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Show HN: A shared 3D Zoo in the browser where everyone sees the same animals

https://zooki.world
2•kagen•1m ago•0 comments

PHP 7.4 backport packages for older Ubuntu / Debian distros

https://github.com/Niek/php7
1•NiekvdMaas•4m ago•0 comments

Tesla posts surprise positive cash flow on lower-than-expected AI spending

https://www.reuters.com/business/media-telecom/tesla-revenue-beats-estimates-deliveries-rebound-e...
3•baal80spam•7m ago•0 comments

Show HN: I built an app to stop doomscrolling while waiting for Codex to finish

https://www.lightscroll.app/
1•juanferreras•7m ago•0 comments

Brain v2 – A minimal and extensible agent server for building agent applications

https://github.com/aexhq/brain
1•weilueluo•10m ago•0 comments

AI Is Anti-Punk

https://www.techdirt.com/2026/10/21/ai-is-anti-punk/
2•cdrnsf•11m ago•0 comments

How Witten Used Quantum Field Theory to Understand Knots

https://curtjaimungal.substack.com/p/how-witten-used-quantum-field-theory-105
1•paulpauper•12m ago•0 comments

France's OVHcloud plans frontier AI models to become Europe's second LLM player

https://www.reuters.com/world/asia-pacific/frances-ovhcloud-plans-frontier-ai-models-become-europ...
3•maelito•12m ago•0 comments

Faster, smaller Bloom filters in Parquet

https://pydantic.dev/articles/bloom-filter-folding-parquet-logfire
1•gazpacho•13m ago•0 comments

AMA – "Final Fantasy: The Spirits Within", milestone in CGI, is 25 years old

2•kaveh808•13m ago•0 comments

Show HN: Overdesigned Simple Solitaire

https://defaultsolitaire.app/
2•fsloth•14m ago•0 comments

Krillion Solver TUI

https://github.com/owenHochwald/krillion-solver
1•owenHochwald•15m ago•0 comments

Show HN: MCP for Dubbing Video and Audio Files from ChatGPT, by Kapwing

https://chatgpt.com/plugins/kapwing
1•jenthoven•18m ago•0 comments

I built a neural network using DOOM games

https://github.com/mottopanikeiku/doomformer
1•falperc•20m ago•0 comments

Clinical and genetic correlates of a circadian subtype of depression in study

https://www.cambridge.org/core/journals/the-british-journal-of-psychiatry/article/clinical-and-ge...
1•richardboegli•21m ago•0 comments

Skills Are Software

https://jm.sv/skills-are-software
1•handfuloflight•21m ago•0 comments

"Certificate Expired " Now What?

https://www.buoyant.io/blog/certificate-expired-now-what
1•PagCatOli•23m ago•0 comments

AI and the Enclosure of the Scientific Commons

https://arxiv.org/abs/2610.27251
2•Glyptodon•25m ago•0 comments

Humancrafted

https://humancrafted.discourse.group/
2•bitbasher•27m ago•0 comments

These Snakes Can Cartwheel Away from Danger

https://www.smithsonianmag.com/smart-news/these-snakes-can-cartwheel-away-from-danger-scientists-...
2•thunderbong•28m ago•0 comments

A Critical Look at Lean4

https://www.lesswrong.com/posts/zHhGa3iQBQcdSifFL/a-critical-look-at-lean4-1
1•paulpauper•28m ago•0 comments

My Working Model of Consciousness

https://federicorcassarino.substack.com/p/my-working-model-of-consciousness
1•paulpauper•28m ago•0 comments

Gave Hermes ears and a mouth, check it out

https://memoe.app/
1•yisraelgottz•28m ago•1 comments

The Strategic Importance of Cislunar Space [video]

https://www.youtube.com/watch?v=kdpOdSMzXTA
1•ciefa•34m ago•0 comments

Programmers vs. Dream's Fake Manhunts – TheStandup

https://www.youtube.com/watch?v=y2C0Zpnl6p0
1•QuantumNomad_•36m ago•0 comments

Ora is joining ClickUp. There's a script to export attachments before 2026-10-31

https://github.com/bleuetdesign/ora-attachments-exporter
1•pdcote•38m ago•1 comments

Proof – Making AI Easier

https://proof.diy
1•r_gaur•38m ago•1 comments

Israeli military conducts operation near Iran's border

https://www.axios.com/2026/10/21/israel-military-training-sortie-iran-border
5•ciconia•38m ago•0 comments

Claude Mods: Flipping the Harness Inside Out

https://www.latent.space/p/claude-mods
1•swyx•41m ago•0 comments

Why Hardware Specialization Is Back

https://www.a16z.news/p/why-hardware-specialization-is-back
1•crescit_eundo•41m 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.