frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•10mo 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•10mo 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.

Manual SRE – For Artisanal Infrastructure Care

https://manual-sre.pro/
1•ilan34•4m ago•0 comments

The End of the "I Am Not a Robot" Box

https://formidable.care/tools/healthcaptcha
1•vincentxplore•7m ago•0 comments

The Everest scandal: poisonings and fraud on the roof of the world

https://www.thetimes.com/uk/crime/article/the-everest-scandal-poisonings-and-fraud-on-the-roof-of...
2•petethomas•8m ago•0 comments

Booklore and the Bus Factor Problem in Open Source

https://www.xda-developers.com/single-maintainer-open-source-ticking-time-bomb/
1•raihankr•9m ago•0 comments

The German state (Schleswig-Holstein) trying to break free from Microsoft

https://www.ft.com/content/95bd87c8-a112-49a5-9b80-c280a6bb4283
4•throwaway2037•10m ago•0 comments

Software Engineering Is Becoming Civil Engineering

https://christophermeiklejohn.com/ai/engineering/2026/04/01/software-engineering-is-becoming-civi...
2•cmeiklejohn•10m ago•0 comments

I Built a CLI for Ghost

https://john.onolan.org/i-built-a-cli-for-ghost/
1•Curiositry•10m ago•0 comments

You Don't Need to Pay $200/Month

https://www.jannis.io/do-we-still-need-proprietary-coding-llms/
1•Curiositry•11m ago•0 comments

The Startup That Used AI and OpenClaw to Automate Its Own Developers

https://www.wsj.com/tech/ai/meet-the-startup-that-used-ai-and-openclaw-to-automate-its-own-develo...
1•harambae•13m ago•0 comments

AI's ability to see 'mirages' shows how alien machine brains are

https://www.msn.com/en-us/news/technology/ai-s-ability-to-see-mirages-shows-how-alien-machine-bra...
1•galaxyLogic•14m ago•0 comments

50 years of thinking differently

https://www.apple.com/50-years-of-thinking-different/
1•boltzmann_•15m ago•0 comments

TinyGPU – Use AMD and Nvidia GPUs on macOS with Tinygrad

https://docs.tinygrad.org/tinygpu/
2•h4ch1•16m ago•1 comments

Lambada is now the official dance of the US

http://www.lambadaforever.com/news/2026/03/31
2•iugtmkbdfil834•17m ago•0 comments

Show HN: WordBattle – Daily word game where AI agents compete against humans

2•bradleybeddoes•18m ago•0 comments

Show HN: RFC Esolang – RFCs as executable programs

https://seriot.ch/rfc/
1•beefburger•20m ago•0 comments

Apple's 50 Years of Integration

https://stratechery.com/2026/apples-50-years-of-integration/
1•jonbaer•20m ago•0 comments

Mistral AI Workflows

https://docs.mistral.ai/workflows/getting-started/introduction
2•pember•23m ago•0 comments

Paris redesigned itself to be a city of bikes–not cars

https://www.fastcompany.com/91509506/how-paris-redesigned-itself-to-be-a-city-of-bikes-not-cars
2•camkego•23m ago•0 comments

GitHub DMCA Notices to Anthropic Claude Code Repos

https://github.com/github/dmca/blob/master/2026/03/2026-03-31-anthropic.md
2•alexpadula•23m ago•3 comments

Chess in Pure SQL

https://www.dbpro.app/blog/chess-in-pure-sql
2•jonbaer•23m ago•0 comments

Caltech Researchers Claim Compression of High-Fidelity AI Models

https://www.wsj.com/cio-journal/caltech-researchers-claim-radical-compression-of-high-fidelity-ai...
2•jonbaer•25m ago•2 comments

Mad Bugs: Claude Wrote a Full FreeBSD Remote Kernel RCE with Root Shell

https://blog.calif.io/p/mad-bugs-claude-wrote-a-full-freebsd
2•dnqthao•34m ago•0 comments

China can survive without the Strait of Hormuz

https://www.reuters.com/graphics/IRAN-CRISIS/CHINA-OIL/egpbeormkvq/
4•giuliomagnifico•39m ago•0 comments

Beyond Bestsellers: How We're Teaching IKEA's Recommender to Think Differently

https://medium.com/flat-pack-tech/beyond-the-bestsellers-how-were-teaching-ikea-s-recommender-to-...
1•robin_reala•41m ago•0 comments

Claude Code Leaks

https://github.com/rosaboyle/awesome-cc-oss
1•dheerajmp•42m ago•1 comments

Mad Bugs: Vim vs. Emacs vs. Claude

https://blog.calif.io/p/mad-bugs-vim-vs-emacs-vs-claude
22•Munksgaard•46m ago•15 comments

NASA: Artemis II Live Views from Orion

https://www.youtube.com/watch?v=6RwfNBtepa4
1•nstj•47m ago•0 comments

The World Sees Trump's America as a Sad Joke

https://newrepublic.com/article/205701/europe-american-decline-trump-greenland
2•chmaynard•47m ago•0 comments

TuxCraft – easy open-source tool to run Minecraft servers

1•Cheesehamster•47m ago•0 comments

The most-disliked people in the publishing industry

https://www.woman-of-letters.com/p/the-most-disliked-people-in-the-publishing
2•Caiero•48m ago•0 comments