我们这两年做了四门课，积累了 2500+ 学员。最近大家在推送里看到了很多学员分享的项目，非常精彩，我也受到了很多启发。但 …
Why AI Education Should Go Beyond Content Creation to Engineering Infrastructure
Over the past two years, we've created four courses, accumulating 2,500+ students. Recently, you may have seen many student projects shared in our updates—they're truly impressive, and I've been inspired by many of them. But those who actually delivered products that everyone can use are actually a minority …
从过程确定性到结果确定性：AI 时代的另一种安全感
即使在2026年，把AI从demo做成产品也不是一件容易的事。比如中翻英，大家都觉得早就被LLM解决了，不就是调个API的事情嘛。但我们最近因为要把Superlinear Academy社区加入一个中翻英自动同步的功能，才发现开发体验这么差。
这个问 …
From Process Certainty to Outcome Certainty: A Different Kind of Confidence in the Age of AI
Even in 2026, turning an AI demo into a production-ready product is surprisingly hard. Take Chinese-to-English translation. Everyone assumes LLMs solved this ages ago—just call an API, right? But when we recently tried to add an automatic translation sync feature to the Superlinear Academy community, we discovered just how …
使用AI生图助力天文学观测摄影
一切都缘起于深圳市天文台德铼老师给我的一段日面摄影的视频文件。他们的设备因为一些原因，CMOS积累了很多灰尘，同时在观测太阳时 …