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.

Technical debt has caught up to me again (storage)

https://eggrain.blog/technicaldebtonooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo...
1•eggrain•14s ago•0 comments

GEDD – A Systematic Evidence Driven LLM as a Judge Framework

https://github.com/aws-samples/sample-GEDD
1•balasvce2026•44s ago•0 comments

LLMs aren't conscious (and thinking they are is culturally dangerous)

https://www.theintrinsicperspective.com/p/dont-dethrone-consciousness
2•momentmaker•1m ago•0 comments

New Claude Opus 4.6, Stock Sell-Off and Super Bowl Ads

https://cmpld.ai/issues/004/
1•mantcz•5m ago•0 comments

Engram: Offline MCP memory server for AI coding tools to share memory

https://github.com/dgr8akki/engram
1•dgr8akki•7m ago•0 comments

Anthropic suspends new AI tools over US Government security concerns

https://www.bbc.com/news/articles/c932g3v3e13o
4•wslh•8m ago•0 comments

Rival GPUs Share One Linux Desktop

https://news.opensuse.org/2026/06/11/rival-gpus-share-desktop/
1•ferryth•13m ago•0 comments

China's control over indium phosphide exports threatens AI data centre rollout

https://www.reuters.com/world/china/chinas-control-over-indium-phosphide-exports-threatens-ai-dat...
1•ironyman•14m ago•0 comments

Why Millions Are Falling for Thailand's Same-Sex Romance Dramas

https://www.bloomberg.com/news/features/2026-06-12/thailand-turns-boys-love-girls-love-tv-dramas-...
1•petethomas•15m ago•0 comments

Zero Calcium. Doubled Plaque

https://substance-over-noise.beehiiv.com/p/zero-calcium-doubled-plaque
1•brandonb•20m ago•0 comments

Judge orders Trump admin to restore Park changes at sites that 'disparaged' US

https://apnews.com/article/trump-national-parks-lawsuit-c39eee6f77c2e782fc494e2167bf5a39
4•petethomas•23m ago•1 comments

John Basinger, Who Memorized All 12 Books of 'Paradise Lost,' Dies at 92

https://www.nytimes.com/2026/06/09/arts/john-basinger-dead.html
3•bookofjoe•23m ago•2 comments

I stay connected as a digital minimalist

https://blog.sulimans.space/how-i-stay-connected-as-a-digital-minimalist/
2•speckx•24m ago•0 comments

Reading a cryptominer from its strace

https://frn.sh/tforks/
1•shellpipe•25m ago•1 comments

Book Review (2/26): How Africa Works by Joe Studwell

https://www.africanistperspective.com/p/book-review-226-how-africa-works
1•paulpauper•25m ago•0 comments

The AI Capex Ledger: Who Pays, Who Earns, and What the Bond Market Is Missing

https://geometricinvestor.substack.com/p/the-ai-capex-ledger
1•paulpauper•25m ago•0 comments

The AI Scenario for Europe?

https://europe2031.ai/summary/
1•paulpauper•26m ago•0 comments

Update on Anthropic Situation

https://twitter.com/i/status/2065853007619588171
4•iamronaldo•29m ago•2 comments

A Declaration of the Independence of Cyberspace (1996)

https://www.eff.org/cyberspace-independence
4•simonebrunozzi•33m ago•1 comments

We aren't getting to AGI without a fight

1•Jimmc414•34m ago•0 comments

News from WWDC26: WebKit in Safari 27 beta

https://webkit.org/blog/17967/news-from-wwdc26-webkit-in-safari-27-beta/
2•ksec•35m ago•0 comments

The MilkV Jupiter 2/SpacemiT K3 – Tao of Mac

https://taoofmac.com/space/reviews/2026/06/11/1830
2•rbanffy•36m ago•0 comments

Ask HN: How "looped" or autonomous is your actual coding workflow?

1•lasky•36m ago•2 comments

The American World Cup Introduced Ad Breaks–and Everyone Hates It

https://www.wsj.com/sports/soccer/world-cup-ad-breaks-hydration-fifa-5d302605
4•impish9208•37m ago•1 comments

Calvino and the Machines

https://engelsbergideas.com/notebook/calvino-and-the-machines/
3•bryanrasmussen•38m ago•0 comments

Ask HN: How do you avoid / get out of LLMs local minima?

1•d--b•38m ago•1 comments

Samsung Heavy moves to lead floating data centers with global partners

https://biz.chosun.com/en/en-industry/2026/06/03/YC7JPQ5K75C4XCZFOQRKNYJHLY/
1•_____k•38m ago•0 comments

Red Hat Enterprise Linux Test Page

http://supportdownloads.adobe.com
2•ttd•39m ago•2 comments

The Checkup I Didn't Do

https://deknijf.com/posts/the-checkup-i-didnt-do/
1•rdeknijf•39m ago•0 comments

RPG Maker forum users racing to archive almost 15 years of valuable resources

https://www.eurogamer.net/rpg-maker-forum-shutting-down
2•ksec•40m ago•0 comments