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.

AI and the Great CMS Unbundling

https://dri.es/ai-and-the-great-cms-unbundling
1•christefano•4m ago•0 comments

This pole is worse than any Flock Camera [video][38 mins]

https://www.youtube.com/watch?v=wEfbhEVuvMM
1•Bender•7m ago•0 comments

Lawsuit against Amazon over suicides linked to chemical can go to trial

https://www.cbsnews.com/news/amazon-suicide-case-sodium-nitrite-washington-supreme-court/
1•hentrep•9m ago•0 comments

Satellite reveals immense scale of GPS signal tampering

https://www.space.com/space-exploration/satellites/its-quite-a-bit-more-than-we-expected-satellit...
2•y1n0•11m ago•0 comments

Moebius: 0.2B Lightweight Image Inpainting Framework with 10B-Level Performance

https://hustvl.github.io/Moebius/
1•ilreb•17m ago•0 comments

Spirit Crossing's AI Problem

https://blog.curiousquail.com/spirit-crossings-ai-problem/
1•zokiboy•19m ago•0 comments

A Practical Guide to SSH Tunnels: Local and Remote Port Forwarding

https://labs.iximiuz.com/tutorials/ssh-tunnels
1•signa11•23m ago•0 comments

How to lose a war in three easy steps

https://www.ft.com/content/0ba6b511-649e-4a29-bb99-f824584ec93d
2•Alien1Being•30m ago•0 comments

Show HN: Rundown - Niche Intelligence for YouTube Creators

https://getrundown.xyz
2•razasaad92•31m ago•0 comments

Show HN: AgentArk – open-source self-hosted AI agent OS

https://github.com/agentark-ai/AgentArk
2•debankad•33m ago•0 comments

Show HN: Western Highway Alerts

https://westernhighwayalerts.com/
1•BetaDeltaAlpha•36m ago•0 comments

Website –> Markdown Chrome Extension

https://chromewebstore.google.com/detail/save-to-yaps/baaheihmooadmcknelpapgdhoaeldipk
4•RichAwo•37m ago•0 comments

How to Build REST APIs with Actix-Web in Rust

https://oneuptime.com/blog/post/2026-02-01-rust-actix-web-rest-api/view
2•MarShell237•38m ago•0 comments

Where to Find the Colors Your Screen Can't Show You

https://moultano.wordpress.com/2026/06/19/where-to-find-the-colors-your-screen-cant-show-you/
1•moultano•41m ago•0 comments

Atheon -Atheon is a community-driven pattern matching engine

https://github.com/HoraDomu/Atheon
1•HoraDomu•43m ago•1 comments

Quantum sensor breakthrough could transform Army battlefield signal detection

https://www.army.mil/article/293021/quantum_sensor_breakthrough_could_transform_army_battlefield_...
2•wslh•44m ago•0 comments

Memory Safe Inline Assembly

https://fil-c.org/inlineasm
4•pizlonator•49m ago•0 comments

Xi Jinping wants China to boost demand. Why isn't it working?

https://www.ft.com/content/7db72916-3f9f-42c6-bd28-b5c7f51ed573
1•wslh•51m ago•1 comments

I asked Apple's senior watchOS team why it's not coming to so many older models

https://www.techradar.com/health-fitness/smartwatches/its-the-most-convenient-way-to-interact-wit...
1•ValentineC•57m ago•0 comments

Rewiring the Spine: The Tech Restoring Movement After Spinal Injury

https://www.allaboutcircuits.com/news/rewiring-the-spine-tech-restoring-movement-after-spinal-inj...
3•WaitWaitWha•1h ago•0 comments

How to learn iraqi arabic (2020 pre AI)

https://medium.com/@xavierbisits/how-to-learn-iraqi-arabic-bd468eff29e5
1•marysminefnuf•1h ago•0 comments

Modern Iraqi Arabic Textbook

https://archive.org/details/modern-iraqi-arabic-a-textbook-by-yasin-m-alkalesi
1•marysminefnuf•1h ago•0 comments

Epic Event Management System

https://www.lollystage.com/home
1•kenadet•1h ago•0 comments

Why the Human Genome's Tangled Physicality May Confound AI

https://www.quantamagazine.org/why-the-human-genomes-tangled-physicality-may-confound-ai-20260618/
2•tzury•1h ago•0 comments

Show HN: Juakali: a datalayer to build artificial general engineer

https://4dlab.xyz/juakali/
1•m_2018•1h ago•0 comments

A $40M Gold Heist Risks Exposing CIA's Top-Secret Spy Programs

https://www.wsj.com/politics/national-security/a-40-million-gold-heist-risks-exposing-cias-top-se...
1•otherjason•1h ago•1 comments

Klue OAuth breach victim list grows as Icarus hackers claim attack

https://www.bleepingcomputer.com/news/security/klue-oauth-breach-victim-list-grows-as-icarus-hack...
2•parable•1h ago•0 comments

Why People Ditch Smartwatches for Something Simpler

https://www.engadget.com/2197565/reasons-why-people-ditch-smartwatches-something-simpler/
3•NordStreamYacht•1h ago•1 comments

Forked CozoDB to give agents cognitive primitives

1•shanrizvi•1h ago•0 comments

Clear – Intent-First Agentic Development Language

https://sahin.io/clear/
1•giuliomagnifico•1h ago•0 comments