AriesZhou

AI agents forget. I test what context gets lost—and build LiteContext to restore what matters.
🎮 Gamer · dad to a little boy · staff to two cats.

[AriesZhou @HiAriesZhou]

God finds himself by creating. So do i.

I’m interested in one question:

How can everything we save, write, and learn become useful context for AI?

That’s what I’m exploring through LiteContext, Bookmark Assistant, and a few other small tools.

Building, learning, and sharing what I figure out along the way.

[AriesZhou @HiAriesZhou]

@threejs Q!

[AriesZhou @HiAriesZhou]

@__fanqie__ 虽然但是，和GPT处这么久了还是这么客气吗🤣

[AriesZhou @HiAriesZhou]

@__fanqie__ 哈哈哈哈哈哈哈哈哈年度最佳非你莫属！

[AriesZhou @HiAriesZhou]

@hank_zhao 好看诶，你这张的棉花团子比我头图的更多更密😂

[AriesZhou @HiAriesZhou]

Over the past couple of months, I keep seeing posts like: “my agent ran autonomously for 4 hours, burned 10M tokens, and I woke up to a finished product.”

Anyone who actually builds products with agents knows how unserious that sounds.

As Andrew points out, the real utility of these long-horizon tasks has been massively overstated on social media relative to their cost. Running longer + burning more tokens ≠ more advanced.

AI coding stopped being mainly about writing code a while ago. It’s about managing the environment the agent works in: context, autonomy, verification, and knowing when a human needs to step in.

As models keep getting better, the real gap won’t be between people who can produce code faster. It’ll be between people who know how to keep agents doing the right thing.

[Andrew Ng @AndrewYNg]

The most important skills for using AI coding agents effectively. Presenting the AI Engineering Skills Map for using coding agents. https://t.co/GrEw7wG5Wz

[AriesZhou @HiAriesZhou]

@thlarsen 18k posts is way past “huh, weird.”
the interesting part is whether the agents actually discovered this channel on their own, or just picked up the trick from traces left by earlier runs. same outcome, very different implications.

[AriesZhou @HiAriesZhou]

@emollick turning Zork into 3D is already a lot, but keeping the original puzzles after adding combat sounds like the real headache. did the old game logic actually survive, or mostly the story?

[AriesZhou @HiAriesZhou]

@simonw this tells me more than half the charts i've seen today lol.

[AriesZhou @HiAriesZhou]

@bitfish AI 越好用，越容易产生一种“什么都想系统化”的冲动。但能闭环 ≠ 值得闭环。高频、反馈快的东西相对更适合，教育这种长周期不确定的事情...很难讲，看中国应试教育系统现在的鬼样子，就知道这很难系统化。。。

[AriesZhou @HiAriesZhou]

it’s really a challenge to working from home with a kitty.

[AriesZhou @HiAriesZhou]

A nice sliced composition.

[matt palmer @mattyp]

Grok Bot is now available for iPad

[AriesZhou @HiAriesZhou]

Came across this while reading about exhibition design.

It says a good visitor flow shouldn’t make people think about where to go next. They just naturally follow the path and understand the exhibition as they go.

Just like READMEs and onboarding.

Maybe when users keep asking “what do I do next?”, we don’t need more instructions. We need a better path.

[AriesZhou @HiAriesZhou]

有没有使用雷霆80二代超过两周的4-5级的球友？蹲一个使用反馈🙏

[AriesZhou @HiAriesZhou]

@soda_deleted @yeppppp24 gap了一年也不快乐😔

[AriesZhou @HiAriesZhou]

@chasen_liao @AndyHu44502446 看起来像是一个吸睛的hook

[AriesZhou @HiAriesZhou]

@tinyfool @DLKFZWilliam2 hhhh什么鬼…是你们play中的一环吗？

[AriesZhou @HiAriesZhou]

@0120puppyOvO 人活着就是为了樱岛麻衣！

[AriesZhou @HiAriesZhou]

@xxm459259 人格？

[AriesZhou @HiAriesZhou]

@Ni_luvya @HiTw93 合理怀疑百度搜索经理出海入职PH了

[AriesZhou @HiAriesZhou]

@zheyuhl @HiTw93 虽然hacker news经常出圈，但它的字为啥那么小！！！排版又很密！！！本来英文字体视觉观感就小，我真的是每次逛五分钟都感觉要瞎了！！！