frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•1y 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•1y 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.

Free Tool for Creating Laser-Cut Topographic Maps

https://topostack.echofoxtrot.works
1•loidolt•2m ago•1 comments

Universal Declaration of the Three Laws of Autonomous Agents

https://huggingface.co/blog/anurajke/universal-declaration-of-the-three-laws-of-autonom
1•anuraj•4m ago•0 comments

We got admin access to Baseten's production GitHub in 25 minutes

https://www.strix.ai/blog/baseten-harbor-github-pat-takeover
5•bearsyankees•9m ago•1 comments

OpenRouter users spent more on OpenAI models than on Anthropic models last week

https://twitter.com/OpenRouter/status/2099898254905549220
3•tosh•9m ago•0 comments

Intro to voltages and power in computing and possibility of reducing it

https://valley-lake-hill-plaza.grok.me/
1•logicallee•10m ago•1 comments

Day 13. Three production applications on AWS down

2•alt_tab•10m ago•0 comments

Fluid Script: Simple .NET server side scripting with browser breakpoints

https://github.com/jorgeleo/fluid-script
1•jorgeleo•11m ago•1 comments

Hackers say they breached Italian state email to target Revolut 'crypto whales'

https://www.ft.com/content/464142c6-7ba6-4bdb-83ca-6a4f18da4d96
2•almostkindatech•11m ago•0 comments

What we do to the web, we do to ourselves

https://spiffworks.substack.com/p/what-we-do-to-the-web-we-do-to-ourselves
1•danfunk•15m ago•1 comments

Show HN: A writing coach that's not allowed to write your sentences

https://app.oghmere.com/try/HACKERNEWS2026
2•ygjb•15m ago•0 comments

Is science journalism dying? Comparing a "science crash" 40 years ago to today

https://www.niemanlab.org/2026/09/is-science-journalism-dying-comparing-a-science-crash-40-years-...
1•rdmuser•15m ago•0 comments

Is Compounding Inference as Powerful as Compounding Interest?

https://blog.neurometric.ai/p/compounding-inference-is-as-powerful
1•robmay•16m ago•0 comments

Shifting news authorities and democratic resilience

https://www.coe.int/en/web/freedom-expression/-/shifting-news-authorities-and-democratic-resilien...
1•taubek•17m ago•0 comments

Measuring AI's Impact on Delivery Speed

https://www.jamesshore.com/v2/blog/2026/measuring-ais-impact-on-delivery-speed
2•speckx•18m ago•0 comments

Human extinction 'just a matter of time' if AI slowdown doesn't go far enough

https://www.ctvnews.ca/sci-tech/article/state-of-emergency-montreal-based-ai-expert-says-industry...
2•hmokiguess•19m ago•1 comments

AI-Based Coding and Alienation

https://arnerief.net/en/articles/ai-coding-alienation/
1•olwmc•20m ago•0 comments

Show HN: Amika – Multiplayer cloud workstations for coding agents and humans

https://www.amika.dev/
2•dbmikus•22m ago•1 comments

Meta launches subscriptions with enhanced AI features

https://www.reuters.com/business/meta-launches-subscriptions-with-enhanced-ai-features-2026-09-15/
1•thm•22m ago•0 comments

Scientists discover switch that shuts down inflammation

https://www.sciencedaily.com/releases/2026/09/260911214306.htm
2•elo2000•22m ago•0 comments

Google copied our open-source code, removed engineers' names without credit

https://www.reddit.com/r/reinforcementlearning/comments/1wg1unx/google_copied_our_opensource_code...
3•jacquesm•23m ago•0 comments

Nobody pays for open source. We can force them to

https://seldo.com/posts/nobody-pays-for-open-source-we-can-force-them-to/
2•latchkey•23m ago•0 comments

Hugging Face is billing OpenAI $100M for hacking it

https://thenextweb.com/news/hugging-face-delangue-openai-100m-compute-traces-demand
8•cwwc•24m ago•0 comments

A new device helps severely paralysed patients communicate

https://www.economist.com/science-and-technology/2026/09/14/a-new-device-helps-severely-paralysed...
1•Brajeshwar•26m ago•0 comments

An updated look for the Raspberry Pi Desktop

https://www.raspberrypi.com/news/an-updated-look-for-the-raspberry-pi-desktop/
2•Brajeshwar•26m ago•0 comments

An Update on Wayback Machine Access

https://blog.archive.org/2026/09/15/an-update-on-wayback-machine-access/
5•ChrisArchitect•28m ago•0 comments

From Indigenous Loss, a Potent Legal Argument on Climate

https://e360.yale.edu/features/julian-aguon-interview
1•Brajeshwar•30m ago•0 comments

Verification Layer for Any Model

https://abloh.dev
1•unicornvom12•30m ago•1 comments

B2B SaaS Meta Ads: A Funnel-to-Creative Matrix

https://adriselab.com/blog/b2b-saas-meta-ads-creative-funnel-matrix
1•canermoraly•31m ago•0 comments

Auto-autoresearch: self-improving agents on Karpathy's NanoChat benchmark

https://rekursiv.ai/blog/autoautoresearch/
1•hyperparticle•31m ago•0 comments

Public Data for Health at the OpenAI Foundation

https://openaifoundation.org/news/public-data-for-health
1•abhishaike•33m ago•0 comments