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Kinetic typography: the what, why, and how

https://www.linearity.io/blog/kinetic-typography/
1•argee•11s ago•0 comments

Symposia AI

https://www.trysymposiaai.com/landing
1•CarlosEdu•1m ago•1 comments

Solving CartPole in 8 Weights

https://cartpole.neocities.org/
1•georgehotz•2m ago•0 comments

Magical Realism: "Northern Exposure" 25 Years Later (2015)

https://www.rogerebert.com/streaming/magical-realism-nothern-exposure-25-years-later
1•walterbell•2m ago•0 comments

Show HN: Wyndup – share a live countdown with your podcast guest

https://wyndup.net
1•ardwino•6m ago•0 comments

Elastic Cloud on Kubernetes, simplified: zone awareness, restarts, and mTLS

https://www.elastic.co/search-labs/blog/elasticsearch-kubernetes-zone-awareness-restarts-mtls
1•eigenBasis•7m ago•0 comments

Jane Street's approach to AI adoption throughout their SDLC [video]

https://www.youtube.com/watch?v=rUYP4C29yCw
2•devdoshi•9m ago•1 comments

Brovan: Binary user-mode emulator for x86_64

https://github.com/AdvDebug/Brovan
1•AdvDebugy•10m ago•0 comments

WikiProject Editor Retention

https://en.wikipedia.org/wiki/Wikipedia:WikiProject_Editor_Retention
1•sshh12•11m ago•0 comments

A Compression Tool for LLM Reads. Est. 60-95% Fewer Tokens

https://github.com/chopratejas/headroom
1•botacode•11m ago•0 comments

North America's largest commuter rail system faces a potential shutdown

https://apnews.com/article/lirr-new-york-commuter-rail-strike-union-eefab0d1f91470934fb89bd1809d0a94
2•petethomas•14m ago•1 comments

Random.website

https://random.website
2•npilk•14m ago•0 comments

Humanoid robots won't surprise us when they arrive

https://philipotoole.com/humanoid-robots-wont-surprise-us-when-they-appear/
2•otoolep•18m ago•0 comments

Thorchain halts trading after $10M cross-chain exploitRUNE token drops 12%

https://www.coindesk.com/tech/2026/05/15/thorchain-halts-trading-after-usd10-million-cross-chain-...
1•LUZUVYY•23m ago•0 comments

Engineer creates starwars inspired air bike

https://volonaut.com
1•nirkalimi•24m ago•0 comments

How to bypass Anti-Bots in 2026

https://roundproxies.com/blog/how-to-bypass-anti-bots/
2•majorchord•25m ago•0 comments

Python by Example Using Cloudflare Dynamic Workers

https://www.pythonbyexample.dev/
2•adewale•26m ago•1 comments

Lost in Translation: Text Message Spoofing via Email [pdf]

https://sumanthvrao.github.io/papers/rao-oakland-2026.pdf
2•yechs•26m ago•1 comments

New quantum algorithm solves "impossible" materials problem in seconds

https://www.sciencedaily.com/releases/2026/05/260512202355.htm
2•maxloh•26m ago•0 comments

What Is Rails-Way?

https://paweldabrowski.com/farewell-to-rails-way/what-is-rails-way
2•thunderbong•29m ago•0 comments

SpaceX targets June 11 IPO pricing, picks Nasdaq for historic market debut

https://www.coindesk.com/markets/2026/05/15/spacex-targets-june-11-ipo-pricing-picks-nasdaq-for-h...
1•LUZUVYY•29m ago•0 comments

Auto Rebaser v2 – browser-side GitHub PR housekeeping, now multi-account

https://github.com/bradygrapentine/auto-rebaser
1•bgrapentine•33m ago•0 comments

Legacy Update for Windows 8.1 for x64-based Systems

https://legacyupdate.net/download-center/download/51025/update-for-windows-8.1-x64-kb3132080
1•kristianp•34m ago•0 comments

NextEra and Dominion in talks over tie-up to create $400B US utility giant

https://giftarticle.ft.com/giftarticle/actions/redeem/7f0f2008-4160-45f9-8c93-80f8b4318669
3•alephnerd•38m ago•0 comments

Is China using fentanyl as a weapon against the United States?

https://en.unav.edu/web/global-affairs/esta-china-usando-el-fentanilo-como-arma-contra-estados-un...
5•Stevvo•43m ago•5 comments

China's unfinished buildings have created stranded assets with substantial costs

https://www.cell.com/one-earth/fulltext/S2590-3322(26)00050-3
2•littlexsparkee•43m ago•0 comments

Gaps in AI Development Closing 2.1B in Pain

https://news.novonavis.com/builders
1•capagg•48m ago•1 comments

Volkswagen Detects CI Server Tests and Ensures They Pass (2015)

https://github.com/auchenberg/volkswagen
3•birdculture•49m ago•0 comments

'No Way to Prevent This,' Says Only Package Manager Where This Regularly Happens

https://kevinpatel.xyz/posts/no-way-to-prevent-this/
13•alligatorplum•52m ago•0 comments

Picollo: Modern HDR histogram and PMU counters for .NET

https://hotforknowledge.com/2026/05/15/introducing-picollo/
1•buybackoff•52m ago•1 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•12mo 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•12mo 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.