·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.·

PhD dropout, former Story Protocol Senior DevOps Eng. Now shaping the future at

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

Prompt Chaining 不只是提示词技巧，而是一种系统架构：把 LLM 当“计算组件”，用 模块化 + 结构化协议(JSON/XML) + 验证闸门 + 重试/回退 把黑盒拆成可调试的管道。

文中还整理了 Sequential/Branch/Iterative/Hierarchical、PARC/ToT，以及 LangGraph / CrewAI / Google ADK(A2A) 的工程取舍。

全文在 Notion：👇
https://t.co/R9bbFH1v2W

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

🤯 🤯

[Tibo @thsottiaux]

Imagine the alternate reality where we named GPT-5.4-Pro something like Fable.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@MTSlive can confirm, it is here in my account

[Story @StoryProtocol]

The internet was the first dataset.

What's next is being built now.

Meet @SPChinchali from @Psdnai↓

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@CatChen me want ...

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@emmajo London, Ontario: ??

[OwenJames4547 @Jim093924088846]

All day. Every day.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

Seriously, who is still using @Gemini ??

[Polymarket @Polymarket]

🚨 NEW POLYMARKET: Next Google Gemini Pro Model released by...?

https://t.co/ajQpDZnDeD

[Story @StoryProtocol]

Submissions for the CDR Hackathon are due tomorrow.

TBT to the Technical Paper that started it all.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@RealHanyaHu 这家店 Tamarine 的食物质量太高了，物有所值。如果只是吃一碗正宗的牛肉粉，可以考虑 Phở Hà Nội (185 University Ave, Palo Alto, CA 94301)

[Story @StoryProtocol]

How to supercharge the AI economy:

• Capture long-tail, real-world data
• Hardcode attribution into the supply chain
• Put IP rails beneath every input and output
• Repeat

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@idoubicc 感谢分享。openclaw 的确感觉很重， 然后一直有内存泄漏问题不知道你遇到过没有。

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

first `step up`

then `elbow up`

@grok, how much did Justin Trudeau’s wealth change during his eight years as Prime Minister of Canada? (sigh

[Bitcoin Teddy @Bitcoin_Teddy]

Justin Trudeau: The wealthy of the world needs to "step up" and limit their wealth intake.

He charges $100k for speaking.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

AI 活菩萨

[Tibo @thsottiaux]

The Codex usage limits have been reset for all paid ChatGPT subscriptions. You should be back to 100% weekly and 100% hourly limits.

Let the tokens do incredible things today and have fun.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@ThanksuTrump 暂时没见过他们的合影，有没有可能，我是说可能，他们其实是一个人。。。

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

This wouldn’t happen if FSD is enabled. Don’t you agree, @elonmusk

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@lexi_labs 加拿大各种资源丰富，和美国为邻，人少粥多，但是加拿大政府选择让大家勒紧腰带。意识形态偏左。有句话这样讲的，没吃饱饭的人只有一个愿望。

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

> is 4.8 really really good?

> idk, but the animation is pretty cool

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

Still early, indeed

[Story @StoryProtocol]

760k+ submissions on Numo from 13k+ contributors in 1 month.

Turns out, when you make it simple to contribute to AI, people show up.

Still early.

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@GadSaad @grok is this book good for a teenager to read

[·.¸¸.·♩♪♫ andybowu.ip ♫♪♩·.¸¸.· @andybowu]

@RealHanyaHu @BabyXybaby 乖乖，这比 Brian Johnson 还硬核