frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

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.

GLM-5.2 vs. Claude Opus 4.5

https://gopeekapp.blogspot.com/2026/06/glm-52-vs-claude-opus-45.html
1•GeorgeWoff25•7m ago•0 comments

How to Stay Active with a Desk Job

https://www.uclahealth.org/news/article/how-stay-active-with-desk-job
2•hasudon7171•7m ago•0 comments

Ask HN: Anthropic banned me from using Claude Code and I don't know what to do

1•ayi•8m ago•0 comments

America's largest companies have no simple way to report security flaws

https://this.weekinsecurity.com/dozens-of-americas-largest-companies-have-no-simple-way-to-report...
1•anujbans•9m ago•0 comments

A Dark Dimension Could Link Two of the Universe's Great Unknowns

https://www.quantamagazine.org/a-dark-dimension-could-link-two-of-the-universes-great-unknowns-20...
2•anujbans•10m ago•0 comments

Current AI is like the film company producing TV series or movies

https://devcyc.life/current-ai-is-like-the-film-company-producing-tv-series-or-movies/
1•lilerjee•12m ago•0 comments

Louis Pope Gratacap, a Curator in Lost Worlds

https://publicdomainreview.org/essay/gratacap-curator-in-lost-worlds/
1•Caiero•13m ago•0 comments

I published: how a question about heat became a question about reality itself

https://everythingthatglows.com/
1•kmeves•13m ago•2 comments

SHOW HN: ConvertFast – offline file conversion and file utilities for desktop

https://convertfast.co/
1•amsaleque•16m ago•1 comments

Show HN: MinLlama – Llama 3.2 inference in ~100 lines of NumPy

https://github.com/timothygao8710/minLlama
1•timothygao•16m ago•0 comments

Show HN: Make your app collaborative or multiplayer with one prompt

https://antics.gg/
2•heyitssim•17m ago•0 comments

Language models transmit behavioural traits through hidden signals in data

https://www.nature.com/articles/s41586-026-10319-8
1•thinkingemote•18m ago•0 comments

Show HN: SIA SEO: AI SEO content generation that shows up in AI Search Results

https://siaseo.com
1•Sharanxxxx•20m ago•1 comments

Cascading Messages in Smalltalk

https://donraab.medium.com/cascading-messages-in-smalltalk-14807389b6ce
1•ingve•21m ago•0 comments

Why the Odyssey Keeps Defeating Filmmakers

https://www.newyorker.com/magazine/2026/06/29/why-the-odyssey-keeps-defeating-filmmakers
1•prismatic•21m ago•0 comments

Open source, global vs. proprietary but for US in US, which is fundable in SaaS?

1•avijeetsingh16•25m ago•0 comments

Good growth strategist, bad growth strategist

https://read.earlystagegrowth.com/p/good-growth-strategist-bad-growth
1•joshlachkovic•30m ago•0 comments

Show HN: Free VIN Decoder with AI Summaries on Cloudflare Workers and NHTSA Data

https://checkmyvin.net/
1•Roselol•34m ago•0 comments

The new HTTP QUERY method explained

https://kreya.app/blog/new-http-query-method-explained/
4•CommonGuy•37m ago•0 comments

Colombia's president accuses Israel of compromising election software

https://twitter.com/petrogustavo/status/2068831260982571151
3•rendall•37m ago•2 comments

OceanBase Uses Multi-Paxos for High Availability

https://en.oceanbase.com/blog/zero-data-loss-fast-failover-oceanbase-multi-paxos
1•mountainview•37m ago•0 comments

Design an international money transfer system

https://medium.com/techtrends-digest/designing-an-international-money-transfer-system-4f816d6f98dc
1•sampathanurag3•37m ago•0 comments

Show HN: Demand Intelligence and AI Design

https://dxmax.cc/
1•akhyansh0507•42m ago•0 comments

Words, Words, Words

https://aeon.co/essays/literature-fans-should-welcome-ai-as-a-fellow-wordsmith
1•benbreen•44m ago•0 comments

OpenAI pitches ChatGPT ads to Cannes marketers ahead of IPO

https://www.ft.com/content/9717a042-fd09-4d08-972d-29b68f7985a4
1•thm•45m ago•0 comments

Design Crit: We taught AI to judge design like a designer

https://twitter.com/contralabs_ai/status/2067642363909144932
1•nopinsight•47m ago•0 comments

Tapered Language Models

https://arxiv.org/abs/2606.23670
1•E-Reverance•53m ago•0 comments

Will AI Kill Taylor Swifts: The Rise of Ultra-Personalized Music

https://ryanspahn.substack.com/p/how-listening-to-only-ai-music-changes
1•paul7986•56m ago•0 comments

DepsGuard – Hardens Package Manager

https://depsguard.com/
1•javatuts•59m ago•0 comments

Show HN: Code Stitcher – The anti-agentic workflow

https://github.com/ue-patcher/code_stitcher/releases
1•aihatterer•1h ago•0 comments