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Why continuous gradient descent gets stuck on 3-SAT

https://github.com/ynnk-research/Landscape-Geometry-and-Algebraic-Obstructions-in-Phase-Space-Gradient-Descent-for-Random-3-SAT
1•ynnk•2h ago

Comments

ynnk•2h ago
The core finding is Theorem 5.3: continuous solvers don't fail because the gradient vanishes—they fail because the gradient is an outward normal to the hypercube boundary, and the Θ(N) backbone scaling makes the obstruction diverge in the thermodynamic limit.

The x-space gradient is 20× larger at stuck points but points away from SAT solutions. This resolves the paradox: the Jacobian of the coordinate change x=cos(φ) suppresses the angular gradient near the poles, and the decoded assignment lies on the boundary of the feasible hypercube where the Cartesian gradient is an outward normal—zero tangential escape.

I'm an independent researcher and the work was AI-accelerated, so I built a standalone verification script that mirrors every claim in the paper. You don't have to trust the math; you can run the physics: python verification_phaserelax.py (~15 min on a T4 GPU, ~60 min CPU).

Andromeda Invaders: A retro-style game written in HTML5, Canvas and Web Audio

https://codeberg.org/susam/invaders
1•susam•4m ago•0 comments

Vultr – VPS without DMCA annoyances

https://www.vultr.com/
1•Veritaco•5m ago•1 comments

Show HN: A living Vancouver. Connor is walking dogs at the SPCA this morning

https://brasilia-phi.vercel.app
1•auran•6m ago•0 comments

Brocards for Vulnerability Triage

https://blog.yossarian.net/2026/04/11/Brocards-for-vulnerability-triage
2•woodruffw•8m ago•0 comments

Flux Language

https://github.com/Y3sIH3arU/Flux
1•IHEARU•9m ago•1 comments

What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI

https://arstechnica.com/gaming/2026/04/what-is-steamgpt-leaked-files-point-to-ai-powered-valve-se...
3•01-_-•12m ago•0 comments

Art of the Luggage Label

https://www.flickr.com/photos/wavesjax/
2•NaOH•13m ago•0 comments

App Store Curation 2: The Scammer Strikes Back

https://lapcatsoftware.com/articles/2026/4/2.html
2•zdw•13m ago•0 comments

Sam Altman responds to 'incendiary' New Yorker article after attack on his home

https://techcrunch.com/2026/04/11/sam-altman-responds-to-incendiary-new-yorker-article-after-atta...
4•steveharing1•14m ago•1 comments

Article: What made law into a white collar sweatshop in the 1980s

https://aeon.co/essays/what-made-law-into-a-white-collar-sweatshop-in-the-1980s
2•danielfoster•15m ago•0 comments

Judge bars Arizona regulating prediction market, pause prosecution of Kalshi

https://apnews.com/article/arizona-kalshi-criminal-charges-prediction-markets-gambling-bb7cef24be...
4•1659447091•15m ago•0 comments

Conway: Think Networks First, Actors Second

https://jan.wildeboer.net/2026/04/Conway-Networks/
1•zdw•15m ago•0 comments

We gave an AI persistent identity and free access to a quantum computer

https://github.com/strangeadvancedmarketing/Adam/blob/master/papers/emergent_values_whitepaper.md
3•StrangeAiCorp•25m ago•2 comments

Biopharma R&D pipeline shrinks for first time in 30 years

https://www.fiercebiotech.com/biotech/biopharma-rd-pipeline-shrinks-1st-time-30-years-report
3•randycupertino•25m ago•1 comments

The Infinity Man – The Chip Letter

https://thechipletter.substack.com/p/the-infinity-man
1•rbanffy•26m ago•0 comments

Kiki – An Array Language

https://eli.li/kiki
1•birdculture•27m ago•0 comments

The 10-Minute Data Strategy Audit: A Data Lead's Diagnostic

https://nextindata.substack.com/p/the-10-minute-data-strategy-audit
1•nazanki•28m ago•0 comments

HeyStream – the live streaming platform built for B2B growth

https://heystream.com
1•bendell•30m ago•0 comments

Fixhive – collective fix memory for AI coding agents (MCP plugin)

https://fixhive-landing.vercel.app
1•imyax•31m ago•0 comments

DockDoor: Window peeking, alt-tab and other enhancements for macOS

https://github.com/ejbills/DockDoor
1•saikatsg•32m ago•0 comments

AI-Declaration.md

https://ai-declaration.md/
1•sysoleg•39m ago•0 comments

How to build a `Git diff` driver

https://www.jvt.me/posts/2026/04/11/how-git-diff-driver/
2•zdw•41m ago•0 comments

Ask HN: How do you stop playing 20 questions with your AI coding tools

2•IxInfra•43m ago•1 comments

Killing of Hind Rajab (2024)

https://en.wikipedia.org/wiki/Killing_of_Hind_Rajab
2•lr0•45m ago•0 comments

Pretty Fish: A better mermaid diagram playground

https://pretty.fish/
1•webartisan•46m ago•0 comments

UK forced to halt Chagos Islands deal after Trump criticism

https://www.cnn.com/2026/04/11/uk/uk-pause-chagos-islands-deal-intl
4•1659447091•47m ago•1 comments

Show HN: A General Purpose KMC Crystal Growth Simulator in Rust-WASM

https://amdson.github.io/blog/crystals/
2•Paedor•47m ago•0 comments

We ran Doom on a 40 year old printer controller (Agfa Compugraphic 9000PS) [video]

https://www.youtube.com/watch?v=cltnlks2-uU
3•zdw•49m ago•0 comments

WordPress 7.0: The Good, the AI, and the Still Missing

https://adamgreenough.net/blog/wordpress-7-the-good-the-ai-the-missing/
1•xadz•49m ago•0 comments

Eviscerated by Rust: Overcoming C++'s 58x Standard Library Handicap

https://lucisqr.substack.com/p/eviscerated-by-rust-overcoming-cs
1•adamnemecek•51m ago•0 comments