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Leave AWS: Every AWS service and how to leave it

https://leaveaws.com/
1•bojangleslover•2m ago•0 comments

Google: Old TODO comments send coding agents chasing bugs fixed years ago

https://developers.googleblog.com/en/agent-distraction/
2•khalidkhair•6m ago•0 comments

Show HN: Shiptape – Automated packing video proof for warehouse stations

https://shiptape.in
2•SajadTroy•9m ago•0 comments

Hola

2•roccodina•10m ago•2 comments

Titol Submit Proba

2•vinyetamoros•10m ago•0 comments

Show HN: Rui, orchestrating 100 agents in 2.5 MB of RAM

https://github.com/DivyanshGolyan/rui
1•divyanshgolyan•12m ago•0 comments

You Don't Know If Your Agents.md Helps. You Just Keep Adding Rules

https://prod.codes/blog/agents-md-false-confidence/
1•alex09x•15m ago•0 comments

The Tragedy of the Oxide Root of Trust

https://danielmangum.com/posts/tragedy-oxide-rot/
1•hasheddan•15m ago•0 comments

TDD MOOC

https://tdd.mooc.fi/
1•ghassenfaidi•16m ago•0 comments

ELI5 Why does something soaked in water appear darker

https://www.reddit.com/r/explainlikeimfive/comments/id9brq/eli5_why_does_something_soaked_in_wate...
1•tosh•16m ago•0 comments

Internals of Asyncio

https://origintracer.app/excerpt/asyncio-internals/
1•birdculture•22m ago•0 comments

University on Kontext: what it does, how to use it, and what you can build

https://kontext.network/journal/@muggzie1/kontext-as-a-service/kontext-university-module
1•JasonMugg•26m ago•0 comments

Kontext Messenger: what it does, how to use it, and what you can build with it

https://kontext.network/journal/@muggzie1/kontext-as-a-service/kontext-messenger-module
1•JasonMugg•26m ago•0 comments

Is Programming That Easy?

3•ghassenfaidi•32m ago•4 comments

Impossible C64 Raycaster

https://c64.monster/
2•Paul_S•34m ago•1 comments

Data deletion requests fared under the GDPR, CCPA

https://www.yorba.co/internet-less/you-cant-have-privacy-alone
1•schmudde•38m ago•0 comments

What it's like reading Snow Country in Japanese for the first time

https://sigmajp.works/blog/snow-country-first-time/
1•loosetypewriter•40m ago•0 comments

Google says there's no way to use Search without using artificial intelligence

https://www.theguardian.com/technology/2026/nov/03/google-search-artificial-intelligence
3•theanonymousone•41m ago•0 comments

Distributed Systems Kernel written in Rust

https://github.com/octopii-rs/octopii
2•znano•42m ago•0 comments

Rust Filecoin Node Implementation

https://github.com/ChainSafe/forest
1•znano•43m ago•0 comments

Show HN: Give your agent a Mac it can control

https://offstage.cloud/
1•viraatdas•47m ago•0 comments

How to Learn Efficiently and Durably

https://www.milanmecklenburg.com/p/how-to-learn-efficiently-and-durably
1•milanmeck•48m ago•0 comments

Lessons from a Can Opener (Technology Connections) [video]

https://www.youtube.com/watch?v=i_mLxyIXpSY
1•networked•51m ago•0 comments

The Irish Warning: What Data Centres Cost the Country That Hosts Them

https://chappisacoff.substack.com/p/the-irish-warning-what-data-centres
4•robin_reala•52m ago•0 comments

Maxwell's Ghosts

https://verfassungsblog.de/maxwells-ghosts/
1•jruohonen•1h ago•0 comments

Every Windows 11 app should kill Electron, and Discord just showed why

https://www.windowslatest.com/2026/11/06/every-windows-11-app-should-kill-electron-and-discord-ju...
13•thunderbong•1h ago•1 comments

Nordic AI Health Map

https://healthmap.newnordics.ai/
1•madspindel•1h ago•0 comments

New Gamification Event App

https://boothhop.ing/
1•bjbeehler•1h ago•0 comments

ChatGPT business hub spotted showing daily mentions and clicks

https://mojodojo.io/blog/chatgpt-business-hub-mentions-clicks
2•zenincognito•1h ago•0 comments

The cyber range builder for red, blue and purple teams.

https://www.purpleedge.io
1•TrojanJockey•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.