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Open-source machine identity security (IAM roles outnumber humans 82:1)

https://github.com/josephtui767-cloud/MII
1•josephtui•58s ago•0 comments

Microsoft's quantum computing technology called into question, again

https://vechron.com/2026/06/microsofts-quantum-computing-technology-called-into-question-again/
1•bhartipoddar•2m ago•0 comments

The day I started believing

https://davidpoblador.com/blog/the-day-i-started-believing.html
1•nirvanis•4m ago•0 comments

Ultrasound Imaging of the Brain

https://alephneuro.com/blog/ultrasound-brain
1•rossant•4m ago•0 comments

After the Rent Freeze

https://phenomenalworld.org/analysis/after-the-rent-freeze/
1•mjbellantoni•5m ago•0 comments

Orientation-Dependent Drag Crisis&Flight Response of FIFA World Cup Ball Trionda

https://www.mdpi.com/2311-5521/11/5/128
1•bookofjoe•10m ago•0 comments

Zoo Visitors' Initial Assessment of an Animaloid Robot as a Zoo Exhibit [pdf]

https://dl.acm.org/doi/pdf/10.1145/3544549.3585762
1•parksb•10m ago•0 comments

Ask HN: How do you do invoicing?

1•lasvejas•12m ago•0 comments

Show HN: I tracked 47 flights with a smart ring to quantify IMSAFE's blind spot

https://jay9185.github.io/Ultrahuman-heatmaps/
1•jerr12939•12m ago•0 comments

Mlibc: A fukk-featured portable C standard library

https://github.com/managarm/mlibc
1•fanf2•13m ago•0 comments

A Curl Mountain Movie

https://daniel.haxx.se/blog/2026/06/26/a-curl-mountain-movie/
1•HieronymusBosch•14m ago•0 comments

Study: One fake web page can be enough to trick AI shopping recommendations

https://www.fastcompany.com/91562049/one-fake-webpage-can-be-enough-to-trick-ai-shopping-recommen...
1•giuliomagnifico•14m ago•0 comments

Standby –> Intervention

https://seths.blog/2026/06/standby-intervention/
1•mooreds•15m ago•0 comments

I Shipped Feature So Fast Sheryl Sandberg Called an Emergency Meeting to Stop Me

https://michaelnovati.substack.com/p/i-shipped-a-facebook-feature-so-fast
2•kiyanwang•16m ago•0 comments

The Copy and the Guru

https://om.co/2026/05/26/the-copy-and-the-guru/
1•mooreds•18m ago•0 comments

The Shit Umbrella – a rant (2019)

https://medium.com/@ElizAyer/the-shit-umbrella-a-rant-3c0960f92bcb
1•mooreds•19m ago•0 comments

Fan Speed Offset Explained

https://www.noctua.at/en/expertise/tech/fan-speed-offset-explained
2•tosh•21m ago•0 comments

Show HN: Git-lazy-mount mount a repo without cloning it. Works with ordinary Git

https://github.com/mohsen1/git-lazy-mount
6•mohsen1•25m ago•3 comments

Battery-Powered Air Conditioners Take a Load Off the Grid

https://spectrum.ieee.org/battery-powered-air-conditioning
1•defrost•25m ago•0 comments

Ex-NOAA employees re-create a valuable climate data site shut down by Trump

https://www.npr.org/2026/06/26/nx-s1-5869615/climate-noaa-data-trump-doge
9•geox•25m ago•0 comments

Show HN: Kapient – Website monitoring that tells you what to fix

https://kapient.com
1•anwarfirst•26m ago•0 comments

The tick that makes you allergic to meat is spreading across Massachusetts

https://newbedfordlight.org/the-bugs-that-make-you-allergic-to-meat-are-spreading-across-mass/
2•georgecmu•26m ago•1 comments

What do people think of shadow AI? Security folk seem to love talking about it

https://old.reddit.com/r/cybersecurity/comments/1s55dw6/are_we_overfocused_on_ai_controls_while_s...
1•Ishaan0075•27m ago•0 comments

Ask HN: Who remembers Fry's Electronics – the "church" of IT people?

3•netfortius•27m ago•0 comments

Treaty of Versailles

https://en.wikipedia.org/wiki/Treaty_of_Versailles
1•chistev•29m ago•0 comments

Underpromise, overdeliver? Hands-on with the $24,950 Slate auto

https://arstechnica.com/features/2026/06/we-take-a-ride-in-slates-24950-electric-pickup/
1•rbanffy•30m ago•0 comments

Polymarket says hackers stole users' funds

https://techcrunch.com/2026/06/25/polymarket-says-hackers-stole-users-funds/
2•croes•31m ago•0 comments

Show HN: LWDT – A Zephyr-inspired device-tree framework for ESP-IDF

https://github.com/oldrev/lwdt
2•oldrev•31m ago•0 comments

Marine expedition uncovers 31 new species in two weeks

https://www.theguardian.com/environment/2026/jun/26/marine-expedition-uncovers-31-new-species-two...
1•tosh•32m ago•0 comments

Volkswagen weighs up to 100k job cuts and four plant closures

https://www.reuters.com/business/autos-transportation/volkswagen-ceo-aims-cut-up-100000-jobs-next...
2•theanonymousone•32m 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.