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.

Prizewinning Solution of the LeHome Challenge

https://ilialarchenko.com/projects/lehome2026/
1•GaggiX•36s ago•0 comments

NInfer: Tok/s (543 with speculative) for Qwen3.6-35B-A3B on one RTX 5090

https://github.com/Neroued/ninfer
1•opwizardx•2m ago•0 comments

More Money, More Problems

https://www.carlyle.com/carlyle-compass/more-money-more-problems
1•RickJWagner•5m ago•0 comments

NextDemo – product videos that re-render when your app changes

https://nextdemo.app
1•tonyzvony•8m ago•0 comments

Show HN: I created a catalog with embeds for your projects

https://github.com/embedcatalog/embedcatalog
1•aanthonymax•8m ago•0 comments

WazirX stole my crypto and it might be stealing yours too

https://yashmehrotra.com/posts/wazirx-stole-my-crypto-and-it-might-be-stealing-yours-too/
1•yashmehrotra•9m ago•1 comments

XPitch – Football Match Analysis

http://ismailsunni.id/xpitch/help
1•altilunium•11m ago•0 comments

The Computer That Helped Win World War II

https://spectrum.ieee.org/colossus-computer-ieee-milestone
1•sohkamyung•12m ago•0 comments

Gurus

https://orchidfiles.com/gurus/
2•theorchid•12m ago•0 comments

Publishers consider opting out of Google as search traffic declines

https://www.niemanlab.org/2026/07/search-traffic-has-declined-so-much-that-some-publishers-are-co...
3•giuliomagnifico•14m ago•0 comments

Free WhatsApp Sender

https://wawebsender.com
1•aiqanobzfsej5•15m ago•1 comments

You Can't Lay Off a Datacenter

https://okulez.com/blog/you-cant-lay-off-a-datacenter
3•oku_research•15m ago•0 comments

Show HN: VMKeeper, backups for standalone ESXi without vCenter

https://neurontex.eu/vmkeeper
1•vmeiers•15m ago•0 comments

ChatGPT, the Abacus, and Education (2022)

https://blog.charliemeyer.co/chatgpt-the-abacus-and-education/
1•csmeyer•17m ago•0 comments

Google AI Overviews recommend brands your rank tracker never sees

https://medium.com/@a.galecki/google-ai-overviews-recommend-brands-your-rank-tracker-never-sees-e...
1•NodesHub•18m ago•0 comments

Powerful AIs might escape by releasing themselves as open-weight models

https://www.seangoedecke.com/powerful-ais-might-escape-by-releasing-open-weight-models/
1•jbredeche•18m ago•0 comments

Window Hints – Keyboard-first window switching

https://windowhints.com
2•mihau•20m ago•1 comments

The Missing Step Between Agents and Continual Learning

https://lixinge.substack.com/p/the-missing-step-between-agents-and
1•xgli•20m ago•0 comments

Are we living in an age of statistical mediocrity?

https://bbuyukliev.blogspot.com/2026/07/are-we-living-in-age-of-statistical.html
1•bluetomcat•23m ago•0 comments

Build apk vert easily

https://philbuilder.netlify.app
2•henockagbo•26m ago•0 comments

Journalist had his mobile phone seized. Did using GrapheneOS protect his data?

https://www.computerweekly.com/feature/Journalist-Richard-Medhurst-had-his-mobile-phone-seized-Di...
4•rzk•28m ago•0 comments

Tiny inference engine in pure Rust, CPU-only, with TUI visualization

https://github.com/AspadaX/tiny-llama
2•AsapdaX•28m ago•0 comments

Trigger tree is now available as a CI action on GitHub too

https://github.com/Hedde/trigger_tree
1•DevAutomationCC•31m ago•1 comments

The Atlas of Software Engineering Practices

https://eng-atlas.dev/
2•xuancanh•33m ago•0 comments

Lacrima Et Alice Vtuberfr

https://fhentai.net/read/3867871
1•fdfdevev•33m ago•0 comments

Show HN: Frontier model pricing is a rip-off, so I built an open-source CLI

https://kolegacode.com
2•fabioricardo7•37m ago•0 comments

Build and get early validation from your ideas

https://idearify.com
1•isaaksmart•38m ago•0 comments

Science: A New Golden Age

https://www.whitehouse.gov/science/
5•ajackfox•41m ago•1 comments

New Framework Desktop Option with AMD Ryzen AI Max+ Pro 495 and 192GB Memory

https://frame.work/desktop?tab=192gb-coming-soon
13•PhilippGille•42m ago•2 comments

Generative AI floods and dilutes the market for books

https://arxiv.org/abs/2607.20349
2•sbulaev•45m ago•0 comments