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America's affordability crisis is (mostly) a mirage

https://www.economist.com/briefing/2025/12/30/americas-affordability-crisis-is-mostly-a-mirage
1•dxxmxnd•22s ago•1 comments

Optimizing Media Storage – A Guide to RAID Chunk Sizes

https://larryjordan.com/articles/explaining-raid-chunk-size-and-which-to-pick-for-media/
1•lemonwaterlime•2m ago•0 comments

Bending Emacs – Episode 9: Time around the world

https://www.youtube.com/watch?v=jY5lx2gHjNA
1•xenodium•2m ago•0 comments

Helion has a clear path to net electricity by 2024 (2021)

https://blog.samaltman.com/helion
1•laserlight•2m ago•0 comments

Show HN: Gtree, a simple convention based worktree manager

https://github.com/sauercrowd/gtree
1•sauercrowd•3m ago•0 comments

Jellyfish sleep like humans even though they don't have brains

https://www.nature.com/articles/d41586-026-00044-7
1•noleary•4m ago•0 comments

ChatGPT Voice with Video Chat

https://chatgpt.com/features/voice-with-video/
2•Fake4d•6m ago•0 comments

Calling All Hackers: How money works (2024)

https://phrack.org/issues/71/17
1•krrishd•6m ago•0 comments

Currentcondition.tv

https://github.com/consti/currentcondition
1•indigodaddy•6m ago•0 comments

Lego unveils a technology-packed Smart Brick at CES 2026

https://www.engadget.com/entertainment/lego-unveils-a-technology-packed-smart-brick-at-ces-2026-1...
1•CharlesW•6m ago•1 comments

Show HN: Cardly. A gift card tracker built with Next.js 14, TypeScript

https://www.cardlyai.app/
1•Pastaza•8m ago•2 comments

How to Be Less Awkward

https://www.experimental-history.com/p/how-to-be-less-awkward
2•zdw•8m ago•0 comments

Ask HN: Does your Company tell you that they applied for H1B on your behalf?

1•sss111•9m ago•0 comments

Texas Is Sued over Investigations into Teacher Speech After Charlie Kirk's Death

https://www.nytimes.com/2026/01/06/us/american-federation-teachers-charlie-kirk-lawsuit.html
2•duxup•10m ago•1 comments

OpenWRT 25.12.0-RC2 Released

https://openwrt.org/releases/25.12/changelog-25.12.0-rc2
2•josteink•11m ago•0 comments

Loss32: An idea for a Linux designed around Win32 apps

https://www.theregister.com/2026/01/06/loss32_crazy_or_inspired/
2•sea6ear•11m ago•0 comments

Mathematical framework 4 cntrling LLM behavior via information-geometric Torsion

https://github.com/merchantmoh-debug/torsion-control-network
1•MohskiBroskiAI•11m ago•1 comments

Show HN: I built a visual, MLOps tool (Skyulf)

https://www.skyulf.com/
2•flyingriverhrse•12m ago•0 comments

CU Boulder Student News Plagued by AI Copycat Website

https://www.govtech.com/education/higher-ed/cu-boulder-student-news-plagued-by-ai-copycat-website
1•bhartzer•12m ago•0 comments

Fund managers prepare for 'reckoning' in US tech sector

https://www.ft.com/content/48d9c100-0ec6-4edf-9395-eb44879ea5c6
1•zerosizedweasle•14m ago•0 comments

Show HN: I built a dashboard that tracks corporate political donations

https://www.quiverquant.com/election-contributions/
1•ckardat123•16m ago•0 comments

I Built RemoteGenies to Empower Filipino Freelancers

https://medium.com/the-outsource-playbook/from-vision-to-reality-why-i-built-remotegenies-to-empo...
1•deannasallao•17m ago•1 comments

Show HN: Sidestream – an AI chat app with a side of insight

https://github.com/ericbrandon/sidestream
2•EricBrandon•18m ago•0 comments

The Idiocy of Equating AI with the Dot Com Bubble

https://markmaunder.com/2026/the-idiocy-of-equating-ai-with-the-dot-com-bubble/
1•mmaunder•18m ago•1 comments

Show HN: A dice baseball game I built with my second grader over winter break

https://apps.apple.com/us/app/dice-baseball/id6757132879
2•scottatmu•19m ago•0 comments

Achieving Lasting Remission for HIV

https://knowablemagazine.org/content/article/health-disease/2025/lasting-remission-hiv-with-broad...
1•PaulHoule•20m ago•0 comments

Show HN: I've spent the year scraping Steam, here are the results for 2025

https://www.gginsights.io/recap/2025
3•csmets•24m ago•0 comments

Show HN: Basehook – consume, inspect or replay any webhook event

https://github.com/mehdigmira/basehook
1•mehdig10•25m ago•0 comments

Nineteen Septillion Addresses – Setting Up an ASN and Obtaining IP Addresses

https://alastairbarber.com/Setting-Up-ASN-IPv6-Routing-BIRD-Teltonika-Router-Wireguard/
1•alibarber•26m ago•0 comments

Show HN: Free: Stop Copying CodeRabbit Reviews – Export Them as Markdown

https://www.commentsfetcher.xyz/
1•rokontech•26m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•7mo 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•7mo 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.