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How to Just Do a Thing

https://www.raptitude.com/2026/05/how-to-just-do-a-thing/
1•_vaporwave_•1m ago•0 comments

America's Data Center Build-Out Is Falling Way Behind Schedule

https://www.wsj.com/tech/ai/americas-data-center-build-out-is-falling-way-behind-schedule-e408a9a8
4•1vuio0pswjnm7•6m ago•0 comments

C++: Let's get comfortable with concepts

https://platis.solutions/blog/2026/05/02/lets-get-comfortable-with-concepts/
1•HeliumHydride•7m ago•0 comments

Type-Error Ablation and AI Coding Agents

https://arxiv.org/abs/2606.01522
1•matt_d•8m ago•0 comments

Microsoft Scout: Your always-on personal agent

https://www.microsoft.com/en-us/microsoft-365/blog/2026/06/02/introducing-microsoft-scout-your-al...
1•Garbage•8m ago•0 comments

The American civilians that stayed behind in Saigon

https://connla.substack.com/p/whats-another-year
1•jfil•10m ago•0 comments

Wikiracer–an chess.com style Wikipedia racing website with analysis

https://wikiracer.com
1•smolyar•11m ago•0 comments

The Unreasonable Redundancy of Nature's Protein Folds

https://research.ligo.bio/posts/unreasonable-redundancy-of-natural-protein-folds/
2•ray__•11m ago•0 comments

U of T researchers demonstrate AI worm could target any online device

https://www.utoronto.ca/news/u-t-researchers-demonstrate-ai-worm-could-target-any-online-device
1•shscs911•12m ago•0 comments

How Lawsuits Alleging Social Media Harms Threaten Big Tech

https://www.bloomberg.com/news/articles/2026-06-02/how-lawsuits-alleging-social-media-harms-threa...
1•1vuio0pswjnm7•14m ago•0 comments

Pi Dynamic Workflows

https://github.com/Michaelliv/pi-dynamic-workflows
1•fjk•15m ago•0 comments

Ebola and other deaths [video][18 mins]

https://www.youtube.com/watch?v=HeT86QdfSKY
1•Bender•15m ago•0 comments

AI Overviews reduce clicks to the #1 result by 58%

https://twitter.com/timsoulo/status/2061796432534003866
1•nreece•17m ago•0 comments

Meta scales back plan for internal mouse-tracking tech, citing staff concerns

https://tech.yahoo.com/ai/meta-ai/articles/exclusive-meta-scales-back-ai-200309556.html
2•1vuio0pswjnm7•17m ago•0 comments

Lots of people want to try Claude Opus 4.8

https://wisgate.ai/
1•kevin_wang7•17m ago•1 comments

External Clock Generation on RTX 50 Series

https://www.xtremesystems.us/post/external-clock-generation-on-rtx-50-series
1•mfro•23m ago•0 comments

Virtual Precision Clock

https://mitxela.com/projects/vpc
1•8organicbits•23m ago•0 comments

The American Missile Crisis

https://research.contrary.com/report/the-american-missile-crisis
7•JumpCrisscross•28m ago•1 comments

Texas Adds Another Solar Farm as Ercot Grid Demand Soars

https://electrek.co/2026/06/01/texas-adds-another-huge-solar-farm-ercot-grid-demand-soars/
4•m463•39m ago•0 comments

Perfect randomness realised for the first time

https://ethz.ch/en/news-and-events/eth-news/news/2026/05/perfect-randomness-realised-for-the-firs...
1•jonbaer•40m ago•0 comments

User-Replaceable Batteries Are Coming Back in a Big Way

https://www.theverge.com/column/939026/user-replaceable-batteries-eu-european-union-legislation
3•m463•42m ago•0 comments

Rsync and Outrage

https://medium.com/@tridge60/rsync-and-outrage-d9849599e5a0
11•st3fan•42m ago•1 comments

More police turn to simple drones clever effort to catch illegal e-bike riders

https://electrek.co/2026/06/02/more-police-turn-to-simple-drones-in-clever-effort-to-catch-illega...
1•Bender•43m ago•0 comments

China's Rise in Drug Development Looms over U.S.

https://www.nytimes.com/2026/05/30/business/china-lung-cancer-drugs-asco.html
2•lxm•44m ago•0 comments

PostgreSQL CLI Setup

https://sandrock.co.za/carl/2026/05/my-postgresql-cli-setup/
1•chthonicdaemon•44m ago•1 comments

The Four Signals of AI Observability

https://thoughtbot.com/blog/the-four-signals-of-ai-observability
1•iroha1203•45m ago•0 comments

HHS is overriding peer review to require changes to research scope, design

https://www.science.org/content/article/exclusive-hhs-now-weighing-science-nih-grants
6•SubiculumCode•51m ago•0 comments

NC lawmakers target 'addictive' apps in teen social media bill

https://www.wral.com/news/nccapitol/north-carolina-lawmakers-weigh-social-media-restrictions-unde...
2•01-_-•53m ago•0 comments

Florida sues OpenAI and CEO Altman, claiming company concealed serious risks

https://apnews.com/article/sam-altman-openai-lawsuit-florida-396d70c5a2d9bae7e95a8ee9adaef836
3•1vuio0pswjnm7•53m ago•0 comments

The case for memory safe desktop Linux distribution

http://fiedzia.blogspot.com/2026/06/the-case-for-memory-safe-desktop-linux.html
2•fiedzia•55m 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.