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Classic 7 is a Windows 10 LTSC mod to look 1:1 to Windows 7

https://classic7.lol/
1•jandeboevrie•2m ago•0 comments

Show HN: I got tired of AI agents using outdated libs, so I built them an OS

https://neonia.io
1•olex-green•3m ago•0 comments

Moxy, a Go reliability layer for Redis-style queues

https://github.com/an8kk/moxy
1•an8kk•7m ago•0 comments

Windows 11 PCs Compared to MacBook Neo

https://signal65.com/research/windows-11-pcs-compared-to-macbook-neo/
2•tosh•11m ago•0 comments

GitHub Copilot considering offering open source models in subscription plans

https://old.reddit.com/r/GithubCopilot/comments/1tclrdl/there_are_three_new_models_on_the_gh_copi...
1•theanonymousone•12m ago•0 comments

CringeLink – Auditing how midwit a LinkedIn post is on six independent axes

https://cringelink.com
1•pro_methe5•15m ago•0 comments

A Faster Way to Build MongoDB Queries Visually

https://visualeaf.com/blog/build-mongodb-queries-visually/
3•roxana_haidiner•19m ago•0 comments

Wolf of Wall Street financier Jho Low seeks pardon from Donald Trump

https://www.theguardian.com/world/2026/may/13/1mdb-financier-jho-low-seeks-pardon-from-donald-trump
2•benchtobedside•22m ago•0 comments

Microsoft is retiring Copilot Mode on Edge, because everything is Copilot now

https://www.engadget.com/2172610/microsoft-copilot-edge-desktop-mobile/
1•NordStreamYacht•23m ago•0 comments

LLMs are breaking 20 year old system design

https://zknill.io/posts/llms-are-breaking-20-year-old-system-design/
2•zknill•26m ago•0 comments

Piclaw – pi in a Technicolor web trenchcoat

https://rcarmo.github.io/projects/piclaw/
1•rcarmo•26m ago•0 comments

A Tiny E Reader

https://nthp.me/blog/2026/a-tiny-e-reader/
2•louismerlin•30m ago•0 comments

Blink – AI Assistant

https://blink-oi.vercel.app
2•Pascal1997•32m ago•0 comments

Open tax-residency data for US citizens moving abroad (CC BY 4.0)

https://getwherenext.com/tools/tax-comparison
1•walker777•32m ago•0 comments

AI Agent Bankrupted Their Operator While Trying to Scan DN42 Hobbyist Network

https://lantian.pub/en/article/fun/ai-agent-bankrupted-their-operator-scan-dn42lantian.lantian/
2•csmantle•34m ago•0 comments

How LLM Inference Works

https://arpitbhayani.me/blogs/how-llm-inference-works/
1•Hd1633•38m ago•0 comments

Show HN: TabChop – split dinner receipts by item from one shared link

https://tabchop.app/overview
1•mishang•38m ago•0 comments

Video isn't the final form of online content

https://medium.com/@chuanweipeng5/text-image-video-what-comes-after-the-scroll-31a8aefab563
1•AnneWodell•39m ago•0 comments

Rybbit, a self hosted Google Analytics alternative, released v2.6.0

https://github.com/rybbit-io/rybbit/releases/tag/v2.6.0
1•LemonHotdog•40m ago•0 comments

Browsers Treat Big Sites Differently

https://denodell.com/blog/browsers-treat-big-sites-differently
1•gglanzani•41m ago•0 comments

Veteran network architect proposes IPv8 – to improve IPv4, not leapfrog v6

https://www.theregister.com/networks/2026/05/12/veteran-network-architect-proposes-ipv8-to-improv...
1•croes•41m ago•0 comments

Show HN: Spent months fighting VS Code webviews, so I built a universal protocol

https://oxp.sh/
1•aldgar•49m ago•0 comments

Reverse Engineering Slither.io's Network Protocol

https://medium.com/@user320/reverse-engineering-slither-ios-network-protocol-bbc408485c45
1•user320•52m ago•0 comments

SpaceX sets date for first Starship version 3 launch – SpaceNews

https://spacenews.com/spacex-sets-date-for-first-starship-version-3-launch/
2•rbanffy•59m ago•0 comments

Hunting APT29 Tactics

https://manishrawat21.substack.com/p/how-i-caught-apt29-hiding-in-temp
1•ManishRawat21•1h ago•0 comments

Workday brings HR and finance agent into Microsoft 365 Copilot

https://newsroom.workday.com/2026-05-13-Workday-Brings-Sana-Self-Service-Agent-for-HR-and-Finance...
1•logickkk1•1h ago•0 comments

Third of weight shed after jabs 'is lost from muscle and bones

https://www.thetimes.com/uk/politics/article/third-of-weight-shed-after-jabs-is-lost-from-muscle-...
3•petethomas•1h ago•1 comments

Who Owns the Most Satellites

https://www.visualcapitalist.com/sp/gx04-who-owns-the-most-satellites/
1•jonbaer•1h ago•0 comments

A million baby monitors and security cameras were easily viewable by hackers

https://removepaywalls.com/https://www.theverge.com/tech/926487/meari-technology-hack-baby-monito...
1•erenon•1h ago•0 comments

Signal warns would pull out of Canada if made to comply with lawful access bill

https://www.theglobeandmail.com/politics/article-signal-warns-it-would-pull-out-of-canada-if-made...
5•petethomas•1h ago•0 comments
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.