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Rats Snatching Bats Out of the Air and Eating Them–Researchers Got It on Video

https://www.smithsonianmag.com/smart-news/rats-are-snatching-bats-out-of-the-air-and-eating-them-...
1•bookofjoe•4m ago•0 comments

Heaven's Gate Public Key

https://www.heavensgate.com/misc/secure.htm
1•imwally•11m ago•1 comments

The Greenlandic Santa Claus: The Fairytale That Disappeared (2022)

https://www.sermitsiaq.ag/kultur/den-gronlandske-julemand-eventyret-der-forsvandt/313490
2•tokai•16m ago•0 comments

Energy-Generating Floor Tiles: How Pavegen Turns Steps into Power

https://insights.greyb.com/pavegen-energy-generating-floor-tiles-patents/
2•Rahul035•19m ago•1 comments

AI as a WordPress Fundamental

https://make.wordpress.org/core/2025/12/04/ai-as-a-wordpress-fundamental/
1•gslin•23m ago•0 comments

Fast trigram based code search

https://github.com/sourcegraph/zoekt
2•cv_h•30m ago•0 comments

Sugars, 'Gum,' Stardust Found in NASA's Asteroid Bennu Samples

https://www.nasa.gov/missions/osiris-rex/sugars-gum-stardust-found-in-nasas-asteroid-bennu-samples/
1•ryan_j_naughton•31m ago•0 comments

Anthropic's Claude Interviewer

https://claude.ai/interviewer
2•Brajeshwar•32m ago•0 comments

Weird FFmpeg Use Cases

https://www.twitch.tv/videos/2635259036
2•implabinash•36m ago•1 comments

Nvidia CUDA Tile

https://developer.nvidia.com/cuda/tile
4•elkguy•38m ago•0 comments

PRC State-Sponsored Actors Use Malware Across Public Sector and IT Systems

https://www.cisa.gov/news-events/alerts/2025/12/04/prc-state-sponsored-actors-use-brickstorm-malw...
3•gslin•39m ago•0 comments

Vpternlog: Signed Saturation

https://wunkolo.github.io/post/2025/12/vpternlog-signed-saturation/
1•mfiguiere•39m ago•0 comments

Nanopositioning Metrology, Gödel, and Bootstraps

https://www.pi-usa.us/en/tech-blog/nanopositioning-metrology-goedel-and-bootstraps
2•nill0•40m ago•0 comments

Show HN: A fun sustainability marketplace for teams

https://createamarketplace.com/social-marketplace
1•cladian•40m ago•0 comments

Nano Banana Pro – AI Image Editor with Perfect Text Rendering and 4K

https://nanobanana.org
2•MikeMoh•44m ago•0 comments

Warner Bros Begins Exclusive Deal Talks With Netflix

https://www.bloomberg.com/news/articles/2025-12-05/warner-bros-is-said-to-begin-exclusive-deal-ta...
1•mfiguiere•46m ago•2 comments

High Friction Learning Habits: Why Your "Second Brain" Is Failing

https://medium.com/@awabs/jit-learning-why-just-in-case-information-gets-deleted-by-your-brain-15...
2•Awab•48m ago•0 comments

NeuralRemaster: Phase-Preserving Diffusion for Structure-Aligned Generation

https://www.youtube.com/watch?v=pqmdsO1L45w
1•E-Reverance•56m ago•0 comments

Review: Surreal Numbers

https://signoregalilei.com/2025/11/26/review-surreal-numbers/
2•surprisetalk•59m ago•0 comments

A Man I Want to Meet the Most

https://chillphysicsenjoyer.substack.com/p/the-man-i-want-to-meet-the-most
3•surprisetalk•59m ago•0 comments

Rabbit Hole Learning

https://seated.ro/posts/rabbit-hole-learning.html
4•surprisetalk•1h ago•0 comments

The "Pretend to Work" Loophole of China [video]

https://www.youtube.com/watch?v=W7VJLipgiuQ
1•surprisetalk•1h ago•0 comments

Trump: Japan's 'Cute' Kei Cars Are Coming to America

https://www.motor1.com/news/780870/trump-kei-cars-coming-america/
5•harambae•1h ago•0 comments

Rethink Talks New Transcoding Report and Future of VVC, AV1, and Lcevc

https://www.streamingmedia.com/Articles/ReadArticle.aspx?ArticleID=172602
3•breve•1h ago•0 comments

Samsung unveils first multi-folding phone as competition set to heat up

https://www.reuters.com/business/media-telecom/samsung-unveils-first-multi-folding-phone-competit...
1•mgh2•1h ago•0 comments

Show HN: Vibe Commander

https://github.com/AvitalTamir/vibecommander
3•fatliverfreddy•1h ago•0 comments

Bcachefs 1.33.0 – Reconcile

https://lore.kernel.org/linux-bcachefs/slvis5ybvo7ch3vxh5yb6turapyq7hai2tddwjriicfxqivnpn@xdpb25w...
2•RGBCube•1h ago•0 comments

Updating My Bash Prompt

https://martianlantern.github.io/2025/11/updating-my-bash-prompt/
2•martianlantern•1h ago•1 comments

Robotgo v1.0.0 and Pro, easy build automation, auto test, computer use

https://github.com/go-vgo/robotgo/releases/tag/v1.0.0
2•veni0•1h ago•0 comments

South Korea developing app that shows real-time location of stalkers

https://www.bbc.com/news/articles/cp84y7jx2pzo
5•1659447091•1h ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•6mo 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•6mo 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.