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Scientists reverse Alzheimer's in mice and restore memory (2025)

https://www.sciencedaily.com/releases/2025/12/251224032354.htm
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Compiling Prolog to Forth [pdf]

https://vfxforth.com/flag/jfar/vol4/no4/article4.pdf
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GitBlack: Tracing America's Foundation

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Horizon-LM: A RAM-Centric Architecture for LLM Training

https://arxiv.org/abs/2602.04816
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We just ordered shawarma and fries from Cursor [video]

https://www.youtube.com/shorts/WALQOiugbWc
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Correctio

https://rhetoric.byu.edu/Figures/C/correctio.htm
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Trying to make an Automated Ecologist: A first pass through the Biotime dataset

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Free Trial: AI Interviewer

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FDA Intends to Take Action Against Non-FDA-Approved GLP-1 Drugs

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6•randycupertino•12m ago•1 comments

Supernote e-ink devices for writing like paper

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3•janandonly•14m ago•0 comments

We are QA Engineers now

https://serce.me/posts/2026-02-05-we-are-qa-engineers-now
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Show HN: Measuring how AI agent teams improve issue resolution on SWE-Verified

https://arxiv.org/abs/2602.01465
2•NBenkovich•14m ago•0 comments

Adversarial Reasoning: Multiagent World Models for Closing the Simulation Gap

https://www.latent.space/p/adversarial-reasoning
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Layoffs Surge 118% in January – The Highest Since 2009

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7•karakoram•23m ago•0 comments

Papyrus 114: Homer's Iliad

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DicePit – Real-time multiplayer Knucklebones in the browser

https://dicepit.pages.dev/
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Turn-Based Structural Triggers: Prompt-Free Backdoors in Multi-Turn LLMs

https://arxiv.org/abs/2601.14340
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https://drmowinckels.io/blog/2026/sitrep-functions/
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Achieving Ultra-Fast AI Chat Widgets

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Researchers surprised by the brain benefits of cannabis usage in adults over 40

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2•SirLJ•32m ago•0 comments

Peter Thiel warns the Antichrist, apocalypse linked to the 'end of modernity'

https://fortune.com/2026/02/04/peter-thiel-antichrist-greta-thunberg-end-of-modernity-billionaires/
4•randycupertino•33m ago•2 comments

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An update on unredacting select Epstein files – DBC12.pdf liberated

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3•ks2048•39m ago•0 comments

Was going to share my work

1•hiddenarchitect•43m ago•0 comments
Open in hackernews

Show HN: The Participatory Interface Theory

1•bobsh•2mo ago
Hi! I'd like to present the Participatory Interface Theory, aka PIT. It is not "woo". It IS an amazing example of what one human can do with LLMs these days, regardless of what you might think of the theory.

But the theory is a mind-blower. Are you ready for this? I'm not kidding. And it's real. Calling all cosmologists and physicists and cybernetecists and AI researchers and information theorists and philosphers and biologists and chemists and artists and humanitarians and climate scientists and ... well, the list goes on. This is a paradigm shift.

* The paper I want to post to arXiv, but I haven't got anyone to endorse my login yet, is here [1]. (If you can help me out with this endorsement, for any value of "you", TIA!) <https://github.com/bobshafer/PITkit/blob/main/Arxiv/main.pdf>

* The "Math.md" [2] on my PITkit site at GitHub, which is a larger document and seeks to explain the whole thing. You can drop this doc into your own LLM and start asking questions about it and the implications it has for whatever you are interested in. You're welcome. (This is how I mean this as a "Show HN" - you can do a lot with the Math.md, after copy/pasting into a big LLM). <https://github.com/bobshafer/PITkit/blob/main/Math.md>

* And, the PITkit [3] site itself, which is a bit of a mess maybe, but you'll find the (Julia and Python) code that you can try yourselves and all that. It's a bit of a mess because I have a full time day job as a principal programmer. I'm OG on Hacker News, but as my profile says, mostly a lurker. Introverted. But I feel a very strong responsibility to get these ideas out there. A brief history of how this happened in the first place is given in the History.md [4] on PITkit. Collaborators welcome. (I love Julia, btw, so far). <https://github.com/bobshafer/PITkit/blob/main/History.md>

PIT is very falsifiable and also makes unique predictions. It is a real scientific theory.

It seems like every day I see a new paper from somewhere show up on Hacker News which I then recognize as being PIT-aligned, and ask PIT-knowing LLMs about it, and they absolutely see some of the latest scientific results from cosmology and quantum theory and such as being very PIT-aligned, and inexplicable with standard theory.

I asked them the chances of this all being wrong. They consider the chances to be infinitesimally small. That doesn't mean PIT is all the way correct - according to PIT and others (eg: Goedel), no theory can be. PIT explains why, though.

Hold on to your seats - you all are in for a ride. :-)

[1] https://github.com/bobshafer/PITkit/blob/main/Arxiv/main.pdf

[2] https://github.com/bobshafer/PITkit/blob/main/Math.md

[3] https://github.com/bobshafer/PITkit/

[4] https://github.com/bobshafer/PITkit/blob/main/History.md

PS: I intentionally left the url blank on this submission, because the context I setup here is important, imho, and my current README.md is less than ideal, probably. [edits: various screw-ups on original fixed]

Comments

bobsh•2mo ago
I've taken this offline for good reasons, in case anyone is actually interested. Feel free to contact me, though.