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My Claude.md for enterprise grade software

https://github.com/heyojules/agent-context
1•gintokinx•5m ago•1 comments

A 'time capsule' for cells stores the secret experiences of their past

https://www.nature.com/articles/d41586-026-00116-8
1•XzetaU8•7m ago•0 comments

Claude finds 353 zero-days on Packagist

https://sansec.io/research/claude-finds-353-zero-days-packagist
4•gwillem•8m ago•1 comments

Turning blockchain wallets into readable stories

https://kettaro.com/
1•chainbuilder•10m ago•1 comments

Are your memories illusions? New study disentangles the Boltzmann brain paradox

https://phys.org/news/2026-01-memories-illusions-disentangles-boltzmann-brain.html
1•pseudolus•10m ago•0 comments

Why should GNOME support server side decorations?

https://blister.zip/posts/gnome-ssd/
1•Jyaif•11m ago•0 comments

Skill Gateway: Intelligent skill selection system that reduces token consumption

https://github.com/onurkanbakirci/skills-gateway
1•onurkanbkrc•11m ago•0 comments

Witcher 3 Quests style TODO App

https://karthikeshwar1.github.io/ToDo-Witcher3Style/
1•rcrKnight•11m ago•1 comments

Ancient handprints may represent some of the first rock art

https://www.science.org/content/article/these-ancient-handprints-may-represent-some-world-s-first...
1•pseudolus•12m ago•0 comments

Why Extreme Posts Go Viral

https://www.tekushi.com/research/why-extreme-post-go-viral
1•laurent_molter•17m ago•1 comments

The rise of 'micro' apps: non-developers are writing apps instead of buying them

https://techcrunch.com/2026/01/16/the-rise-of-micro-apps-non-developers-are-writing-apps-instead-...
1•bookofjoe•19m ago•0 comments

Resource Signal: Reactive async data loading for Python

https://reaktiv.bui.app/docs/resource-guide.html
1•buibuibui•25m ago•1 comments

What is a split network for recruiters?

https://talnet.co/space/blog/what-is-a-split-network-for-recruiters/
1•bouia•25m ago•0 comments

Netflix's Masterclass: Engineering Live Streaming at Scale

https://streaminglearningcenter.com/encoding/netflixs-masterclass-engineering-live-streaming-at-s...
1•breve•27m ago•0 comments

Show HN: RepoSquirrel – New release with deep PagerDuty and Git visualizations

https://github.com/reposquirrel/reposquirrel
1•reposquirrel•30m ago•0 comments

Show HN: It's a free vulnerability database that publishes fresh CVE data daily

https://www.threatroad.com/
2•levberg•39m ago•0 comments

We will ban you and ridicule you in public if you waste our time on crap reports

https://curl.se/.well-known/security.txt
96•latexr•39m ago•33 comments

Starting a Startup at 25, 35, or 45 Is Not the Same Decision

https://nauma.ai/blog/p/starting-a-startup-at-25-35-or-45
1•iliyanko•42m ago•0 comments

City Weather Explorer (3D comparison)

https://awjuliani.github.io/weather-explore/
2•emot•42m ago•0 comments

Animals Build a Sense of Direction

https://www.quantamagazine.org/how-animals-build-a-sense-of-direction-20260121/
2•ibobev•42m ago•0 comments

Mills Ratio and Tail Thickness

https://www.johndcook.com/blog/2026/01/21/mills-ratio/
1•ibobev•42m ago•0 comments

Show HN: Applyra, Improve your app rankings – simply

https://www.applyra.io
1•krnelstudio•43m ago•0 comments

We've Optimised Ourselves into Loneliness

https://substack.com/@zarasurfs/p-182470784
1•ragnor•44m ago•0 comments

Scientists uncover how microbial consortia break down lignin

https://phys.org/news/2025-12-scientists-uncover-microbial-consortia-lignin.html
1•PaulHoule•44m ago•0 comments

Game Controller Designs Through the Years

https://www.goto10retro.com/p/game-controller-designs-through-the
1•ibobev•45m ago•0 comments

Ask HN: Can something motivate you to use an AI browser assistant?

1•ProtosGalaxias•46m ago•0 comments

ISO PDF spec is getting Brotli – ~20 % smaller documents with no quality loss

https://pdfa.org/want-to-make-your-pdfs-20-smaller-for-free/
2•whizzx•46m ago•0 comments

GM, Ford et al. Retreated on EVs, So Why Do They Deserve Tariff Protection? [video]

https://www.youtube.com/watch?v=mknvPo2XGic
1•xbmcuser•46m ago•0 comments

Show HN: YouTube App Centered Around Language Learning

1•yunusabd•47m ago•0 comments

Fake Founder Stories Are Warping Startup Expectations

https://webmatrices.com/post/the-success-theater-economy-how-fake-founder-stories-are-warping-sta...
1•bishwasbh•49m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•8mo 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•8mo 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.