Lol
Berlin, Germany
Joined December 2006
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aaajiao retweeted
ASCII Magic now has an MCP server.
Ask Claude, Cursor or any MCP client for a look, and it renders through the same engine as the editor.
ascii-magic.com/mcp-server
aaajiao retweeted
this is pure f*cking treasure
A Stanford research group found how to orchestrate Claude Opus 5.5 and GPT-6 Astra together, and it completely breaks the resampling wall
most developers think test-time compute means running 32 blind retries on one model. you burn API tokens repeating the same 2-3 error clusters in loops
Stanford's paper (arXiv:2608.05643) splits the compute between two different brains:
> breadth search: GPT-6 Astra runs high-entropy exploration (T=0.8) to discover divergent solution paths
> step audit: Claude Opus 5.5 scans each step at T=0.0 and catches the exact logic fallacy
> local surgery: Opus rewrites only the broken step instead of dumping the whole reasoning chain
> verifier-free consensus: majority voting locks the proof without relying on drift-prone PRMs
the benchmark metrics outclass standard Best-of-N sampling:
> 91.2% recovery rate on detected reasoning flaws
> under 1.8% regressions on correct branches
> MATH500 jumps from 29.6% to 58.0% (+28.4% absolute gain)
> AMC-2023 improves by +7.5% with zero reward models
Astra explores the maze. Opus repairs the logic
you stop burning tokens on blind retries. you run verified reasoning depth
Readers added context they thought people might want to know
arXiv:2608.05643 does not orchestrate GPT-6 Astra and Claude Opus 5.5. One open-weight model generates, critiques, and corrects. MATH500 29.6% to 58.0% and the +7.5 AMC gain are for Qwen2.5-1.5B. Two coauthors are at Stanford. arxiv.org/abs/2608.05643
aaajiao retweeted
i made a game where you roll, grow, and explore the internet one link at a time
please enjoy your time as a katamari ball: funwithcomputervision.com/we…
aaajiao retweeted
【我终于收到了入管局寄来的关于我的永久居留（永住）申请的通知。
申请被拒绝了。
我非常难过，因为接下来几个月，日本政府对外国人的政策将变得严苛得近乎离谱。其中包括把申请费用提高到2000美元以上，以及设置极其严格的条件，只有满足这些条件才会被认为符合资格。
我已经在日本生活了13年多，没有任何犯罪记录，也基本没有出过什么问题。我和一名日本女性结婚了，我们还有一个2岁的儿子。这13年来，我一直稳定工作，也参加过各种志愿者活动。
那么，我为什么会被拒绝？
原因很简单：【有一次，我缴纳年金晚了一天。】
请注意，我确实把钱交了……只不过晚了一天。我甚至已经想不起来当时为什么会迟交。
你愿意怎么评价这件事都可以。我相信一定会有一群人拼命为日本的政策辩护。但对我来说，这感觉就像是在找借口。一个可以让他们说：
“哎呀，你看……你有一次晚交了一天，所以你不受欢迎，我们不能让你成为这里的永久居民。”
我收到的通知书上甚至明确写着，给予我永久居留资格“不符合日本国的利益”（not in the best interests of Japan）。
抱歉，但我觉得这实在荒谬，而且非常不公平。我一直热爱日本，也尽自己最大的努力，在这里过着正直、诚实的生活。然而，仅仅因为我有一次付款晚了一天……他们就把我视为一个社会的寄生者。
我现在陷入了很大的困境。原本获得永久居留资格，可以给我的家庭带来很多好处，也能让我获得更加稳定的工作机会。然而，随着即将到来的政策变化，再加上当前社会中越来越浓厚的排外、反外国人的言论氛围，摆在我面前的似乎是一场异常艰难的战斗，甚至艰难到让我怀疑还有没有必要继续尝试。
我已经尽了最大的努力，现在真的感到非常沮丧和失落。
我原本真心希望，获得永久居留能够成为一个契机，让我和我的家人拥有一个更好的未来。但现在，我只是在想：
日本是否有一天真的愿意让这样的未来到来——不仅是对我，也是对无数和我处境相同的外国人？】
aaajiao retweeted
流亡、煎熬与信仰：耿朋朋的丈夫是中国规模最大的地下教会之一锡安教会的二号人物，去年10月他被中国当局抓捕后，耿朋朋担心自己也会被捕，于是带着儿子逃到泰国，仍在努力营救丈夫。与此同时，她还必须在流亡中重建自己的生活。cn.nytimes.com/china/2026092…
aaajiao retweeted
A tiny demo of what I am gonna show today at genmedia conf from @fal wiht h3 max director and reference to video, and also possible link with robotics (more to come about that and other models used)
All the code will be available at the end of the day on my X
aaajiao retweeted
What even is time and space?
