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Algorithmic Theories of Everything (2000)

https://arxiv.org/abs/quant-ph/0011122
1•tosh•20s ago•0 comments

Hart's Location, NH

https://en.wikipedia.org/wiki/Hart%27s_Location,_New_Hampshire
1•sans_souse•3m ago•0 comments

Ask HN: Do you still write code by yourself?

1•codst•10m ago•0 comments

Morphe App: Transform Your Android Experience

https://morphe.software/
1•thunderbong•11m ago•0 comments

Commodore 77

https://commodore.net/store/commodore64/
1•doener•13m ago•0 comments

Put full images in QR codes with dithering

https://www.wowqr.app
1•alentodorov•19m ago•0 comments

A decision tree for picking attention

https://efficientagent.substack.com/p/a-decision-tree-for-picking-attention
2•bnayak25•20m ago•0 comments

1988-1994: Designated Driver Campaign

https://guides.library.harvard.edu/CHC/designateddriver
1•Michelangelo11•20m ago•0 comments

An official Linux version of the Grok bot is now available

https://twitter.com/m0nle0z/status/2093948285929353555
1•iamsyr•25m ago•0 comments

I Built a Free Printable Habit Tracker Because Most Habit Tracking Tools

https://www.indiehackers.com/post/i-built-a-free-printable-habit-tracker-because-most-habit-track...
2•ahmadhussain89•28m ago•0 comments

About Syria's Nightlife

https://twitter.com/i/status/2093806659868950549
1•Michelangelo11•31m ago•0 comments

Show HN: VelocityNote – A tiny Markdown notebook with local AI

https://velocitynote.app/
2•velocityNote•34m ago•0 comments

How the pre-Unicode Amharic encodings were mapped

https://ezra.et/how-amharic-encodings-were-mapped
1•tena_codes•37m ago•0 comments

A Cop's Case for Flock

https://worksinprogress.co/issue/a-cops-case-for-flock/
1•maxall4•41m ago•0 comments

Building Critical Infrastructure with Htmx: Network Automation

https://htmx.org/essays/paris-2024-olympics-htmx-network-automation/
1•rajtilakjee•51m ago•0 comments

The Hugging Face attack surprised me

https://www.planned-obsolescence.org/p/the-hugging-face-attack-surprised
2•tosh•52m ago•0 comments

Ask HN: Should we rename programming into herding?

1•sam_lowry_•52m ago•0 comments

The Implausibility of Intelligence Explosion (2017)

https://medium.com/@francois.chollet/the-impossibility-of-intelligence-explosion-5be4a9eda6ec
2•maxall4•55m ago•0 comments

JFK Conspiracy Lite

https://yarchive.net/blog/jfk/
1•Tomte•56m ago•0 comments

Every Time Larry David Appeared on Seinfeld [video]

https://www.youtube.com/watch?v=L4wWE5r0sPE
1•tzury•57m ago•0 comments

METR: Funding Update

https://metr.org/blog/2026-08-14-funding-update/
1•tosh•59m ago•0 comments

The infrastructure quartermaster: inside a China-nexus state enablement model

https://www.lumen.com/blog/en-us/the-infrastructure-quartermaster-inside-a-china-nexus-state-enab...
1•pir8life4me•1h ago•0 comments

Neural Amp Modeler (Nam) Architecture 2 (A2)

https://www.tone3000.com/blog/introducing-neural-amp-modeler-nam-architecture-2-a2
1•mariuz•1h ago•0 comments

Show HN: RunCoder – A Coding Workspace for Android

https://play.google.com/store/apps/details?id=com.runcode.app&hl=en_US
1•harshal_shinde•1h ago•1 comments

Show HN: ScriptTap – no-root Android automation with an AI script contract

https://play.google.com/store/apps/details?id=com.scripttap&hl=en_US
1•Romka2x•1h ago•1 comments

America's long march toward Chinese-style surveillance state

https://www.ocregister.com/2026/08/14/americas-long-march-toward-chinese-style-surveillance-state/
4•pir8life4me•1h ago•0 comments

How to Build a Thousand-Year-Old Tree

https://www.noemamag.com/how-to-build-a-thousand-year-old-tree/
3•ostacke•1h ago•0 comments

Google: Lake Ontario/Lake America name change in the U.S. will appear in Maps

https://blog.google/products-and-platforms/products/maps/gnis-lake-ontario-lake-america-name-change/
21•lr0•1h ago•10 comments

UK Households can save as plug-in solar panels come to market

https://www.gov.uk/government/news/households-can-save-as-plug-in-solar-panels-come-to-market
5•bryanrasmussen•1h ago•0 comments

Veryfront Code – Full-Stack AI Apps and Agents with TypeScript and React

https://github.com/veryfront/veryfront-code
3•kojiwakayama•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.