Best of Twitter - September 9- October 23, 2022 (1/2)
![Twitter avatar for @demishassabis](https://substackcdn.com/image/twitter_name/w_96/demishassabis.jpg)
Since 1969 Strassen’s algorithm has famously stood as the fastest way to multiply 2 matrices - but with #AlphaTensor we’ve found a new algorithm that’s faster, with potential to improve efficiency by 10-20% across trillions of calculations per day!
![](https://substackcdn.com/image/fetch/w_600,h_314,c_fill,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F7b790102-caf8-47f1-8fb8-07b4b1062258_1920x1080.png)
![Twitter avatar for @doomie](https://substackcdn.com/image/twitter_name/w_96/doomie.jpg)
5/ A most notable feature of Phenaki is its ability to generate long videos with *prompts changing over time*. These can be thought of as stories, where the user narrates and creates dynamically changing scenes. Here's a 2 minute (!) video from phenaki.github.io:
![Lots of traffic in futuristic city. An alien spaceship arrives to the futuristic city. The camera gets inside the alien spaceship. The camera moves forward until showing an astronaut in the blue room. The astronaut is typing in the keyboard. The camera moves away from the astronaut. The astronaut leaves the keyboard and walks to the left. The astronaut leaves the keyboard and walks away. The camera moves beyond the astronaut and looks at the screen. The screen behind the astronaut displays fish swimming in the sea. Crash zoom into the blue fish. We follow the blue fish as it swims in the dark ocean. The camera points up to the sky through the water. The ocean and the coastline of a futuristic city. Crash zoom towards a futuristic skyscraper. The camera zooms into one of the many windows. We are in an office room with empty desks. A lion runs on top of the office desks. The camera zooms into the lion's face, inside the office. Zoom out to the lion wearing a dark suit in an office room.](https://substackcdn.com/video/upload/e_loop,vs_40/gqhfcagmmkkcxsh7sozo.gif)
^ substack drops the framerate, the tweet has an actual video
![Twitter avatar for @jcrwhittington](https://substackcdn.com/image/twitter_name/w_96/jcrwhittington.jpg)
If everything's a big manifold, why do neurons often code for human-interpretable factors? In arxiv.org/abs/2210.01768 we show the most efficient biological representation puts different factors in different neurons. This lets us build machines that disentangle too! 1/9
![Twitter avatar for @MatthewJBar](https://substackcdn.com/image/twitter_name/w_96/MatthewJBar.jpg)
It's really disappointing how the last 30 years of relative peace might really be over now, and the world may be hurtling towards a global war. Right in time for AI too.
I am at a 25% chance of world war three before 2050 as of now (metaculus.com/questions/2534…).
![](https://substackcdn.com/image/fetch/w_600,h_314,c_fill,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2F15e4ea28-fbe5-4cb8-a5de-6f67c5648efe_1304x639.png)
![Twitter avatar for @goodside](https://substackcdn.com/image/twitter_name/w_96/goodside.jpg)
"Chain of chain-of-thought" — A zero-shot GPT-3 prompt that sequentially solves 15 problems with references to prior answers, using chain-of-thought deduction for each, in a single text generation.
Generated at temperature=0. Playground link: beta.openai.com/playground/p/4…
![Image](https://substackcdn.com/image/fetch/w_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fpbs.substack.com%2Fmedia%2FFfnIw3rVsAAde_E.jpg)
![Image](https://substackcdn.com/image/fetch/w_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fpbs.substack.com%2Fmedia%2FFfnJBmgUAAEPq8n.jpg)
![Image](https://substackcdn.com/image/fetch/w_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fpbs.substack.com%2Fmedia%2FFfnI6Z2UcAA6Zug.jpg)
![Image](https://substackcdn.com/image/fetch/w_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fpbs.substack.com%2Fmedia%2FFfnJGNYVsAA-wr4.jpg)
![Twitter avatar for @alexeyguzey](https://substackcdn.com/image/twitter_name/w_96/alexeyguzey.jpg)
key learnings over last few yrs:
1. strong intuition != intuition is right
-> don't trust intuitions without POKING&interrogation
->don't go >80% belief from intuition
2. nobody thinks from first principles and beliefs ~always just post hoc'd intuitions -> ~never defer beliefs
![Twitter avatar for @alexeyguzey](https://substackcdn.com/image/twitter_name/w_96/alexeyguzey.jpg)
3. i can outargue anyone but unless my intuition is good and grounded (poking/tinkering/interrogation are necessary), just don't go >80% trust in arguments. Good chance of missing key ground level detail literally impossible to see without being on the ground level
![Twitter avatar for @alexeyguzey](https://substackcdn.com/image/twitter_name/w_96/alexeyguzey.jpg)
4. ppl good at thinking think that thinking is everything; people good at execution think that execution is everything. neither are right and intersection of both is ~0 -> either find this intersection or talk to both thinkers & executors to get right picture
![Twitter avatar for @arankomatsuzaki](https://substackcdn.com/image/twitter_name/w_96/arankomatsuzaki.jpg)
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them
PaLM / Codex + CoT outperforms the average humanrater performance on many of the 23 challenging BIG-Bench tasks.
arxiv.org/abs/2210.09261
![Image](https://substackcdn.com/image/fetch/w_600,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fpbs.substack.com%2Fmedia%2FFfUCK2mXgAAqAOX.jpg)
![Twitter avatar for @jordanschnyc](https://substackcdn.com/image/twitter_name/w_96/jordanschnyc.jpg)
THREAD: The US government's new export controls are wreaking havoc on China's chip industry.
New rules around "US persons" are driving an "industry-wide decapitation."