frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•6mo 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•6mo 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.

Cryptographers Held an Election. They Can't Decrypt the Results

https://www.nytimes.com/2025/11/21/world/cryptography-group-lost-election-results.html
2•FabHK•4m ago•1 comments

Charter of Democratic Pansystemism:Replacing the Constitution with Cybernetics [pdf]

https://files.catbox.moe/raqnfv.pdf
1•ytisnotatube•10m ago•0 comments

Titanic Passenger's Watch Sells for Record £1.78M at Auction

https://vechron.com/2025/11/titanic-isidor-straus-watch-auction-record-1-78-million/
8•ashishgupta2209•11m ago•1 comments

The Definitive Classic Mac Pro (2006-2012) Upgrade Guide

https://blog.greggant.com/posts/2018/05/07/definitive-mac-pro-upgrade-guide.html
1•surprisetalk•12m ago•0 comments

Space Type Generator

https://spacetypegenerator.com/stripes
1•surprisetalk•13m ago•0 comments

How to make precise sheet metal parts (photochemical machining) [video]

https://www.youtube.com/watch?v=bR9EN3kUlfg
1•surprisetalk•13m ago•0 comments

How to Long Game

https://www.ystrickler.com/how-to-long-game/
1•surprisetalk•13m ago•0 comments

How Antidepressants Work [video]

https://www.youtube.com/watch?v=xyAoMtFb0Rg
1•ckw•14m ago•0 comments

Unusual circuits in the Intel 386's standard cell logic

https://www.righto.com/2025/11/unusual-386-standard-cell-circuits.html
3•Stratoscope•17m ago•0 comments

There are nine wolves inside of you

https://usefulfictions.substack.com/p/there-are-nine-wolves-inside-of-you
1•eatitraw•19m ago•0 comments

Ask HN: Are You Lost?

1•Topgamer7•21m ago•1 comments

MLP OC Maker – AI Tool for Creating My Little Pony–Style Original Characters

https://aiocmaker.com/oc-maker/mlp-oc-maker
1•xiaoshumiao•23m ago•1 comments

MCP Apps just dropped (OpenAI and Anthropic collab) and I think this is huge

http://blog.modelcontextprotocol.io/posts/2025-11-21-mcp-apps/
1•mercury24aug•24m ago•1 comments

Why your speedometer is lying to you (in a good way)

https://sidecar.clutch.engineering/news/2025/11/22/Why-your-speedometer-is-lying-to-you/
1•featherless•27m ago•0 comments

A Detailed M&A Journey Selling My Company

https://blog.thefoundermanual.com/p/my-m-a-journey-selling-classhook
1•adeeb•32m ago•0 comments

Byju's founder to appeal U.S. court order to pay over $1B in bankruptcy case

https://techcrunch.com/2025/11/22/byjus-founder-to-appeal-u-s-court-order-to-pay-over-1b-in-bankr...
1•jimexp69•33m ago•0 comments

Serenity, Courage, Wisdom and AI

https://thehumanspirit.substack.com/p/serenity-courage-wisdom-and-ai
1•OgsyedIE•35m ago•0 comments

Show HN: Emoji Translator

https://emojitranslator.cc
1•HenryZheng99•39m ago•0 comments

Compute Forecast (AI 2027)

https://ai-2027.com/research/compute-forecast
1•jxmorris12•40m ago•0 comments

Demis Hassabis Reveals Google's 'Secret' Behind Benchmark-Topping Gemini 3

https://officechai.com/ai/demis-hassabis-reveals-googles-secret-behind-benchmark-topping-gemini-3/
1•salkahfi•41m ago•0 comments

New BoM Site Totalled $96M

https://www.smh.com.au/politics/federal/total-bill-for-bom-s-new-website-came-in-at-96-million-20...
1•razodactyl•45m ago•1 comments

Newest Starship booster is significantly damaged during testing

https://arstechnica.com/space/2025/11/newest-starship-booster-is-significantly-damaged-during-tes...
1•perihelions•45m ago•0 comments

Jeffrey Epstein's Inbox

https://epsteininbox.com/
1•hgarg•52m ago•1 comments

Show HN: I recreated fuse wallets app onboarding in SwiftUI and made it reusable

https://github.com/georgecartridge/FuseAppOnboarding
4•georgecartridge•59m ago•0 comments

Kids for cash scandal (2004-8, for-profit incarceration in PA)

https://www.youtube.com/watch?v=tyPGSJUw87I
4•burnt-resistor•1h ago•0 comments

Global Insider Trading Network Charged W Securities Fraud AndMoney Laundering

https://www.justice.gov/usao-ma/pr/eight-members-global-insider-trading-network-charged-securitie...
2•737min•1h ago•0 comments

Tinker: Thinking Machines Lab Thoughts

https://pranavc28.github.io/blog/posts/generative-ui-tinker/
1•pranavc28•1h ago•1 comments

Tesla Sued Over Another Fatal Crash in Growing Scrutiny of Doors

https://www.bloomberg.com/news/articles/2025-11-21/tesla-sued-over-another-fatal-crash-in-growing...
1•voxadam•1h ago•1 comments

Ask HN: How Newton did so much without tea or coffee?

3•upxx•1h ago•3 comments

Show HN: Use AI to Clean Data at Scale

https://www.cluedin.com/home
2•jerrong•1h ago•0 comments