Tootfinder

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents
Tianshi Zheng, Kelvin Kiu-Wai Tam, Newt Hue-Nam K. Nguyen, Baixuan Xu, Zhaowei Wang, Jiayang Cheng, Hong Ting Tsang, Weiqi Wang, Jiaxin Bai, Tianqing Fang, Yangqiu Song, Ginny Y. Wong, Simon See
https://arxiv.org/abs/2510.07172

NewtonBench: Benchmarking Generalizable Scientific Law Discovery in LLM Agents
Large language models are emerging as powerful tools for scientific law discovery, a foundational challenge in AI-driven science. However, existing benchmarks for this task suffer from a fundamental methodological trilemma, forcing a trade-off between scientific relevance, scalability, and resistance to memorization. Furthermore, they oversimplify discovery as static function fitting, failing to capture the authentic scientific process of uncovering embedded laws through the interactive explora…

My amazing niece flying solo. I took this still* from a video of her getting ATC clearance, taking off, and flying. Solo. She’s not yet 20.
I rly don’t have the words to describe my feelings as I watched the video. I cried like a baby—I can say that much.
Yesterday, I bought her a pair of Ray-Ban aviator shades for Xmas. Because she’s an aviator. ❤️
* I chose to share a pic w/ her face obscured for social media, but she’s as beautiful as she is brilliant.

Caught a bug over the holidays so I’m mostly resting, feeling sorry for myself, and taking the time to at least carry out some mindless housekeeping tasks (updating dependencies, etc.) on some of my Node modules.
Released updates to the following packages yesterday:
Tape-based Node.js testing:
• Tap monkey (https://

tap-monkey
A tap formatter that’s also a monkey.

The mechanics sorted out filling the adblue tank.
The warnings have stopped beeping and the 10 l bottle that was in the back is gone, so presumably I can trust it's in the tank now.
Sounds like much of what I have paid for was for them doing what I did: Looking all around the car for an ad-blue tank hole and taking things apart trying to find it.
But none of that is the correct solution, which is to put it up on the ramp and clamber underneath to find the tank which has some sort of lowering mechanism, to then lower it and fill it and raise it again.
Not a job for me then. Next time it'll maybe be cheaper coz of them knowing what to do now and not spending half a day trying to figure it out.
Apparently there is a second emissions reduction mechanism which doesn't take a wattery bottle of urea, but instead needs a pouch of oily tar stuff.
This is more likely to empty and need replacing next, rather than the piss bottle.
And even for normal cars that haven't been screwed up for wheelchair access this is a mechanics job anyway. And the garage will have to order in the tar pouch especially.
Back in the 90s, my first car cost about 200 quid. Today I paid 200 quid to get someone to fill it up with purified piss for emissions reduction. Oh how things change. 😆

Beckstrom initially did not want to go to the capital because she was concerned about feeling lonely away from home.
“She hated it. She cried about it,” her boyfriend said.
But with time, she came to enjoy the deployment and bonded with other troops.
In her spare time, he said, she visited monuments and museums, taking pictures and soaking up D.C.’s history.
She was especially interested in the U.S. Holocaust Memorial Museum

National Guard member killed in D.C. shooting remembered for 'heart of gold'
Sarah Beckstrom, the slain West Virginia National Guard member, took a keen interest in criminal justice and dreamed of one day becoming an FBI agent.

I wore my Owl head and cyberpunk jacket for the Halloween party at #supercon and a bit Saturday night too. Though I had to keep taking it off to speak to people. At some point I need to add a speaker like those used for some storm trooper helmets.

aCAdeMiC FrEedOM. 🤡
https://www.nytimes.com/2025/12/23/us/mel-curth-oklahoma-instructor-firing.html

Series D, Episode 02 - Power
VILA: Not too close. The gap is all connected with the thickness of the door. So what's the difference between Seskas and Hommiks?
PELLA: How do you know how thick it is?
VILA: By the stress pattern.
https://blake.torpidity.net/m/402/132 B7B4