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.

Global scammers use US tech to fleece people

https://apnews.com/article/scams-fraud-technology-ai-impostor-scam-phishing-12f549d5203abd38857c4...
3•jethronethro•1m ago•0 comments

Edeward Neumeier talks about 'RoboCop'

http://www.money-into-light.com/2013/07/edward-neumeier-talks-about-robocop.html
1•firasd•2m ago•0 comments

Taking the Temperature of Black Holes(2019)

https://www.bbc.com/news/uk-scotland-47773553
1•rolph•6m ago•0 comments

Tea-dash – a gh-dash-style terminal dashboard for Gitea and Forgejo

https://github.com/gbarany/tea-dash
1•gbarany•8m ago•0 comments

Show HN: Markdown to PDF CLI Tool

https://github.com/leonardosalasd/doc-engine-cli
2•leonardosalasd•12m ago•1 comments

My AI-built PHP engine in Rust passes 17% of PHP-src tests, renders WordPress

https://ekinertac.com/blog/i-dont-know-rust-my-ai-is-rewriting-php-in-it/
1•ekinertac•14m ago•0 comments

GoDaddy argues India's fake site crackdown could damage internet

https://www.reuters.com/world/worlds-biggest-domain-seller-fears-indias-fake-site-crackdown-could...
2•1vuio0pswjnm7•18m ago•1 comments

Small, odd, fleeting moments in which a neighborhood briefly exceeds itself

https://www.neighborhood-stills.com/
1•alexandruboia•19m ago•0 comments

The tests are the code now

https://softwaredoug.com/blog/2026/03/10/the-tests-are-the-code-now
2•softwaredoug•21m ago•0 comments

Alibaba/page-agent: in-page GUI agent. Control web interfaces

https://github.com/alibaba/page-agent
1•jonnonz•21m ago•0 comments

I Went Looking for Dignity and found it here [video]

https://www.youtube.com/watch?v=4gFGFbctEe0
1•pshapiro99•23m ago•1 comments

How AI Became More Expensive Than the Workers It Replaced [video]

https://www.youtube.com/watch?v=cfaZZPjA3g0
1•Bender•26m ago•0 comments

Linux DRM Scheduler Patches Yield Improvement for Job Submission Latency

https://www.phoronix.com/news/DRM-Scheduler-Lower-Job-Submit
1•Bender•29m ago•0 comments

Don't Hang Up on AI Scammers. Do This Instead [video]

https://www.youtube.com/watch?v=lk3jCuITwcE
1•wisemanwillhear•29m ago•0 comments

Show HN: Mise – A keyboard-driven Python/Qt6 browser built for fanless laptops

https://github.com/Rakosn1cek/Mise
1•Rakosn1cek•33m ago•0 comments

Exclusive-Meta's Zuckerberg says AI agent tech progressing slower than expected

https://finance.yahoo.com/technology/ai/articles/exclusive-zuckerberg-says-ai-agent-201123441.html
1•_____k•33m ago•0 comments

Show HN: Sieze the means of production from our agentic overlords

https://github.com/Xophmeister/wean
2•Xophmeister•35m ago•0 comments

Show HN: I built an encrypted BLE dongle for pasting stuff to air-gapped devices

https://github.com/Brisk4t/ToothPaste
2•Brisk4t•36m ago•1 comments

Operation Ivy Bells

https://en.wikipedia.org/wiki/Operation_Ivy_Bells
3•m-hodges•37m ago•0 comments

Visualize how many files in a codebase you contributed

https://app.principal-ade.com/anomalyco/opencode
2•fernando-ram•41m ago•0 comments

Early Web Links

https://earlyweblinks.com/
1•bookofjoe•47m ago•1 comments

Arroup – record screen, edit, share with link

https://www.arroup.com/
1•vladsmigelski•50m ago•1 comments

How to build a full body ultrasound [video]

https://www.youtube.com/watch?v=4nzzpUKhj1M
1•Element_•50m ago•0 comments

$85,000 in tokens later: What I learned from scaling agentic coding at Lovable

https://lovable.dev/blog/85000-in-tokens-later-scaling-agentic-coding-at-lovable
2•aliclark•50m ago•1 comments

A Peculiarly Dutch Summer Rite: Children Let Loose in the Night Woods (2019)

https://www.nytimes.com/2019/07/21/world/europe/netherlands-dropping-children.html
1•edward•51m ago•0 comments

One Month of Ecosystem Security Engineering

https://thephp.foundation/blog/2026/06/23/one-month-of-ecosystem-security-engineering/
1•campuscodi•52m ago•0 comments

Show HN: Using Wake-on-LAN for an AI Project

https://guilhermefrj.medium.com/i-built-a-local-chatgpt-killer-on-a-single-rtx-5080-heres-everyth...
1•guilhermef•52m ago•0 comments

The Unique Universe (2009)

https://physicsworld.com/a/the-unique-universe/
3•mellosouls•58m ago•0 comments

GTA 2 ported to JavaScript, with WebRTC P2P multiplayer

https://gta2js.vercel.app/
4•possiblelion•1h ago•1 comments

Babel, a construction that builds and unbuilds itself forever

https://sand-morph.up.railway.app/babel
1•echohive42•1h ago•0 comments