Fred Lai

Silence is a new virtue.

[Fred Lai @fred1357944]

上次到東京，跟朋友吃了位於東京虎之門之丘商務大樓3樓「虎之門橫丁」內的沖繩料理餐廳 Ryukyu Chinese Stand TAMA（琉球中華TAMA）。 很是驚艷！素麵調味後也非常好吃！

餐廳特色 -
融合料理：結合沖繩料理、中華料理與台灣小皿料理。
清爽健康：主打無添加與無農藥食材，呈現溫潤順口的家常風味。

[Rony @Ronycoder]

This 50-minute lecture by Jeff Bezos will teach you more about business than a 2-year MBA program.

Bookmark it and give it 50 minutes today, no matter what.

[Xudong Han @Xudong07452910]

一个 Skill 写得很漂亮，通过了所有静态检查，真正交给 Agent 用时却可能完���没帮助。

NVIDIA 这篇《Evaluating Skills, Not Just Agents》讨论的就是 Skill 应该怎么评估，适合收藏起来使用。

现在很多 Skill 主要检查 SKILL.md 写得是否规范、描述是否清楚、有没有安全问题。

但真正上线后，还要看 Agent 会不会找到它、能不能正确调用���具、是否按流程执行，以及最终任务有没有做得更好。

作者提出 ACES，直接做一组很简单的对照实验：

同一个任务、模型和环境，一次给 Agent Skill，一次不给，然后比较两条真实执行轨迹。

这个差值被定义为「Skill Lift」。

在 145 个真实 Skill 上，94.5% 都能通过基础结构检查，但不同静态评分之间的相关性只有 0.14。

进一步跑 947 个配对任务后，72.8% 的案例获得正向 Skill Lift，同时也有 87 个案例出现负向效果。

所以这篇工作很适合现在越来越大的 Skill 生态。

我们评价一个 Skill，不能简单的只问「写得好不好」，还要真正跑起来看它到底有没有让 Agent 做得更好。

Skill 也需要像代码一样，有自��的测试集、回归测试和 CI。

📎 arxiv: https://t.co/NUwxGOXJoX

[Rohit @heyrohitai]

Instead of watching 1 hour of Netflix today, watch this Stanford lecture by ex-GoogleBrain & OpenAI engineers.

This is the best explanation of how LLMs like ChatGPT & Claude actually work, and how to unlock 100% of their potential.

Worth watching whether you're a senior AI engineer or just taking your first steps in AI.

I took the key ideas and turned them into a practical guide for getting 100% out of AI.

You can find it below with ready-to-copy prompts and solutions.

[区块链行情研究 @qkl2058]

与其刷一小时短视频，不如花60分钟，安安静静听一遍乔布斯在MIT的这场讲座。

关于"怎么建一家公司"这件事，乔布斯讲的，比你看一堆创业书都有用。

先收藏，找时间一定要听完。

[Anatoli Kopadze @AnatoliKopadze]

instead of watching 2 hours of Netflix tonight, watch this Stanford lecture

it's the clearest explanation I've seen of how ChatGPT and Claude actually work

useful whether you've never touched AI in your life or have been using it every day for the past year

I took the key ideas and turned them into a practical guide on how to actually get 100% out of Claude

find it below

[Fred Lai @fred1357944]

@JafarNajafov Send

[Fred Lai @fred1357944]

@firewin15 Cool

[Osama @osama_latrache]

24 Hours giveaway 🚨

Iman Ghadzhi developed the MONK MODE system to help you stay productive

I transform this idea into a practical Notion template to help you be organized

To get it:

1. Like
2. Follow me
3. Retweet & Comment "FOCUS "

[Fred Lai @fred1357944]

@WuPingJu 恭喜！！

[chen @___________chen]

Visual memory is a human super power. Can our tools leverage it?

[Fred Lai @fred1357944]

@yishizu0 Amazing

[Fred Lai @fred1357944]

@IAmPascio @reachvaldo Skool

[kepano @kepano]

Why @obsdmd is 100% user-supported and not backed by VC investors:

1. We want to stay small, we don't need to hire lots of people
2. We follow strict principles that we do not want compromise
3. Our users are happy to support us, we don't need VC money

Obsidian will not exist forever, no app will. However, the files you create in Obsidian are yours, and can hopefully last for generations. VCware is built with a five year horizon, it is not built to live on for decades.

Many startup founders raise VC money because they need the upfront capital to build their product, or they see it as a shortcut to growth. For some products the capital truly is necessary, but too often it's fueled by impatience and the inertia of Silicon Valley.

In the short term, VCware tends to subsidize pricing to acquire users. It's easier to grow if your product is cheap or free. But this generally comes at the cost of hoarding user data, and locking in customers. Once you're in you can't get out.

To keep raising money, VCware must paint an increasingly enormous vision of their future, which becomes impossible to live up to. This leads to increasingly disparate priorities that gradually make the product worse. What starts off as a useful app become burdened with crap.

Eventually all VCware must exit. That means being acquired or going public to pay back investors. It's expected that 9 out 10 startups will fail. That's just part of the math in a VC portfolio. The startups that have big exits pay for the ones that fail.

It is now possible for tiny teams to make principled software that millions of people use, unburdened by investors. Principled apps that put people in control of their data, their privacy, their wellbeing. These principles can be irrevocably built into the architecture of the app.

Principled people have always been able to make principled software. The difference is that now you need far less money and far fewer employees to reach far more customers. That wave is only just beginning.

If you have principles and enough patience, being 100% user-supported is by far the most fun way to build.

[Fred Lai @fred1357944]

@osama_usama_ SCHOOL

[Jiayuan (JY) Zhang @jiayuan_jy]

真的想要入门编程并打下一个坚实的基础，好好学一下 UC Berkeley 的 3 门课就可以了。

- CS 61A：编程入门（用的 Python）
- CS 61B：算法与数据结构（用的 Java）
- CS 61C：计算机体系结构（用的 C）

别忘了使用 https://t.co/AgfDhVEASK 作为你的学习助手，Devv Agent 可以帮助你更好地学习。

[Fred Lai @fred1357944]

@WuPingJu 👍❤️

[Fred Lai @fred1357944]

@ajaysharma_here 🔥