computational's profile picture. Prof. Daniel Martin Katz  
#Law + #Science + #Engineering + #Entrepreneurship 
BLOG: http://ComputationalLegalStudies.com
PAGE: http://DanielMartinKatz.com
CORP: http://Kelvin.Legal

Computational Legal

@computational

Prof. Daniel Martin Katz #Law + #Science + #Engineering + #Entrepreneurship BLOG: http://ComputationalLegalStudies.com PAGE: http://DanielMartinKatz.com CORP: http://Kelvin.Legal

مثبتة

It was a real honor to deliver the Opening Keynote at the Royal Society’s AI & Law Conference last week in London ! Thanks to all of the organizers and fellow speakers for this important dialogue regarding the future of our field. Link to Event Here: royalsociety.org/science.../202…

computational's tweet image. It was a real honor to deliver the Opening Keynote at the Royal Society’s AI & Law Conference last week in London !   Thanks to all of the organizers and fellow speakers for this important dialogue regarding the future of our field. Link to Event Here:
royalsociety.org/science.../202…

Computational Legal أعاد

We’re announcing a research collaboration with @CFS_energy, one of the world’s leading nuclear fusion companies. Together, we’re helping speed up the development of clean, safe, limitless fusion power with AI. ⚛️

GoogleDeepMind's tweet image. We’re announcing a research collaboration with @CFS_energy, one of the world’s leading nuclear fusion companies.

Together, we’re helping speed up the development of clean, safe, limitless fusion power with AI. ⚛️

Computational Legal أعاد

The first fantastic paper on scaling RL with LLMs just dropped. I strongly recommend taking a look and will be sharing more thoughts on the blog soon. The Art of Scaling Reinforcement Learning Compute for LLMs Khatri & Madaan et al.

natolambert's tweet image. The first fantastic paper on scaling RL with LLMs just dropped. I strongly recommend taking a look and will be sharing more thoughts on the blog soon.

The Art of Scaling Reinforcement Learning Compute for LLMs
Khatri & Madaan et al.

Computational Legal أعاد

The term “AGI” is currently a vague, moving goalpost. To ground the discussion, we propose a comprehensive, testable definition of AGI. Using it, we can quantify progress: GPT-4 (2023) was 27% of the way to AGI. GPT-5 (2025) is 58%. Here’s how we define and measure it: 🧵

DanHendrycks's tweet image. The term “AGI” is currently a vague, moving goalpost.

To ground the discussion, we propose a comprehensive, testable definition of AGI.
Using it, we can quantify progress:
GPT-4 (2023) was 27% of the way to AGI. GPT-5 (2025) is 58%.

Here’s how we define and measure it: 🧵
DanHendrycks's tweet image. The term “AGI” is currently a vague, moving goalpost.

To ground the discussion, we propose a comprehensive, testable definition of AGI.
Using it, we can quantify progress:
GPT-4 (2023) was 27% of the way to AGI. GPT-5 (2025) is 58%.

Here’s how we define and measure it: 🧵

Computational Legal أعاد

You should be so lucky to have people throughout your research career that you can openly bounce ideas to and from - especially if they complement your strengths in your areas of weakness - it is a rare and precious gift.

docmilanfar's tweet image. You should be so lucky to have people throughout your research career that you can openly bounce ideas to and from - especially if they complement your strengths in your areas of weakness - it is a rare and precious gift.

Computational Legal أعاد

The world's most advanced high-speed Wi-Fi is coming to United with @Starlink. For free. You’ll be able to stream, game, shop and more on seatback screens and personal devices simultaneously. Expect the same internet you get on the ground… at 35,000 feet. We expect to have…


Computational Legal أعاد

An exciting milestone for AI in science: Our C2S-Scale 27B foundation model, built with @Yale and based on Gemma, generated a novel hypothesis about cancer cellular behavior, which scientists experimentally validated in living cells.  With more preclinical and clinical tests,…


Computational Legal أعاد

One of the first randomized controlled trials testing whether GenAI boosts revenue, not just productivity. It does. A large, mature ecommerce platform, using older GenAI tools found most of them, from customer service to marketing tools, led to large significant revenue boosts

emollick's tweet image. One of  the first randomized controlled trials testing whether GenAI boosts revenue, not just productivity.

It does.

A large, mature ecommerce platform, using older GenAI tools found most of them,
from customer service to marketing tools, led to large significant revenue boosts
emollick's tweet image. One of  the first randomized controlled trials testing whether GenAI boosts revenue, not just productivity.

It does.

A large, mature ecommerce platform, using older GenAI tools found most of them,
from customer service to marketing tools, led to large significant revenue boosts
emollick's tweet image. One of  the first randomized controlled trials testing whether GenAI boosts revenue, not just productivity.

It does.

A large, mature ecommerce platform, using older GenAI tools found most of them,
from customer service to marketing tools, led to large significant revenue boosts

Computational Legal أعاد

Congrats to Joel, Philippe and Peter for being recognized with the Nobel Prize. They revolutionized our understanding of the economics of innovation and growth.