Kurt Vonnegut's "Tralfamadorians don't see human beings as two-legged creatures, either. They see them as great millipedes - with babies' legs on one end and old people's legs at the other”
So here's me walking through the world, leaving a 3D snapshot of every moment exactly when and where it happened.
Feels a lot like onion skinning reality (to use the animation analogy). We are beings stuck in the arrow of time - who get momentary glimpses of what it means to break free from it. Perhaps this is one of those glimpses.
Did not expect the last post to blow up like that. Really enjoyed the convos - thanks for all the love and the new rabbit holes to dive into.
aaajiao retweeted
Space and time reconstructed in 4D
Is this how higher dimensional beings see us - every moment at once?
Starting to understand what Vonnegut meant by humans being “great millipedes” - clearly it applies to our four legged friends too!
Geolocated 2d video → per frame 3d gaussians → each left precisely where & when it happened
aaajiao retweeted
房东本周派人来通知我们，空调系统将在11月的第一周更换。
我有点不敢相信。从7月中旬开始，换一套空调居然需要整整一个季度，从仲夏到晚秋。不过，能和中期选举放在同一周，也不错，令人在各种不确定中至少多了一份明确的期待。
屋里热，便盼着下一点小雨，来的却是电闪雷鸣。
书店紧靠Dupont Circle的中心花园。那里绿树成荫，随处可见演出、读书，以及各种情调。记得两年前和房东谈租约时，他听说了季风书店一路蹉跎的经历，便指着那片草坪说，这个中心花园特别好，以后你们要搞事情，书店里地方不够，就到大草坪上搞。
草坪上有一棵古老的大树，树干粗得三个人也围不住。这一次，竟在暴风雨中拦腰折断。
推门进来一位姑娘，她是上海同济大学王晓渔老师的学生，正在这边读博士。她刚去看过那棵树，说树干上贴满了留言，有祝福，有惜别，还有诗。
作为一个浪漫的NF人，我立刻冲出书店，疾步走到树前。大树在离地约五米处折断，上半截横倒在草坪上，断面留下焦黑的痕迹。仍然艰难挺立的树干上，果然贴满了纸条。
有人说，这棵树陪伴了他十几年，尤其在感到无力的时候，树下的绿荫就像一个庇护所。有人写：Do not go gentle into that good night. Rage, rage against the dying of the light.
还有一张特别用心：
we may Bend
we may Break
we may Fall —
But at our Core
we Remain
Strong, Resilient & Rooted
to Rise Again —
留言条总是能打动我。看到它们，就像触摸到书写者留下的温度。
这也让我想起上海季风书店等待关闭的那两百多天。三千多张留言条，陆续贴上书店门口的玻璃幕板。纸条越来越多，慢慢遮住了人们望向书店内部的视线，像一场缓慢而无声的谢幕。
这些留言条，我保存了七年，后来又寄到DC。现在走进季风书园，右手边的玻璃墙上，贴着的就是其中一部分。上面也有一张很特别：万物皆有裂痕，那是季风吹进来的地方。
后来，我们做了一个布袋，上面印着：世上没有不透季风的墙。
九月周年庆分外忙碌。季风书园第二届华语独立影像展有十场放映，场场都得吆喝，也投进了不知多少精力，总希望这些难得的影像能被更多人看见。
期待影展见：zeffy.com/en-US/ticketing/20…
aaajiao retweeted
“a key part of pacing within democracies is to keep democracies’ AI lead over autocracies as large as possible,”
We Must Pace the Frontier: I’ve written a new essay on why the AI industry should slow down, with a three-part plan for doing so.
Anthropic is unilaterally committing to the first of these steps. We’ll provide third-party evaluators with permanent, employee-level access to our systems, so that they can verify adherence to our safety measures, report on incidents, and assess models’ alignment during training.
You can read the full post here: darioamodei.com/post/we-must…
aaajiao retweeted
@patrickerichsen shares how he's leveraging multiplayer agents in OpenClaw 2.0 to more effectively triage and review pull requests from the OpenClaw community in Discord.
youtu.be/0jkK26LPWJc
Art Review最近是换了金主了吗？终于说点人话了。
Gao Zhen has been sentenced to three years in prison for his works critical of Mao Zedong. artreview.com/artist-gao-zhe…
柏林这个光谱，极化一样吓人
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