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China to punish universities that fail to sanction research misconduct

https://www.nature.com/articles/d41586-026-00321-5
1•bikenaga•38s ago•0 comments

Ask HN: How are you working now?

1•NiloCK•1m ago•0 comments

Show HN: A diff tool that understands JSON

https://diffchecker.dev/json/
1•subhash_k•1m ago•0 comments

X accused of violating sanctions by selling Premium accounts to Iranian leaders

https://www.wired.com/story/elon-musk-x-premium-accounts-iran/
4•OgsyedIE•2m ago•0 comments

UpScrolled social network struggles to moderate hate speech after fast growth

https://techcrunch.com/2026/02/11/upscrolleds-social-network-is-struggling-to-moderate-hate-speec...
1•SilverElfin•3m ago•0 comments

Beginning autonomous operations with the 6th-generation Waymo Driver

https://waymo.com/blog/2026/02/ro-on-6th-gen-waymo-driver
1•ra7•4m ago•0 comments

Show HN: ClawDeploy – OpenClaw deployment for non-technical users

https://clawdeploy.com
1•gregzeng95•4m ago•0 comments

FTC Chairman Issues Warning Letter to Apple CEO

https://www.ftc.gov/news-events/news/press-releases/2026/02/federal-trade-commission-chairman-and...
2•geox•4m ago•0 comments

Official Launch of Seedance 2.0

https://seed.bytedance.com/en/blog/seedance-2-0-%E6%AD%A3%E5%BC%8F%E5%8F%91%E5%B8%83
1•DustinEchoes•5m ago•0 comments

I'm 23, building my first startup with $0. Roast my plan

1•dattapt•5m ago•1 comments

When AI Tools Train on AI Output: Model Collapse in Daily Workflows

https://cacm.acm.org/blogcacm/when-ai-tools-train-on-ai-output-model-collapse-in-daily-workflows/
2•pseudolus•7m ago•0 comments

Tiny Tool Town

https://www.tinytooltown.com/
2•sebg•9m ago•0 comments

How and When the Memory Chip Shortage Will End

https://spectrum.ieee.org/dram-shortage
1•Brajeshwar•12m ago•0 comments

New experiments suggest Earth's core contains up to 45 oceans' worth of hydrogen

https://phys.org/news/2026-02-earth-core-oceans-worth-hydrogen.html
1•Brajeshwar•13m ago•0 comments

Physicists Make Electrons Flow Like Water

https://www.quantamagazine.org/physicists-make-electrons-flow-like-water-20260211/
1•Brajeshwar•13m ago•0 comments

The Discourse has been Automated

https://xeiaso.net/notes/2026/the-discourse-has-been-automated/
3•pilif•13m ago•0 comments

Show HN: Rotatrix – Trackball mod capturing full 3-axis rotation for 3D control

https://rotatrix.com/
1•dcliu•15m ago•0 comments

Show HN: InboxAPP – All Your DMs in One API / MCP

https://docs.inboxapp.com
1•kevinpicchi•15m ago•0 comments

Creator Calculator

https://creatorcalculator.app/
2•bellamoon544•15m ago•1 comments

MiniMax M2.5: Faster, stronger, smarter. Built for real-world productivity

https://www.minimaxi.com/news/minimax-m25
2•fynnx•16m ago•0 comments

Chinamaxxing: Why Gen Z wants you to 'diagnose' yourself as Chinese

https://thespinoff.co.nz/internet/26-01-2026/chinamaxxing-why-gen-z-wants-you-to-diagnose-yoursel...
1•bjourne•16m ago•0 comments

Improved UN/LOCODEs

https://github.com/cristan/improved-un-locodes
1•rokejulianlockh•17m ago•0 comments

Show HN: DuoORM – Symmetrical Active Record Pattern for SQLAlchemy 2.0

https://github.com/SiddhanthNB/duo-orm
1•SiddhanthNB•18m ago•1 comments

On the shape of giant soap bubbles

https://pmc.ncbi.nlm.nih.gov/articles/PMC5347548/
2•thunderbong•18m ago•0 comments

Vulcan suffers solid rocket booster problem during USSF-87 launch

https://spaceflightnow.com/2026/02/12/vulcan-suffers-solid-rocket-booster-problem-during-ussf-87-...
1•bookmtn•19m ago•0 comments

Healthcare Jobs Have Become the Engine of America's Labor Market

https://www.wsj.com/economy/jobs/healthcare-jobs-have-become-the-engine-of-americas-labor-market-...
5•ViktorRay•19m ago•0 comments

Cyber Model Arena

https://www.wiz.io/cyber-model-arena
1•galnagli•20m ago•1 comments

Show HN: .portab- a portable file format for transporting browser windows

https://github.com/Shroffx-n/bws
1•shroffx•22m ago•0 comments

Show HN: Beautiful IP Address Data Pages

https://ipdata.co/random
1•jonathan-kosgei•22m ago•0 comments

Clear Accent Waitlist

https://ahsan-apps.com/clearAccent
1•ahsanvirk•23m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•8mo ago
context = "you are a useful model. you evaluate your own output for N steps after the initial user input"

prompt = "here comes a prompt by the user"

context += prompt

for _ in range(N): context += evaluate_llm(context)

Comments

Reubend•8mo ago
Are you asking in terms of how the current crop of "reasoning models" are implemented, or are you asking more philosophically about the nature of true reasoning?

Calling it "refinement" is dismissive. It's generating new information, which is in many cases well beyond the scope of the original prompt.

Reasoning models today are just a marketing spin on chain-of-thought techniques that benefit from reinforcement learning.