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SK Hynix raises $26.5B in US market debut

https://www.ft.com/content/33133a86-925e-4395-9f60-35e2a4052500
1•JumpCrisscross•51s ago•0 comments

Trump cut to food security survey could make measuring US hunger harder

https://www.reuters.com/legal/litigation/trump-cut-food-security-survey-could-make-measuring-us-h...
1•petethomas•1m ago•0 comments

Trump terminates Election Assistance Commission members

https://www.reuters.com/legal/government/trump-terminates-election-assistance-commission-members-...
1•petethomas•2m ago•0 comments

Claude Basecamp

https://github.com/graybyrd13/claude-basecamp
1•graybird13•3m ago•0 comments

Introducing Plan A

https://www.astralcodexten.com/p/introducing-plan-a
1•JDEW•5m ago•1 comments

What's Coming in Git 2.55

https://lwn.net/Articles/1079596/
1•signa11•8m ago•0 comments

Hardening the kernel with allocation tokens and bootpatch-SLR

https://lwn.net/Articles/1078699/
1•signa11•10m ago•0 comments

Internews, Backed by $400M USAID War Chest, Pushes Ad Blacklists

https://foundationforfreedomonline.com/internews-backed-by-400m-usaid-war-chest-pushes-ad-blackli...
1•iamnothere•12m ago•0 comments

Microsoft's early AI lead has become a test of faith

https://www.ft.com/content/753bd818-524a-46f3-9026-e2fae74c2167
1•JumpCrisscross•13m ago•0 comments

John Carmack reacts to layoffs at id Software

https://www.pcgamer.com/gaming-industry/john-carmack-reacts-to-massive-layoffs-at-id-software-my-...
2•evo_9•15m ago•0 comments

I benchmarked every model that fits on an iPhone

https://digital-foundry-eight.vercel.app/benchmarks/
2•aligutierrez•17m ago•0 comments

European Alternatives to Mainstream Software

https://madeineurope.dk/
2•tjek•17m ago•0 comments

Build your own vulnerability harness

https://blog.cloudflare.com/build-your-own-vulnerability-harness/
5•ianrahman•20m ago•0 comments

Django in TypeScript. Thanks Fable

https://github.com/bryanhoulton/tango
4•m0hit•25m ago•0 comments

OpenAI discontinues standalone browser ChatGPT Atlas in favor of new ChatGPT app

https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex
3•thoughtpeddler•27m ago•1 comments

Star Just Ate a Planet, and It's Not Done Yet

https://www.nytimes.com/2026/07/09/science/space/planetary-engulfment-hungry-star.html
5•wglb•29m ago•1 comments

Why Do Some Soccer Players Cut the Heels Off Their Cleats?

https://www.wired.com/story/why-do-some-soccer-players-cut-the-heels-off-their-cleats/
2•littlexsparkee•33m ago•0 comments

Unveiling the Mysteries of Chimichurri: The Ultimate Guide to a Culinary Delight

https://churrascos.com/unveiling-the-mysteries-of-chimichurri/
2•Cider9986•33m ago•0 comments

Fidji Simo Leaves OpenAI

https://twitter.com/fidjissimo/status/2075353170927304861
4•doppp•35m ago•0 comments

Ask HN: Thoughts on AI in Personal Finance?

2•foxtrot8672•37m ago•1 comments

Show HN: Selvedge – long-term memory for AI-coded codebases

https://selvedge.sh/
2•masondelan•38m ago•0 comments

Russia bans diesel exports after Ukrainian attacks, straining global market

https://www.cnn.com/2026/07/09/business/russia-diesel-ban-ukrainian-strikes-intl
3•breve•45m ago•0 comments

What Happens When the Public Record Shrinks

https://www.theatlantic.com/newsletters/2026/07/trump-administration-public-record-data-holes/687...
2•paulpauper•46m ago•0 comments

Childhood and Education #20: Phones and Screens

https://thezvi.substack.com/p/childhood-and-education-20-phones
2•paulpauper•48m ago•0 comments

AI #176 Part 1: Doing It Live

https://thezvi.substack.com/p/ai-176-part-1-doing-it-live
2•paulpauper•48m ago•0 comments

Show HN: Fortress – Give your agents unlimited access to the web

9•armanluthra_•52m ago•2 comments

Ambient Website Background Clouds

https://github.com/paradise-runner/background-clouds
2•dividedcomet•59m ago•0 comments

I Made a JavaScript Obfuscater

https://potassiumv1.netlify.app/
2•ImOnHere•1h ago•0 comments

Command and Conquer: Red Alert Mac/Android/iOS ported using Codex

https://github.com/dk8827/ra-port
2•bananaboy•1h ago•1 comments

UST is bringing Claude to physical AI

https://www.anthropic.com/news/ust-claude
2•surprisetalk•1h ago•0 comments
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.