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卧槽,这踏马太毒了

DeepMind 掌门人、诺奖得主 Demis Hassabis 刚刚把延续了上百年的现代学校教育底裤彻底扒光了:

全球几十万名数学老师每天关在办公室里,为同一门中学数学课重复手搓着一模一样的 PPT,这简直是人类智力资源最荒诞的工业级空转。

很多人至今还把名校名师的课堂讲授当成稀缺资源,拼了命去抢学区房和重点班,

但 Hassabis 直接用最冷酷的第一性原理砸碎了这个幻觉,

标准化的知识灌输从来不配占用昂贵的线下课堂,死记硬背和刷题完全应该被踢出教室,交给能按每个孩子毫秒级反应速度实时调频的私人 AI,加上全世界最顶尖的那几个大师录好底层大课,就足以把全球基础教育的讲授环节一次性彻底平替。

过去两百年里,学校本质上是一座把千差万别的碳基大脑强行塞进同一条流水线、按同一个节拍器拧螺丝的工业时代兵营,

老师沦为了人肉复读机,学生被困在枯燥的题海里比拼谁更像一台劣质硬盘,
而一旦 AI 和顶级大师把标准化的知识传递彻底接管,线下教室唯一剩下的合法存在价值,就只剩下了机器永远无法通过权重计算出来的五个维度:

人际博弈、复杂项目实战、创业野心、创造力,以及最致命的判断力。

这里有一个极度冷酷的反直觉真相:
当个性化 AI 把考高分的边际成本砸穿地板,按标准答案培养出来的做题家,在出校门的那一刻就已经直接沦为了算力废料。

未来的阶层分化,从来不再取决于谁的脑子里背下了更多现成的公式,
而是取决于当 AI 把一万种完美方案同时拍在桌上时,谁拥有拍板做决定的判断力,谁能攒起一个活人团队去把事情干成,

所以别再逼着孩子在死记硬背的泥潭里跟硅基芯片比拼记忆容量了,当流水线式的教书匠和做题家同时迎来历史性失业,谁能先把教室变成训练人性直觉与创业野心的实战沙盘,谁才能在算力时代拿到唯一不被平替的入场券
x.com/rdominguezibar…
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Having fun going deep on Elon.
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AI Acceleration Report 🍿
Since August, a team within METR has worked with internal Anthropic information to assess whether AI itself is accelerating AI development.

We are now publishing a report summarizing the results of this risk assessment.
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The problem with this that many of the political powers that be will fight tooth and nail against it. For the simple reason that it reduces their own power by making people independent of them.
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one of the greatest pieces of american publishing and art is "Adams Synchronological Chart or Map of History" a nearly 25 foot long fold out book that displays all of biblical history as one giant timeline. you can buy one on amazon for like 30 bucks.
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Told ya. Vibrator on head + blood flow = longevity & improved mental health.
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Linux now beats macOS on Apple silicon GPU memory bandwidth.

M1 Max, Omarchy:
macOS: 361 GB/s
Linux before: 241 GB/s
Linux now: 368 GB/s

The kernel never told the power controller the GPU was busy. One bit fixed it.

github.com/omacom/linux-a…
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Carl Jeffrey retweeted
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🚥Want to run AI models with your laptop lid closed but still see the process/agent status?

Eight small RGB lights sit nearly flush in the SD card for MacBook Pro. SidePulse Pro shows you what's happening 👇
Do you have a MacBook Pro? With an SD Card slot?

Your slot now has an API. Write to a file, blink the lights.

Or let your agent use it to get your attention.

More into sidepulse.io/pro
LED Animation Format: github.com/inteliwear/sid…
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Replying to @fellowcreative
Or if you need a USB-C version 👇

DOT - the smallest USB-C device ever made is an AI Agent status indicator.

A tiny usb-c "drive", write to a file, blink the lights. Or let your agent use it to get your attention.

sidepulse.io/pulsedot.html
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It's been a rough few weeks for security.

I pulled together a guide of the highest-impact actions you can take today: x.com/i/article/2117…
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Inflatable robots! 🎈

Find out how InflatableBots can transform into large-scale encountered-type haptics with an inflatable robot.

VR games and applications work much better with this robot from the University of Calgary.

You can virtually feel the strokes when you play VR of facts about these bots:

→ InflatableBots combine mobile robots and fan-based inflatable structures for haptic interaction, as opposed to traditional inflatable shape displays.

→ Using this approach, the haptic rendering of multiple touch points is dynamic and can be changed quickly (horizontal: 58.5 cm/sec, vertical: 10.4 cm/sec, from 40 cm to 200 cm).

→ A virtual reality experience can be enhanced by using InflatableBots, which can simulate a variety of body-scale objects and surfaces in real-time across large spaces (3.5 m x 2.5 m).

Great job @ryosuzk ! 🦾

🔗 Here's the paper from 2024: programs.sigchi.org/chi/2024/progr…

~~

♻️ Join the weekly robotics newsletter, and never miss any news → ziegler.substack.com
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Edward de Bono used to present using an overhead projector and a single long roll of clear Acetate sheet. Drawing his entire presentation in pen along the roll, live, as he went.

youtu.be/bOXM39Sud0k?t=…
If you’ve never used one of these, you’ve never given a real talk
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Physics is hard to visualize through static images alone, so I turned my 174 pages of high school physics notes into an interactive website.

It covers mechanics, electricity, and magnetism, breaking down complex concepts into intuitive visualizations, real-world scenarios, and Check it out here: atlas-of-physics.vercel.app
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Nine more lessons from my 3D book about energy, now covering the whole GCSE energy topic: kinetic, gravitational and elastic energy, heating, power, efficiency, energy resources and conservation of energy.

Built with Opus 5.5 and Three.js. The full book ↓
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🍿

The phrase "full-duplex" feels like a signal amongst the noise.

Note: Eleven Labs' leading conversational AI operates on a half-duplex architecture. But even they released Eleven v4 Turbo in September and that is Full-Duplex.
We believe voice is the most natural way to interact with intelligence, so we created Dessa, the most authentic full-duplex speech model ever built. Talking with it feels like talking with a person…full of emotion, nuance, pauses, and a natural cadence.

block.xyz/dessa
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"AI Agents don't click on Ads" so what is the future business model of the web?

youtu.be/tX3DkdxAe5c?si…
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