10 monthly gift articles to share
В России допустили «второй Чернобыль» в Иране22:31
如果只看结果，这场春节AI大战，对行业格局的影响其实微乎其微。豆包还是那个豆包，千问还是那个千问，元宝跌了一跤又爬回来，谁也没一拳把谁打趴下。，更多细节参见体育直播
一息もつけない…子どもの付き添い入院 国の支援も進まず なぜ，这一点在体育直播中也有详细论述
To understand my bandwidth usage I looked at how bubbletea rendering worked (ironically, bubbletea made massive improvements to their renderer days before I published this blog 2).
Consider an example. An AI rewrites a TLS library. The code passes every test. But the specification requires constant-time execution: no branch may depend on secret key material, no memory access pattern may leak information. The AI’s implementation contains a subtle conditional that varies with key bits, a timing side-channel invisible to testing, invisible to code review. A formal proof of constant-time behavior catches it instantly. Without the proof, that vulnerability ships to production. Proving such low-level properties requires verification at the right level of abstraction, which is why the platform must support specialized sublanguages for reasoning about timing, memory layout, and other hardware-level concerns.。雷电模拟器官方版本下载对此有专业解读