frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•11mo 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•11mo 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.

Show HN: Hashful storage. Store your whole file in the URL hash

https://0x1.pt/dl
1•vmsp•1m ago•0 comments

Pro-Grade Java Development in Claude Code – Beyond Grep with LSP

https://blog.codonomics.com/2026/04/pro-grade-java-development-in-claude.html
1•sirkarthik•3m ago•1 comments

AI Earth Observation in Space Delivers Live Insight

https://spectrum.ieee.org/ai-earth-observation-in-space
1•rbanffy•3m ago•0 comments

Show HN: Made an app to help you market your app on TikTok

https://www.viralsprint.xyz/
1•randyort•5m ago•0 comments

Proton Mail now supports post-quantum encryption

https://proton.me/blog/introducing-post-quantum-encryption
1•rogueascension•5m ago•0 comments

Gitdone

https://git-done.com/
1•avoidaccess•5m ago•0 comments

Astronomers believe they’ve detected an atmosphere around a world beyond Pluto

https://apnews.com/article/pluto-atmosphere-kuiper-belt-c6b0ec2e0631f47c25ce18479b14e1ed
1•jnord•5m ago•0 comments

No One Builds Alone

https://n1ba.com
1•JMill•6m ago•0 comments

What Should Our Children Focus on in an AI World?

https://www.squig.com/blog/what-should-our-children-focus-on-in-an-ai-world
1•nashadelic•7m ago•1 comments

Oracle switches to monthly security updates

https://blogs.oracle.com/security/accelerating-vulnerability-detection-and-response-at-oracle
2•campuscodi•8m ago•0 comments

Robots move in as waste firms struggle to find staff

https://www.bbc.co.uk/news/articles/cvg0w84q1wyo
1•neversaydie•9m ago•0 comments

Test

1•MKBSP•10m ago•1 comments

Test

1•MKBSP•11m ago•0 comments

Who is building open-source company-wide context engine?

1•azyc•12m ago•0 comments

Type-Safe IPC in Electron

https://heckmann.app/en/blog/electron-ipc-architecture/
1•ankitg12•12m ago•0 comments

Show HN: Mathfinity – Mental arithmetic drills against the clock (Flutter)

https://github.com/p32929/mathfinity
1•heliskyr2•14m ago•0 comments

Show HN: Any photos into Amazon-compliant main images

https://fix.pictures/
2•fplusf•16m ago•1 comments

Photoshop's Challenges with Focus

https://unsung.aresluna.org/photoshops-challenges-with-focus-pt-2/
1•tosh•16m ago•0 comments

Politico leak on open disputes in the ChatControl negotiations

https://digitalcourage.social/@echo_pbreyer/116516433994922179
1•latexr•16m ago•0 comments

Sandboxing Code Mode for Local Agents

https://openteams.com/code-mode-sandboxing-local-llms/
1•nenb_•17m ago•0 comments

Agent MetaSKILLs

https://swival.dev/pages/metaskills.html
1•jedisct1•19m ago•0 comments

Blink – AI Assistant. A knowledge destination

https://blink-oi.vercel.app
1•Pascal1997•21m ago•0 comments

A Personal View of APL

https://www.jsoftware.com/papers/APLPersonalView.htm
1•tosh•22m ago•0 comments

Chinese solar exports double in a month to hit record high amid energy crisis

https://ember-energy.org/latest-updates/chinese-solar-exports-double-in-a-month-to-hit-record-hig...
3•helsinkiandrew•23m ago•1 comments

Left-brained vs. right-brained personalities: neuroscience says it's a myth

https://isitcap.com/r/left-brained-people-creative-right-brained-logical
1•mysafepony•25m ago•0 comments

Microsoft Committed to Doubling AI Infrastructure in Two Years

https://www.nextplatform.com/cloud/2026/05/04/microsoft-committed-to-doubling-ai-infrastructure-i...
1•rbanffy•28m ago•0 comments

Intel Inside the Micro Revolution: 8008 Origins

https://thechipletter.substack.com/p/intel-inside-the-micro-revolution
1•rbanffy•29m ago•0 comments

How to Download Videos from Canvas LMS

https://canvas-assistant.com/blog/how-to-download-videos-from-canvas-lms
1•behindai•30m ago•0 comments

Tile Language

https://tilelang.com
1•ibobev•31m ago•0 comments

Bun (the JavaScript runtime) is being vibe-ported from Zig to rust

https://github.com/oven-sh/bun/blob/claude/phase-a-port/docs/PORTING.md
2•birdculture•32m ago•0 comments