Abner Shang ⚛️
452 posts

Abner Shang ⚛️
@abnershang
AI workflows, operator tools, and execution systems. Strategy into structure. Structure into results.
Katılım Ocak 2013
197 Takip Edilen364 Takipçiler
Abner Shang ⚛️ retweetledi

People freaking out over my AI spend. What nobody sees: Part of what excites me so much about working on OpenClaw is that I'm trying to answer the question:
How would we build software in the future if tokens don't matter?
We constant run ~100 codex in the cloud, reviewing every PR, every issue. If a fix on main lands, @clawsweeper will eventually find that 6 month old issue and close it with an exact reference.
We run codex on every commit to review for security issues (as it's far too easy to miss).
We run codex to de-duplicate issues and find clusters and send reports for the most pressing issues.
We have agents that can recreate complex setups, spin up ephemeral crabbox.sh machines, log into e.g. Telegram, make a video and post before/after fix on the PR.
There's codex that watch new issues and - if it fits our documented vision well, automatically create a PR of it. (that then another codex reviews)
We have codex running that scans comments for spam and blocks people.
We have codex instances running that verify performance benchmarks and report regressions into Discord.
We have agents that listen on our meetings and proactively start work, e.g. create PRs when we discuss new features while we discuss them.
We build clawpatch.ai to split all our projects into functional units to review and find bugs and regresssions.
We do the same split for security with Vercel's deepsec and Codex Security to find regressions and vulnerabilities.
All that automation allows us to run this project extremely lean.
English

哈哈哈,真的是正向的副作用
说起来我从来没用过语音,必须正襟危坐手打,最近常常开始感受到手腕不舒服了
大家都在用 typeless 了么?
nonozone@nonozone
用多了语音输入法之后,这个语言表达能力其实是在慢慢的提高。最开始用的时候呢,就有很多嗯、啊,这种语气词,会中断,会停顿。基本上一句话都没有完整的。但是现在可以说用语言来表达自己的意思,这完整性会越来越好。
中文

a tip of portion can already change your mind.
arxiv.org/abs/2507.11408
English

When you suddenly change a workflow you've set up, it means either the workflow was bad or you weren't really committed to it.
Abner Shang ⚛️@abnershang
Tools are always changing. Using whatever fits you is the key, instead of following the trend.
English
Abner Shang ⚛️ retweetledi

From today, Algebrica’s content is open, free, downloadable in Markdown, and reusable by anyone.
This is a step toward a university-level knowledge base that is freely accessible to everyone. Entries will be progressively released on GitHub in Algebrica’s public repository, and can be reused for non-commercial purposes.
To increase transparency, I’m also documenting the editorial process and revising content to improve accuracy and reliability. On some pages, a quality indicator is now visible, including a GPTZero score (not affiliated), as an additional signal of transparency.
I believe these changes move Algebrica toward something more open, more reliable, and more accessible.
I’d also like to thank everyone for the unexpected response to the project, and for the many visits and thoughtful comments.

English
Abner Shang ⚛️ retweetledi

✅ NotebookLM users have been asking for better ways to organize their sources. Today we’re beginning the rollout of auto-labeling & categorization of sources in large notebooks to help you spend less time scrolling and more time thinking! 🗂️🗂️🗂️
@NotebookLM ❤️❤️❤️ feedback
English

It seems Raycast 2.0 was rolled out to only one person...@alexi_build 😄
English
Abner Shang ⚛️ retweetledi

Watch your inbox! Small group for now, more soon.
Raycast@raycast
The rollout of the new Raycast has officially started 🎉
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