frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

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.

Could IPv6 have an edge over IPv4?

https://ssg.dev/could-ipv6-have-an-edge-over-ipv4/
1•sedatk•46s ago•0 comments

New API Models Launched

https://www.hpc-ai.com/blog/DeepSeek_V4_Pro_and_Flash
1•hpcaitech•1m ago•0 comments

MeetMarket: Alternative Gay Hookup App

https://meetmarket.io/welcome
1•trulyhnh•4m ago•0 comments

Show HN: Yes, I vibed coded something But not sure what to do with it

https://trustenvelope.com/
1•ebfe1•4m ago•0 comments

Noyb success: ORF.at must correct misleading cookie banner

https://noyb.eu/en/noyb-success-orfat-must-correct-misleading-cookie-banner
1•latexr•4m ago•0 comments

Dire wolf brought back from extinction after 13,000 years [video]

https://www.youtube.com/watch?v=uxo2xIBe_0Y
1•mgh2•6m ago•0 comments

LatConnect60 investment round: AUKUS HiRes SWIR Satellite constellation

https://spacenews.com/latconnect-60-announces-accelerated-growth-investment-round-to-build-aukus-...
2•defrost•11m ago•0 comments

Gelatine Sculpt: The Secret to Lean Muscle and Tight Skin

https://finance.yahoo.com/sectors/healthcare/articles/gelatine-sculpt-exploding-2026-viral-142500...
1•sarynalp•13m ago•0 comments

Ukkonen's suffix tree algorithm in plain English

https://stackoverflow.com/questions/9452701/ukkonens-suffix-tree-algorithm-in-plain-english
1•cl3misch•17m ago•0 comments

Merlin to Bring Military Autonomy Platform to Commercial Air Cargo

https://www.flyingmag.com/merlin-military-autonomy-commercial-cargo/
1•geox•18m ago•0 comments

Rational quantum mechanics: Testing quantum theory with quantum computers

https://dx.doi.org/10.1073/pnas.2523350123
2•p4bl0•22m ago•2 comments

Achiving 900M Lines of the OIN Linux System Table

https://www.softwareheritage.org/2026/05/18/oin-linux-system-table-software-heritage-archive/
1•pabs3•25m ago•0 comments

Yearslong fight over users' right to tweak smart TV software heads to trial

https://arstechnica.com/gadgets/2026/05/inside-the-fight-to-force-vizio-to-share-linux-based-sour...
2•pabs3•30m ago•1 comments

SpaceX's historic IPO plans: Billions in losses and Musk's ownership

https://www.cnbc.com/2026/05/20/spacex-ipo-live-updates.html
3•1vuio0pswjnm7•33m ago•3 comments

Déjà moo: cows can recognise the faces of people they know

https://www.thetimes.com/uk/science/article/cattle-ability-recall-human-faces-ttn6v0nns
3•petethomas•35m ago•0 comments

BoE Governor says Plans to limit food prices 'not sustainable'

https://www.thetimes.com/business/economics/article/m-and-s-boss-attacks-preposterous-food-price-...
1•petethomas•38m ago•0 comments

I 100% vibecoded a webgame that makes money

https://gunguesser.com
2•abhahbnar•42m ago•0 comments

Musk's SpaceX Reveals Its Finances for the First Time

https://www.nytimes.com/2026/05/20/technology/elon-musk-spacex-ipo.html
2•1vuio0pswjnm7•42m ago•1 comments

Show HN: SkinMax – AI Skin Care Coach

https://howolddoyoulook.com/app
1•beast200•43m ago•0 comments

Anthropic says it's about to have its first profitable quarter

https://techcrunch.com/2026/05/20/anthropic-says-its-about-to-have-its-first-profitable-quarter/
1•nl•46m ago•1 comments

Jeff Bezos says bottom half of earners should pay zero in income taxes

https://www.cnbc.com/2026/05/20/jeff-bezos-income-taxes.html
1•khutorni•49m ago•1 comments

OpenAI Stargate: where the US sites stand

https://epoch.ai/blog/openai-stargate-where-the-us-sites-stand
2•nl•50m ago•0 comments

Meta Begins Laying Off Employees as It Transforms Around AI

https://www.wsj.com/tech/ai/meta-begins-laying-off-thousands-of-employees-as-it-transforms-around...
3•1vuio0pswjnm7•50m ago•0 comments

Wispr Flow Is Broken

https://old.reddit.com/r/WisprFlow/comments/1thejf4/wisprflow_what_is_going_on/
1•ayushchat•51m ago•0 comments

Put yourself in a loop with your coding agents

https://github.com/AsteroidHunter/expediter
2•AsteroidHunter•51m ago•3 comments

Dumbshit.app

https://dumbshit.app
2•robsch•52m ago•0 comments

DiffsHub

https://diffshub.com/
2•tosh•53m ago•0 comments

PR Diff Speed Matters

https://twitter.com/mitchellh/status/2057229385963618787
2•tosh•54m ago•0 comments

[RFC] Open Access to Standards Documents – LLVM Project

https://discourse.llvm.org/t/rfc-open-access-to-standards-documents/90856
1•matt_d•54m ago•0 comments

Show HN: FKS2G – LLM-backed metrics for deciding how closely to review code

https://github.com/kmdupr33/fks2g
1•kmdupree•56m ago•0 comments