BREAKING NEWS The Royal Swedish Academy of Sciences has decided to award the 2025 Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel to Joel Mokyr, Philippe Aghion and Peter Howitt “for having explained innovation-driven economic growth” with one half to Mokyr…

NobelPrize's tweet image. BREAKING NEWS
The Royal Swedish Academy of Sciences has decided to award the 2025 Sveriges Riksbank Prize in Economic Sciences in Memory of Alfred Nobel to Joel Mokyr, Philippe Aghion and Peter Howitt “for having explained innovation-driven economic growth” with one half to Mokyr…


Computational Legal أعاد

My brain broke when I read this paper. A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2. It's called Tiny Recursive Model (TRM) from Samsung. How can a model 10,000x smaller be smarter? Here's how…

JacksonAtkinsX's tweet image. My brain broke when I read this paper.

A tiny 7 Million parameter model just beat DeepSeek-R1, Gemini 2.5 pro, and o3-mini at reasoning on both ARG-AGI 1 and ARC-AGI 2.

It's called Tiny Recursive Model (TRM) from Samsung.

How can a model 10,000x smaller be smarter?

Here's how…

Computational Legal أعاد

slop-researched first brands counterparty network

mjbommar's tweet image. slop-researched first brands counterparty network

Computational Legal أعاد

BREAKING NEWS The Royal Swedish Academy of Sciences has decided to award the 2025 #NobelPrize in Physics to John Clarke, Michel H. Devoret and John M. Martinis “for the discovery of macroscopic quantum mechanical tunnelling and energy quantisation in an electric circuit.”

NobelPrize's tweet image. BREAKING NEWS
The Royal Swedish Academy of Sciences has decided to award the 2025 #NobelPrize in Physics to John Clarke, Michel H. Devoret and John M. Martinis “for the discovery of macroscopic quantum mechanical tunnelling and energy quantisation in an electric circuit.”

Computational Legal أعاد

I encourage you to read this article, in which we describe the current situation and the directions in which, in our view, mathematics is heading. Many thanks to Ken Ono for including me in this extraordinary project. I look forward to a wide-ranging discussion and will be…

nasqret's tweet image. I encourage you to read this article, in which we describe the current situation and the directions in which, in our view, mathematics is heading. Many thanks to Ken Ono for including me in this extraordinary project. I look forward to a wide-ranging discussion and will be…

Computational Legal أعاد

Veo is a more general reasoner than you might think. Check out this super cool paper on "Video models are zero-shot learners and reasoners" from my colleagues at @GoogleDeepMind.


Computational Legal أعاد

GPUs are expensive and setting up the infrastructure to make GPUs work for you properly is complex, making experimentation on cutting-edge models challenging for researchers and ML practitioners. Providing high quality research tooling is one of the most effective ways to…

lilianweng's tweet image. GPUs are expensive and setting up the infrastructure to make GPUs work for you properly is complex, making experimentation on cutting-edge models challenging for researchers and ML practitioners. 

Providing high quality research tooling is one of the most effective ways to…

Computational Legal أعاد

Finally had a chance to listen through this pod with Sutton, which was interesting and amusing. As background, Sutton's "The Bitter Lesson" has become a bit of biblical text in frontier LLM circles. Researchers routinely talk about and ask whether this or that approach or idea…

.@RichardSSutton, father of reinforcement learning, doesn’t think LLMs are bitter-lesson-pilled. My steel man of Richard’s position: we need some new architecture to enable continual (on-the-job) learning. And if we have continual learning, we don't need a special training…



Computational Legal أعاد

Today, @ekindogus and I are excited to introduce @periodiclabs. Our goal is to create an AI scientist. Science works by conjecturing how the world might be, running experiments, and learning from the results. Intelligence is necessary, but not sufficient. New knowledge is…

LiamFedus's tweet image. Today, @ekindogus and I are excited to introduce @periodiclabs.

Our goal is to create an AI scientist.

Science works by conjecturing how the world might be, running experiments, and learning from the results.

Intelligence is necessary, but not sufficient. New knowledge is…

Computational Legal أعاد

The sudden viability of economically valuable AI agents has been surprising. This partially as this has happened very quickly & very recently. But also because we had bad assumptions about the limits of agents, which are more self-correcting than expected oneusefulthing.org/p/real-ai-agen…

emollick's tweet image. The sudden viability of economically valuable AI agents has been surprising. This partially as this has happened very quickly & very recently. But also because we had bad assumptions about the limits of agents, which are more self-correcting than expected oneusefulthing.org/p/real-ai-agen…

Computational Legal أعاد

This week and next, I am covering the years 1870–1914 in my undergraduate economic history course. Each time I return to this material, I am struck by how much of the modern world takes shape in that era, often more so than in the classic narratives centered on Britain’s…

JesusFerna7026's tweet image. This week and next, I am covering the years 1870–1914 in my undergraduate economic history course.

Each time I return to this material, I am struck by how much of the modern world takes shape in that era, often more so than in the classic narratives centered on Britain’s…

Computational Legal أعاد

AI agents are now capable of doing real, if bounded, work. But that work can be very valuable. For example, the new Claude Sonnet 4.5 was able to replicate published economics research from data files & the paper. We need to figure out what to do with it: oneusefulthing.org/p/real-ai-agen…


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