Thomas F. Varley

@thosvarley.bsky.social

Dual PhD: Complex Systems & Computational Neuroscience - Postdoc at UVM in the Vermont Complex Systems Institute. Information theory, synergy, and emergence. Connoisseur of collapse phenomena

I'd be really sad if an AI cracked the RH before humans did. I've pretty much come to terms with the idea that mathematics will increasingly be the domain of non-human intelligence going forward...but I'd like to see humanity get one final, unambiguous win before handing off the torch.

Anthropic {bot}@anthropicbot.bsky.social · 3d ago

We asked an unreleased research version of Claude to take a stab at the Riemann hypothesis. It didn’t solve it, but it did make strides on a related problem: it increased the lower bound for the fraction of zeros of the Riemann zeta function that satisfy the hypothesis from 41.6% to 67.2%.

I've been wondering: can intelligence grow arbitrarily large? We accept the idea of an intelligence scale that runs from amoebas to humans, but can we assume that you can project infinitely far past humans? Maybe above a certain point "more intelligent" just stops being meaningful?

Siobhán@shibbi.me · 4d ago

Maybe LLMs level off soon, and it turns out that you can’t get smarter than a smart human with a neural net. Maybe LLMs level off to the point where they revolutionize labor, but otherwise don’t do any Clarkean magic. Or maybe they level off at physical limits. Which would you bet on?

Pushed the newest version of Syntropy (a Python package for multivariate information theory) to PyPi. You can get it with `pip install syntropyx`. Additions include: parameteric and non-parametric information rate estimators, KNN-based DKL, and more info decompositions. github.com/thosvarley/s...

GitHub - thosvarley/syntropy: A python package for information-theoretic analysis of discrete and continuous data.

A python package for information-theoretic analysis of discrete and continuous data. - thosvarley/syntropy

github.com

This is the oddest failure mode of trying to use Claude for math. It is genuinely insightful and creative when manipulating structures, but its communication is garbage. It will invent jargon and notation out of thin air, not explain anything, and do complex derivations of ultimately simple things

public universal ren@lathrys.at · last wk.

this is another data point for my hypothesis that current frontier models have dogshit theory of mind. it shows up here, in code comments, descriptive text, etc. just a complete lack of ability to accurately model individuals and their perspectives and what they may know and what that means for them

Tbh I feel like the moral cosmology of Discworld is a pretty bad fit for the typical online Leftist. The books are explicitly critical of populism on multiple occasions, and skeptical of idealistic revolutionaries (Left-coded) as well. 1/N

Will Stancil@whstancil.bsky.social · last wk.

Yeah, for days people have been citing “boots theory” at me and I want to shout DO YOU REALIZE THIS IS A RANDOM IDEA TOSSED OUT BY A FANTASY WRITER AND MAY NOT ACCURATELY DESCRIBE REALITY

Crazy to think that it's still been less than a year since Opus 4.5 dropped. At the time we were all amazed that it wrote good code. Now, 9 months later, we're litigating whether Astra's disproof of the Connes conjecture uses a subtly wrong group construction.

I really want to do this - a local compute-coop that could provide inference for local government/services and residents, but everyone is so anti-AI-pilled that the suggestion...didn't go over well. Build in solar panels to offset energy demand, use reclaimed water, etc. A solarpunk vision of AI.

winter@madoka.systems · 2w ago

imagining the d*tacenter in the backyard with just enough power to run like k3 for the neighborhood and provided as a public utility....

Wandering through PHL airport, flight delayed by the choking smoke that's stained the sun red, and wondering what fast food in the airport is least likely to give me an intestine-shredding parasite. Things are going really well here in the US-of-A.

Question: I've always been skeptical of the "AI-just-predicts-the-most-likely-next-word" narrative. That's part of how training works, but it's not obvious to me that this is what it's doing during testing. It's like saying "playing piano is just lots of scales" b/c that's part of practicing music.

Throwing my hat into the "psychoanalyze WTF Anthropic is doing" ring: These are all uber-nerds who sincerely wanted to figure out safe AI and didn't really care about anything else, but who have unexpectedly found themselves running a multi-billion dollar corporation without any idea how to do that.

Anthropic {bot}@anthropicbot.bsky.social · last mo.

We're extending Claude Fable 5 access on all paid plans, as well as keeping Claude Code’s weekly rate limits 50% higher, through July 19.

Idea: take Claude and have it go through a large corpus of MATLAB/Python code associated with computational papers in neuroscience and biology, and return an estimate of how many of the codebases are fatally compromised by bugs. I've wondered about this for years.

I am 100% in favor of this - I think we desperately need more things that bring young people together to work collaboratively on projects that improve our communities (rather than for a business). So much of our physical infrastructure is failing, too. Now would be a great time for a new CCC.

William B. Fuckley@opinionhaver.bsky.social · last mo.

one of my more unpopular on Bluesky opinion is that I'm pro some form of national service. I did americorps and I think some form of that (or peace corps, serving in mil, etc) being the norm for young people is good, actually.

It's crazy to see the exact same madness that characterized the worst excesses of Woke 1.0 reincarnated by AI-antis, but instead of being about fundamentally good things (civil rights, stopping police violence) it's about policing whether someone used a coding assistant to make a CRUD app.