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OpenClaw as the Universal Operating System for Agents

https://bit.kevinslin.com/p/openclaw-as-the-universal-operating
1•kevinslin•1m ago•0 comments

Why Japanese companies do so many different things

https://davidoks.blog/p/why-japanese-companies-do-so-many
1•d0ks•1m ago•0 comments

Don't put aria-label on generic elements like divs

https://www.matuzo.at/blog/2026/aria-label-generic-elements
1•cyanbane•1m ago•0 comments

"I'm Mad as Hell" scene from Network (1976) [video]

https://www.youtube.com/watch?v=_RujOFCHsxo
1•rglover•1m ago•0 comments

Making my tokens Drought Proof

https://blog.bix.computer/blog/routing-around-token-drought/
1•two-sandwich•2m ago•1 comments

Genetic analysis of circulating metabolic traits in 619,372 individuals

https://www.nature.com/articles/s41586-026-10532-5
1•bookofjoe•2m ago•0 comments

My own vxsort re-implemented with "modern" C++

https://github.com/damageboy/vxsort-cpp
1•tosh•2m ago•0 comments

Mp4 Conv New Innovation

https://tulix.com/mp4conv/
1•TheSolution1•4m ago•0 comments

Aldus Manutius

https://en.wikipedia.org/wiki/Aldus_Manutius
1•simonebrunozzi•5m ago•0 comments

Recreating a Two Million Particle World at 30 Hz over WebSocket with Centrifugo

https://centrifugal.dev/blog/2026/05/21/two-million-particles-on-centrifugo
1•FZambia•5m ago•0 comments

Everyone is an AI cop now

https://lithub.com/everyone-is-an-ai-cop-now-what-happens-when-an-ai-generated-story-wins-a-prest...
2•zug_zug•6m ago•1 comments

SecretVault – Split secrets into two halves, AES-256, runs in browser

https://sv.mangolila.at
1•MikeTheBiker•8m ago•0 comments

AI Coding Assistants

https://www.winstoncooke.com/blog/on-ai-coding-assistants/
2•evakhoury•9m ago•0 comments

Shein Buys Everlane

https://www.nytimes.com/2026/05/22/style/shein-everlane-fast-fashion-sustainability.html
2•vthommeret•9m ago•0 comments

'The whole system has to be reimagined' – Newsom calls for rethinking economy

https://www.politico.com/news/2026/05/19/gavin-newsom-cap-economy-ai-boom-00927930
2•SilverElfin•12m ago•2 comments

Use Boring Languages with LLMs

https://jry.io/writing/use-boring-languages-with-llms/
3•evakhoury•12m ago•0 comments

Show HN: Self-hosted Workspace alternative with a plugin SDK

https://tinycld.org/
1•nathanstitt•13m ago•1 comments

A fake client's project tried to hack my machine with RCE

https://dev.shivagaire.com.np/linkedin-client-rce-backdoor-npm-install
1•sambhu•15m ago•1 comments

Are you a philosophical zombie driven by Claude?

https://blog.cosmos-institute.org/p/are-you-a-philosophical-zombie-driven
1•nrsapt•15m ago•1 comments

Selling SaaS in Germany

https://embedworkflow.com/blog/selling-saas-in-germany-austria-and-switzerland-dach/
1•ewf•18m ago•0 comments

When Code Is Cheap, Does Quality Still Matter?

https://yusufaytas.com/does-code-quality-still-matter
10•yusufaytas•19m ago•0 comments

The quantum realm, the cosmological realm, and the multiverse, in 69 minutes

https://bigthink.com/series/full-interview/multiverse-oluseyi/
2•lschueller•21m ago•0 comments

A Forth-inspired language for writing websites

https://robida.net/entries/2026/05/21/a-forth-inspired-language-for-writing-websites
5•speckx•22m ago•0 comments

China's AI optimism isn't what it seems

https://asteriskmag.substack.com/p/chinas-ai-optimism-isnt-what-it-seems
1•jimmydoe•23m ago•0 comments

London Cool Spaces Map

https://apps.london.gov.uk/cool-spaces/
1•beejiu•23m ago•0 comments

Boarding China's Last Bus

https://asteriskmag.com/issues/14/chinas-last-bus
2•herbertl•24m ago•0 comments

Meta released a new Reddit-like app called Forum

https://www.engadget.com/2179165/meta-forum-groups-app/
1•apparent•25m ago•0 comments

Tell HN: DeepSeek-V4-Pro 75% discount promo is now permanent

3•jimmydoe•25m ago•1 comments

AI errno(2) values

https://www.netmeister.org/blog/ai-errno.html
1•zdw•26m ago•0 comments

Believe It or Not, the Government Is Adopting AI to Make Your Life Easier

https://www.bigtechnology.com/p/believe-it-or-not-the-government
1•lschueller•26m ago•0 comments
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.