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Universal Reasoning Model (53.8% pass 1 ARC1 and 16.0% ARC 2)

https://arxiv.org/abs/2512.14693
4•marojejian•2h ago

Comments

marojejian•2h ago
Sounds like a further improvement in the spirit of HRM & TRM models.

Decent comment via x: https://x.com/r0ck3t23/status/2002383378566303745

I continue to be fascinated by these architectures that: - Build in recurrence / inference scaling to transformers more natively. - Don't use full recurrent gradient traces, and succeed not just despite, but because of that.

The Comprehensive Cognition Blog

https://mateolafalce.github.io/
1•lafalce•47s ago•0 comments

Blasts from the past: The Soviet ape-man scandal (2008)

https://www.newscientist.com/article/mg19926701-000-blasts-from-the-past-the-soviet-ape-man-scandal/
1•cwwc•5m ago•0 comments

Call of Duty Co-Creator and EA Executive Vince Zampella Killed in Car Accident

https://www.ign.com/articles/call-of-duty-co-creator-respawn-co-founder-and-ea-executive-vince-za...
3•andsoitis•5m ago•1 comments

Qwen-Image-Layered: Layered Decomposition for Inherent Editablity

https://github.com/QwenLM/Qwen-Image-Layered
1•_____k•5m ago•0 comments

It's Always TCP_nodelay

https://brooker.co.za/blog/2024/05/09/nagle.html
1•eieio•6m ago•0 comments

Write code that you can understand when you get paged at 2am (2024)

https://www.pcloadletter.dev/blog/clever-code/
1•birdculture•6m ago•0 comments

The Solar System Loses an Ocean World

https://www.universetoday.com/articles/the-solar-system-loses-an-ocean-world
1•rbanffy•7m ago•0 comments

Anatomy of a Coding Agent: A step-by-step illustration

https://marginlab.ai/blog/anatomy-of-coding-agent/
1•qwesr123•7m ago•0 comments

When Were Things the Best?

https://thezvi.substack.com/p/when-were-things-the-best
1•paulpauper•8m ago•0 comments

Cultural Variety Is Crazy Hard to Fix

https://www.overcomingbias.com/p/cultural-variety-is-crazy-hard-to
1•paulpauper•8m ago•0 comments

2025 – Immich's Year in Review

https://immich.app/blog/2025-year-in-review
1•altran1502•9m ago•0 comments

Is the golden age of Indie software over?

https://successfulsoftware.net/2025/12/22/is-the-golden-age-of-indie-software-over/
1•hermitcrab•10m ago•0 comments

Reolink RLC-410-5MP IP camera reverse engineered technical details

https://github.com/hn/reolink-camera
1•hn___•10m ago•0 comments

Starlink in the crosshairs: How Russia could attack Elon Musk's conquer of space

https://www.adn.com/nation-world/2025/12/22/starlink-in-the-crosshairs-how-russia-could-attack-el...
2•rolph•12m ago•0 comments

Production Materials: Gotham City Streets Set from "Batman Returns" (2014)

http://www.1989batman.com/2014/12/production-materials-warner-brothers.html
1•exvi•13m ago•0 comments

Feds demand compromise on Colorado River while states flounder

https://nevadacurrent.com/2025/12/22/feds-demand-compromise-on-colorado-river-states-flounder-des...
2•mooreds•13m ago•0 comments

Biohybrid Tendons Enhance the Power-to-Weight Ratio and Modularity of Robots

https://advanced.onlinelibrary.wiley.com/doi/10.1002/advs.202512680
2•PaulHoule•13m ago•0 comments

Snowflake Postgres Is Now Available in Public Preview

https://www.snowflake.com/en/engineering-blog/postgres-public-preview/
1•craigkerstiens•13m ago•0 comments

My 2025 in Production in Review

https://newsletter.vickiboykis.com/archive/my-2025-in-production-in-review/
1•mooreds•15m ago•0 comments

Ifrro member Kopinor signs agreement on newspaper content for AI in Norway

https://ifrro.org/page/article-detail/ifrro-member-kopinor-signs-historic-agreement-on-newspaper-...
1•amarble•16m ago•0 comments

Production Materials: The Pinewood Studios Gotham City Set from "Batman" (2013)

http://www.1989batman.com/2013/04/production-materials-pinewood-studios.html
1•exvi•17m ago•0 comments

AI and Labor Markets: What We Know and Don't Know – Stanford Digital Economy Lab

https://digitaleconomy.stanford.edu/news/ai-and-labor-markets-what-we-know-and-dont-know/
1•sizzle•17m ago•0 comments

Recent discoveries on the acquisition of the highest levels of human performance

https://www.science.org/doi/10.1126/science.adt7790
1•DebugDruid•18m ago•0 comments

VibeLang is a programming language for making music

https://vibelang.org/
1•hmokiguess•18m ago•2 comments

The Architecture of Batman '89 (2019)

https://crookedmarquee.com/the-architecture-of-batman-89/
2•exvi•20m ago•0 comments

Show HN: Corli – an RPG-style productivity app for building real habits

https://corli.app
1•zipqt•20m ago•0 comments

Show HN: Native Mobile App Framework for WordPress – BbApp

https://thebbapp.com/
1•thebbapp•20m ago•0 comments

Cyberattack disrupts France's postal service and banking during Christmas rush

https://apnews.com/article/france-postal-service-cyberattack-4ea0c3e3bcb8a87341de8aebc1dfc916
3•nickt•21m ago•0 comments

When Machines Pay Machines: The Economics of Agentic AI

https://www.msuiche.com/posts/when-machines-pay-machines-the-economics-of-agentic-ai/
1•gmays•21m ago•0 comments

Show HN: A persistent fact store for AI world simulations

https://github.com/clay-good/worldify
1•hireclay•21m ago•0 comments