frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•11mo 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•11mo 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.

Show HN: A DNS Security Audit Tool

https://dns-audit.com/
1•marmot777•1m ago•0 comments

Anthropic's Mythos Helped Find Bugs in Apple's Desktop Operating System

https://www.wsj.com/tech/ai/anthropics-mythos-helped-find-bugs-in-apples-desktop-operating-system...
1•malshe•2m ago•1 comments

Building a Cashflow Projection Dashboard

https://theautomatedoperator.substack.com/p/building-a-cashflow-projection-dashboard
1•idopmstuff•3m ago•0 comments

Crypto Scam Victim Sues IRS to Deduct $800k in Losses

https://news.bloombergtax.com/daily-tax-report/crypto-scam-victim-sues-irs-to-deduct-800-000-in-l...
1•1vuio0pswjnm7•3m ago•0 comments

Colored microplastics could be making global warming worse

https://phys.org/news/2026-05-microplastics-global-worse.html
1•PaulHoule•3m ago•0 comments

Running Codex Safely at OpenAI

https://openai.com/index/running-codex-safely/
1•gmays•5m ago•0 comments

S.4214 – Artificial Intelligence Data Center Moratorium Act

https://www.congress.gov/bill/119th-congress/senate-bill/4214/text
1•ridiculous_leke•5m ago•0 comments

Bun v1.3.14

https://bun.com/blog/bun-v1.3.14
2•hebelehubele•7m ago•0 comments

Show HN: An interactive map of hidden AI dev agent action paths

https://www.clyra.cc/lab/
1•davidresilify•7m ago•0 comments

Violin: An open-source video translation tool (and agent skills)

https://github.com/shang-zhu/violin
1•zhushang•8m ago•1 comments

Show HN: I realized job search is basically an email problem so I built JobBox

https://www.jobbox.cc
1•archleaf•10m ago•0 comments

Linux is incredible, but these things will frustrate you if you're not ready

https://www.makeuseof.com/know-these-things-before-switching-to-linux/
1•losgehts•10m ago•0 comments

Redun: Yet another redundant workflow engine

https://github.com/insitro/redun
1•mrauha•10m ago•0 comments

Download and Streaming: Moving Image Archive: Internet Archive

https://archive.org/details/movies
1•bilsbie•12m ago•0 comments

The Elon Musk vs. Sam Altman battle is a distraction

https://www.theguardian.com/technology/commentisfree/2026/may/14/elon-musk-sam-altman-ai-feud
2•laurex•15m ago•0 comments

Welcome to Hanakai

https://hanakai.org/blog/2026/05/01/welcome-to-hanakai
1•mooreds•15m ago•0 comments

Show HN: Klent – one click between your AI agent and a prod blast radius

https://klent.dev
1•zequera•16m ago•0 comments

Agents Don't Travel Well

https://mattgoodrich.com/posts/my-ai-workspace-tmux-cloudflared/
1•mooreds•16m ago•0 comments

I Built Deckard

https://mike.lapidak.is/posts/icloud-mcp-server-deckard/
1•mooreds•16m ago•0 comments

How salt water is restoring life to parts of the Queensland coast

https://www.abc.net.au/news/2026-05-02/removing-tidal-barriers-on-farmland-to-create-wetlands/106...
1•speckx•16m ago•0 comments

I spent 8 years building Google Sheets. Now I think apps are on their way out

https://fortune.com/2026/05/13/google-sheets-engineer-apps-ending-meta-app-ai-zach-lloyd-warp/
1•zcrar70•16m ago•0 comments

NetBSD 11.0 RC4: Final release candidate before 11.0

https://blog.netbsd.org/tnf/entry/netbsd_11_0_rc4_available
2•jaypatelani•16m ago•1 comments

VUI – open-source Jarvis stack with a 300M TTS Model

https://twitter.com/harrycblum/status/2054938872249741812
4•bazlan•16m ago•3 comments

Listen and learn: you can hear when someone is lying

https://www.theguardian.com/science/2026/may/14/hidden-secret-to-spotting-a-liar-voice-inflections
1•laurex•17m ago•0 comments

I Found Some Backrooms Photos Set (more info about the site in discuss)

https://backrooms-pantheon.wikidot.com/the-new-revolution-raceway
1•RunFunVR•18m ago•1 comments

MIT: 20% drop in incoming graduate students

https://president.mit.edu/writing-speeches/video-transcript-message-president-kornbluth-about-fun...
77•dmayo•22m ago•57 comments

Claude AI recovers an 11 yrs old BTC wallet holding 400k USD

https://www.tomshardware.com/tech-industry/cryptocurrency/bitcoin-trader-recovers-usd400-000-usin...
22•cednore•23m ago•3 comments

Al Jazeera documentary highlights USC's sale of dead bodies to US Navy, Israel

https://www.uscannenbergmedia.com/2026/05/11/al-jazeera-documentary-highlights-uscs-sale-of-dead-...
33•diogenescynic•24m ago•5 comments

Oklo: A 2B-year-old natural reactor

https://www.sciencehistory.org/stories/disappearing-pod/the-worlds-only-natural-nuclear-reactor/
1•oganesson•24m ago•0 comments

Improving token efficiency in GitHub Agentic Workflows

https://github.blog/ai-and-ml/github-copilot/improving-token-efficiency-in-github-agentic-workflows/
1•gmays•24m ago•0 comments