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Reframed – Open-source alternative to Screen Studio, have editor, auto-zoom

https://github.com/jkuri/Reframed
1•jkuri•40s ago•0 comments

Show HN: MacCoolinator – Putting the "Cool" in Mac

https://github.com/corylevine/MacCoolinator
1•coryxrx•50s ago•0 comments

Inequality aversion can be taught through learning of others' preferences

https://elifesciences.org/articles/102800
1•PaulHoule•1m ago•0 comments

Made Simple Timezone Tracker

https://time.yaosamo.com/
1•yaosamo•1m ago•0 comments

The whole point of OpenAI's Responses API is to help them hide reasoning traces

https://www.seangoedecke.com/responses-api/
1•dkleinest•2m ago•0 comments

Show HN: Permanent Underclass – Terminal game about AI acceleration (Rust)

https://github.com/DhvanilPatel/permanent-underclass
2•flamenfury•3m ago•0 comments

Show HN: QueryVeil – An AI data analyst that investigates your data

https://www.queryveil.com
2•david-rodriguez•4m ago•0 comments

Show HN: Tfg – flake.nix generator for Terraform projects

https://github.com/import-shiburin/terraform-flake-generator
1•import-shiburin•6m ago•0 comments

Understanding the Modern Data Stack

https://datadrip.com/blog/understanding-the-modern-data-stack-without-the-buzzwords/
1•datadripsol•7m ago•1 comments

Trump Administration Considers Requiring Banks to Collect Citizenship Info

https://www.wsj.com/politics/policy/trump-administration-considers-action-requiring-banks-to-coll...
2•LostMyLogin•8m ago•1 comments

Testing Super Mario Using a Behavior Model Autonomously – Finding Real Bugs

https://testflows.com/blog/testing-super-mario-using-a-behavior-model-autonomously-part2/
4•vzakaznikov•9m ago•1 comments

Show HN: Hacker Smacker – spot great (and terrible) HN commenters at a glance

https://hackersmacker.org
2•conesus•9m ago•0 comments

Behind the design: Adobe's updated app icons

https://adobe.design/stories/process/behind-the-design-adobe-s-updated-app-icons
1•eustoria•10m ago•0 comments

Show HN: Open-Weight Image-Video VAE (Better Reconstruction ≠ Better Generation)

https://www.linum.ai/field-notes/vae-reconstruction-vs-generation
2•schopra909•10m ago•1 comments

DJR Glyph Navigator

https://glyphs.djr.com/
1•eustoria•10m ago•0 comments

Show HN: PiQrypt – Cryptographic audit trail for AI agents (Ed25519, Dilithium3)

https://github.com/PiQrypt/piqrypt
1•PiQrypt_Fred•11m ago•0 comments

Show HN: Run any LLM inside Claude Code. A local auditable proxy for 7 providers

https://github.com/sarukas/claude-code-agent-sdk-router
1•sarunasch•12m ago•0 comments

Eventually, the Future Comes

https://twitter.com/ScottWu46/status/2026350958213787903
1•dabit3•12m ago•0 comments

Inflation and Crime

https://policykahani.substack.com/p/inflation-and-crime
1•WasimBhai•12m ago•0 comments

How to Stop a Dictator

https://www.vox.com/politics/479924/democracy-us-brazil-south-korea-poland-backsliding-resilience
3•only_in_america•12m ago•0 comments

How to Allocate Memory

https://geocar.sdf1.org/alloc.html
1•tosh•13m ago•0 comments

So You Want to Cure Your Own Disease – Using AI to Take Agency over Your Health

https://andrewjrod.substack.com/p/d3b534ca-0bd6-4809-bf8e-77132c7363eb
3•kurinikku•13m ago•0 comments

Lean-TUI for the lean proof assistant

https://codeberg.org/wvhulle/lean-tui
2•i_don_t_know•14m ago•0 comments

Qwen 3.5 small models out

https://huggingface.co/Qwen/Qwen3.5-35B-A3B
3•andhuman•14m ago•0 comments

Cursor agents can now control their own computers

https://cursor.com/blog/agent-computer-use
1•leerob•15m ago•0 comments

The Emerging Harness Engineering Playbook

https://www.ignorance.ai/p/the-emerging-harness-engineering
1•charlierguo•15m ago•0 comments

Show HN: Connector-OSS – Memory integrity kernel for AI agents

https://github.com/GlobalSushrut/connector-oss
1•umeshlamton•16m ago•0 comments

Acecursor: Unleash Your CapsLock's Potential

https://github.com/Borrus-sudo/acecursor
1•Borrus-sudo•17m ago•0 comments

AI Didn't Start the Fire: Stack Exchange Exit, Voice, and Loyalty

https://blog.communitydata.science/ai-didnt-start-the-fire-how-stack-exchange-moderators-and-user...
2•aendruk•17m ago•0 comments

Show HN: Trolley – Run terminal apps anywhere

https://github.com/weedonandscott/trolley
1•oDot•18m ago•0 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•9mo 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•9mo 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.