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Quantum-floor compression: Achieving GPT-4 capability at 1/120th the model size [pdf]

https://oroboroslab.github.io/quantum-floor-preview.pdf
2•cybertax•1h ago

Comments

cybertax•1h ago
We've been experimenting with quantum-inspired compression algorithms and have achieved what traditional scaling laws say is impossible: GPT-4 level performance from a 30GB model (paper releasing tomorrow).

Our "quantum-floor" encoding seems to bypass traditional parameter-efficiency tradeoffs. Early tests show 86%+ MMLU from a model that should only manage 40% at that size.

Question: Has anyone else seen compression breakthroughs that defy scaling laws? Or are we measuring something wrong?

AlbertoGP•1h ago
I get 404 from the link.

Leadership Lab: The Craft of Writing Effectively [video]

https://www.youtube.com/watch?v=vtIzMaLkCaM
1•williamtrask•3m ago•0 comments

Show HN - Automate commit messages with gitz (Rust and AI)

https://github.com/Tenuka22/gitz
1•tenuka_o_22•3m ago•1 comments

Top HN Stories in 2025

https://hn.algolia.com/?dateEnd=1767139200&dateRange=custom&dateStart=1735689600&page=0&prefix=fa...
1•r721•4m ago•0 comments

Show HN: GitHub-style Git activity visualizer for terminal

https://github.com/chaosprint/hindsight
1•chaosprint•10m ago•0 comments

True Ventures Predicts iPhone Obsolescence in 5 Years

https://www.techbuzz.ai/articles/true-ventures-predicts-iphone-obsolescence-in-5-years
1•ashishgupta2209•14m ago•0 comments

The Second Great Error Model Convergence

https://matklad.github.io/2025/12/29/second-error-model-convergence.html
1•thunderbong•16m ago•0 comments

Move 37 and the Case for "Alien" Agent Workflows

https://www.chasewhughes.com/writing/beyond-the-replica-the-case-for-first-principles-agents
2•digitcatphd•17m ago•1 comments

Cursor Is Building the Workflow

https://json-server.dev/2026-dev-tools-year/
1•ankit84•19m ago•0 comments

GraphRouter: A Graph-Based Router for LLM Selections

https://github.com/ulab-uiuc/GraphRouter
1•tao2024•21m ago•0 comments

New documentary 'A Glitch in the Matrix' explores simulation theory

https://www.pastemagazine.com/movies/a-glitch-in-the-matrix/glitch-in-the-matrix-documentary-trai...
1•cumo•21m ago•0 comments

What's the right way to route queries across multiple LLMs?

https://github.com/ulab-uiuc/LLMRouter
1•tao2024•24m ago•0 comments

Recordings from the 39th Chaos Communication Congress (39C3)

https://media.ccc.de/c/39c3
1•utopiah•37m ago•1 comments

Pronoia

https://en.wikipedia.org/wiki/Pronoia_(psychology)
1•momonga•40m ago•0 comments

Show HN: EventFlux – Lightweight stream processing engine in Rust

https://github.com/eventflux-io/engine
1•grainier•41m ago•0 comments

The Color Palettes of Vincente Minnelli

https://vinpauld.blogspot.com/2014/04/the-color-palettes-of-vincente-minnelli.html
2•handfuloflight•50m ago•0 comments

Qwen-Image-2512 AI Image Generator

https://qwen-image-2512.org/
1•bennyskd•53m ago•1 comments

Fantastic Reasoning Behaviors and Where to Find Them

https://arxiv.org/abs/2512.23988
3•frozenseven•53m ago•0 comments

The Cult of Costco

https://www.theatlantic.com/newsletters/2025/12/costco-is-an-american-achievement/685411/
2•sanreau•59m ago•0 comments

Agentic AI takes over predictions for 2026

https://www.forbes.com/sites/markminevich/2025/12/31/agentic-ai-takes-over-11-shocking-2026-predi...
1•cumo•59m ago•0 comments

Seeing in the New Year with Dinner in a Dinosaur

https://www.bbc.com/news/articles/cx2pgwj19plo
1•madaxe_again•1h ago•0 comments

Nationwide Tax Strike

https://twitter.com/i/status/2006130536184422555
6•barrister•1h ago•1 comments

A Solid Load of Bull

https://loup-vaillant.fr/articles/solid-bull
1•enz•1h ago•0 comments

Kowloon Walled City Documentary (English Subtitles) [video]

https://www.youtube.com/watch?v=S-rj8m7Ssow
2•thunderbong•1h ago•0 comments

100 blog posts, 6 years, 5 million views

https://austinhenley.com/blog/100.html
1•saikatsg•1h ago•0 comments

IQuest-Coder-V1

https://github.com/IQuestLab/IQuest-Coder-V1
1•miohtama•1h ago•0 comments

I accidentally indexed my SaaS using Google's site: search

https://www.google.com/search?q=site%3Avect.pro&oq=&gs_lcrp=EgZjaHJvbWUqCQgAECMYJxjqAjIJCAAQIxgnG...
1•WoWSaaS•1h ago•1 comments

The Math Book (2012)

https://sprott.physics.wisc.edu/pickover/math-book.html
2•vismit2000•1h ago•0 comments

Denmark becomes first country in world to end letter delivery

https://www.abc.net.au/news/2025-12-31/denmark-postal-service-ends-letter-delivery/106188988
10•Tomte•1h ago•8 comments

MHC: Manifold-Constrained Hyper-Connections

https://arxiv.org/abs/2512.24880
3•ipnon•1h ago•0 comments

Ask HN: How did you learn to code?

11•chistev•1h ago•46 comments