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Horizontal Volume Control in Apple Music – But Why?

https://iamvishnu.com/posts/horizontal-volume-control-apple-music
1•vishnuharidas•46s ago•0 comments

Show HN: Revolut for International Calls at cheap rates

https://callpronto.app
1•daolm•2m ago•0 comments

The Song of the Western Men

https://www.trelawnysarmy.org/ta/tawestmn.html
1•dash2•3m ago•0 comments

Why some memories last a lifetime while others fade fast

https://www.sciencedaily.com/releases/2025/11/251130050712.htm
1•saikatsg•3m ago•0 comments

New 3D scan reveals a hidden network of moai carvers on Easter Island

https://www.sciencedaily.com/releases/2025/11/251130050717.htm
1•saikatsg•4m ago•0 comments

Türkiye's Kızılelma writes history as it proves air-to-air capability

https://www.dailysabah.com/business/defense/turkiyes-kizilelma-writes-history-as-it-proves-air-to...
1•sahin•6m ago•0 comments

Africa's forests are now emitting more CO2 than they absorb

https://www.newscientist.com/article/2506287-africas-forests-are-now-emitting-more-co2-than-they-...
1•measurablefunc•10m ago•0 comments

It's time to lock in and let your winter arc begin

https://www.bbc.com/news/articles/cm2w79447vvo
3•jethronethro•15m ago•0 comments

Show HN: A fun password strength meter I made for my teenage kids and friends

https://passwordcat.top
2•wstaeblein•17m ago•0 comments

Ultimate Bug Scanner

https://github.com/Dicklesworthstone/ultimate_bug_scanner
1•latchkey•19m ago•0 comments

Norway may break up with Europe's power grid over soaring energy prices

https://www.euractiv.com/news/norway-may-break-up-with-europes-power-grid-over-soaring-energy-pri...
2•toomuchtodo•23m ago•1 comments

Self-Hosting Slides from Sli.dev

https://dev.shetty.me/blog/self-hosting-slides-from-slidev
2•deveesh_shetty•25m ago•0 comments

Ask HN: Are 98% of HN Readers Using AdBlock?

1•7777777phil•25m ago•2 comments

A Global Drive to Curb Social Media for Kids Begins in Australia

https://www.bloomberg.com/news/articles/2025-11-30/australia-s-world-first-social-media-ban-for-u...
2•toomuchtodo•25m ago•1 comments

Revideo: Create Videos with Code

https://github.com/redotvideo/revideo
1•walterbell•28m ago•0 comments

Documentation for Prompts

https://folio.benguzovsky.com/prompt-docs
2•BenGuz•31m ago•0 comments

Yore – Deterministic document indexer for large, agent-driven codebases

http://github.com/rahulrajaram/yore
1•progfan234•31m ago•1 comments

Can You Live a Normal Life in Cyberpunk 2077? [video]

https://www.youtube.com/watch?v=iu5Yfv7fZHk
1•DamnInteresting•35m ago•0 comments

Will Ireland's new alcohol warning labels turn people away from drinking?

https://www.bbc.com/news/articles/c2465lndrnno
3•linhns•37m ago•3 comments

Awesome-distributed-ML – A curated list for distributed [faster] LLM training

https://github.com/Shenggan/awesome-distributed-ml
2•peter_d_sherman•37m ago•0 comments

SRI and Arc: The Dawn of the Information Age

https://www.abortretry.fail/p/sri-and-arc
2•BirAdam•37m ago•0 comments

Should kidfluencers be banned? That's the plan in the EU

https://www.cbc.ca/news/business/eu-kidfluencer-ban-9.6994957
2•saubeidl•39m ago•0 comments

Show HN: We got 30 teens to build a hand made arcade in Tokyo

https://youtu.be/kkbf092Los0
2•devenj•43m ago•0 comments

LumeBiome

https://lumebiome.com/#aff=rayoggg
1•richieg•44m ago•0 comments

Show HN: Turn Any Website into Clean Markdown for LLMs/RAG with SiteOne Crawler

https://github.com/janreges/siteone-crawler
1•janreges•44m ago•0 comments

Stal/IX: declarative statically linked Linux distribution

https://stal-ix.github.io/
1•pshirshov•46m ago•1 comments

Build a Golang App in 10 Seconds Using BuildKit

https://runos.com/blog/build-golang-app-buildkit.html
1•tylerreed•46m ago•1 comments

Tech Resource

https://github.com/deyaa1251/Awesome-tech-resource
1•omenn•46m ago•0 comments

Sundials: SUite of Nonlinear and DIfferential/Algebraic Equation Solver

https://computing.llnl.gov/projects/sundials
1•swydydct•47m ago•0 comments

You Want Microservices, but Do You Need Them?

https://www.docker.com/blog/do-you-really-need-microservices/
11•tsenturk•48m ago•4 comments
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.