那么，究竟是 pre training（预训练）甚至 post training（后训练）中的什么，让模型能够以这种近乎神奇的 emergent（涌现）方式实现泛化？以及，如何控制这个过程，使得当一家公司拥有一组私有数据时，我们能让模型把这些内容学得和它知道 France 的首都…
Btw I'm not an engineer; these are all side projects I built for fun.
顺便说一句，我不是 engineer；这些都只是我出于好玩做的 side projects。我只是很喜欢把 technology 和用户问题连接起来 / 用它来解决我自己的痛点，然后讲述这些产品背后的故事
My projects:
我的项目：
Sol when operating Codex.
Sol 在操作 Codex 时。约 2026 年
Talking to your plants isn't weird anymore.
跟你的植物说话已经不再奇怪了。你可以直接把事情 codex 掉。
I now own Excited to give my children clean email handles.
我现在拥有了 Excited，可以给我的孩子们分配干净简洁的 email 地址。Domains 很棒。互联网很棒。
Mythos / Sol cybersecurity capabilities are equally useful in an offensive as well a defensive capacity.
Mythos / Sol 的 cybersecurity（网络安全）能力无论用于 offensive（进攻性）还是 defensive（防御性）场景，都同样有用。如果对手掌握了同等级的 offensive capabil…
Messi is so goated damn
Messi 也太 goated 了，靠
There's just one small problem with this framework: If you wait till level 5 or whatever to tell other people that there's a problem when there's been a burning fire for days and your "solution" actually didn't fix the problem at all, you're 100% in a worse situation than someone who is level 1 and just told other people about the problem right away and found a solution together.
这个 framework 只有一个小问题：如果你非要等到 level 5 之类的时候，才告诉别人这里有问题，明明火都已经烧了好几天，而且你的“solution”实际上根本没有解决问题，那你的处境绝对比不上一个 level…
"History teaches us that access blockage rarely stops determined users."
历史告诉我们，访问封锁很少能阻止意志坚定的用户。
Got excited about the 52’ Dell, but it requires BetterDisplay hacking to get a usable resolution, but then I get weird flickers and also startup wake issues. [on M4 Max MBP] So, Apple wins this round, 2xXDR it is.
我本来对那台 52 英寸的 Dell 很兴奋，但它需要靠 BetterDisplay 折腾才能得到可用的分辨率，可即便如此，我还是会遇到奇怪的闪屏，以及启动唤醒方面的问题。[在 M4 Max MBP 上] 所以，这一轮还…
The World Cup The World Cup until now starting tomorrow
世界杯 世界杯直到现在将于明天开始
Smart glasses and goggles, a history: Silicon Valley, 2013 (Google): “you really want this” Everyone: “no we don’t” Silicon Valley, 2016 (Microsoft): “ok but what if it’s for the enterprise” Enterprise: “maybe, but also, no” Silicon Valley, 2023 (Meta): “ok but what if they look normal and have AI” Everyone: “wait… maybe? … Actually, no” Silicon Valley, 2024 (Apple): “ok but what if it’s $3,499 and covers your whole face” Everyone: “absolutely not” Silicon Valley, 2026 (Snap): “ok but this time for real” Everyone: “we admire the persistence but still no”
智能眼镜和护目镜，一部历史：Silicon Valley，2013（Google）：“你真的会想要这个” 大家：“不，我们不想要” Silicon Valley，2016（Microsoft）：“好吧，但如果它是给 en…
Memberships for companies and creative individuals.
面向公司和创意个人的会员资格。请在此申请！
impromptu ai engineer preshow floor tour and AMA
impromptu ai engineer 预热现场参观与 AMA
Some good best practices here on AI token cost optimization.
这里总结了一些关于 AI token 成本优化的很好的最佳实践。不过，如果不能以一种非抽象的方式深刻理解底层正在进行的工作，这些做法都无从实现。其最终含义是：位于实际工作与底层 intelligence 之间的那一层，必…
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Oh
哦
As someone who eats ice cream ~daily, this was SO fun to read..
作为一个几乎每天都吃冰淇淋的人，读这个真的太有趣了……而且，这些视觉效果绝对惊艳！！
从今天起，Claude Code 可以将工作进度捕捉为 artifact（工件），把 Claude Code 的工作转化为实时、可分享的可视化页面——包括 PR walkthroughs、system explainers、dashboards 和 release checkli…