空间即可快速制作原型。他认为自己若从事学术研究,很可能只是占据一个其他优秀研究者也能填补的职位,边际影响力几乎为零;而创办初创公司则至少有机会产生实际影响。目前他倾向于创业方向,并希望听听其他人面对类似抉择时的思考与经验。
一位工程与数学专业的毕业生在两条职业道路间犹豫:一是成为机器人学教授/研究员,专注于零样本学习等主流技术问题;二是创办“低技术门槛”的硬科技初创公司,利用本地创客空间即可快速制作原型。他认为自己若从事学术研究,很可能只是占据一个其他优秀研究者也能填补的职位,边际影响力几乎为零;而创办初创公司则至少有机会产生实际影响。目前他倾向于创业方向,并希望听听其他人面对类似抉择时的思考与经验。
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.