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.

US oil firms sign deals with Iraq to develop alternative shipping routes

https://apnews.com/article/oil-iraq-pipeline-deal-582b42f21cb62cfe8dc6c8e73d1dcafa
1•geox•32s ago•0 comments

Show HN: Yapp.page, publish a webpage from a Claude or ChatGPT chat

https://yapp.page/
1•hpko•6m ago•0 comments

The Sandpaper Cover of the Return of the Durutti Column (2014)

https://daily.redbullmusicacademy.com/2014/04/return-of-the-durutti-column-feature/
2•ravetcofx•8m ago•0 comments

Find What SaaS Tools Competitors Use via Sub-Processors

https://ashishb.net/tech/sub-processors-leak-saas-stack/
2•ashishb•16m ago•0 comments

How Reddit Detects Ban Evasion – and Why a New Account Isn't Enough

https://medium.com/@thesuperrepemail/how-reddit-detects-ban-evasion-and-why-a-new-account-isnt-en...
3•rajsuper123•18m ago•0 comments

DOSBox on OpenVMS (Alpha CPU)

https://astr0baby.online/AXP/OpenVMS/DOSBOX/
1•jandeboevrie•21m ago•0 comments

Vörwatch: The VPS Monitoring Tool

https://medium.com/@vektormemory/v%C3%B6rwatch-the-vps-monitoring-tool-we-built-because-we-needed...
1•vektormemory•21m ago•0 comments

Show HN: Free image tools that never upload your files

https://pixoratools.dev/
1•umarratra•25m ago•0 comments

A search for life on Earth (1993) [pdf]

https://gwern.net/doc/science/physics/astronomy/1993-sagan.pdf
1•mimorigasaka•27m ago•0 comments

AI Mania Is Eviscerating Global Decisionmaking

https://hermit-tech.com/blog/ai-mania-is-eviscerating-global-decisionmaking
1•olalonde•27m ago•0 comments

Ask HN: I've told everyone about my startup and its been harder than I thought

2•bunnybomb2•36m ago•2 comments

San Francisco orders Apple, Google to remove nudify apps from app stores

https://arstechnica.com/tech-policy/2026/07/apple-google-must-stop-profiting-off-ai-nudify-apps-s...
1•rbanffy•38m ago•0 comments

Not Holding Back the Ocean

https://ethanniser.dev/blog/not-holding-back-the-ocean/
1•tosh•43m ago•0 comments

There's a lot of hype around perimenopause. Don't buy it

https://www.technologyreview.com/2026/07/17/1140608/theres-a-lot-of-hype-around-perimenopause-don...
1•joozio•47m ago•0 comments

LLM Cliché Highlighter

https://tools.simonwillison.net/llm-cliche-highlighter
1•m_c•1h ago•0 comments

Can humans hibernate their way to Mars?

https://www.theguardian.com/science/ng-interactive/2026/jul/14/human-hibernation-space-mars
2•tosh•1h ago•0 comments

Agentic AI Is Taking over Execution, Not Just Content Generation

https://themarketingnewsletter.org/p/45-agentic-ai-is-taking-over-execution
1•thenewedrock•1h ago•2 comments

AI and Creativity

https://sunnyamrat.com/posts/2026-07-17-ai-creativity/
1•sunnyam•1h ago•0 comments

What Doom taught us about AI-assisted incident response

https://rootly.com/blog/what-doom-taught-us-about-ai-assisted-incident-response
1•DaWe01•1h ago•0 comments

Teamclaude rewrite in rust, run multiple Claude accounts in parllel

https://github.com/dhkts1/teamclaude-rs
1•dhkts1•1h ago•0 comments

Show HN: Find someone in the dark – light them or light yourself? (Three.js)

https://github.com/skorotkiewicz/signal-in-the-dark
3•modinfo•1h ago•0 comments

The Day I Accidentally Deleted Production

https://arpitbhayani.me/blogs/deleted-production/
2•dubeysatyam•1h ago•0 comments

Maze Bench

https://mazebench.com/
2•tosh•1h ago•0 comments

What Happened to Novell NetWare? Why the King of the Network Disappeared

https://www.youtube.com/watch?v=3NNbj1NoePI
2•cable2600•1h ago•0 comments

AgentGrove – local workspace for AI coding agents in Git worktrees

https://github.com/arnabk/agentgrove
2•arnabk•1h ago•0 comments

Labelled multi-dimensional arrays for representing research data

https://www.djmannion.net/data_nd/index.html
2•zetamax•1h ago•0 comments

I built a tool to prove a human reviewed an AI decision

https://caneni.net/
1•mbugay•1h ago•0 comments

Vice President Mispells « potato » (1992)

https://en.wikipedia.org/wiki/Dan_Quayle
1•jackhalford•1h ago•1 comments

Israeli ministers announce new illegal settlements in Gaza and West Bank

https://www.theguardian.com/world/2026/jul/18/israel-plan-new-illegal-settlements-gaza-west-bank-...
19•hebelehubele•1h ago•0 comments

The cost of saying yes has changed

https://github.blog/engineering/the-cost-of-saying-yes-has-changed/
2•e2e4•1h ago•1 comments