frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

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.

AI Warfare Is Here

https://www.theverge.com/ai-artificial-intelligence/937028/military-ai-warfare-red-lines
1•gorgmah•33s ago•0 comments

The Idaho Chip Maker That Doubled to $1T in 48 Days

https://www.wsj.com/finance/stocks/global-stocks-markets-dow-news-05-26-2026-901372fa
1•littlexsparkee•3m ago•1 comments

AI Threatens the Giants of Consulting

https://www.ft.com/content/d82d2a5c-74ab-4eb9-a658-fd5467e71670
1•uxhacker•4m ago•0 comments

SWE Tasks Doable by AI

https://www.signalbloom.ai/posts/why-task-proficiency-doesnt-equal-ai-autonomy/
1•abrbhat•5m ago•0 comments

Automations I built to help manage ADHD

https://0xff.nu/automating-adhd/
1•hxii•6m ago•1 comments

Is grep all you need? Lexical VS Sematic Search for Agents

https://www.llamaindex.ai/blog/is-grep-all-you-need-lexical-vs-sematic-search-for-agents
1•aledevv•9m ago•0 comments

Agent-workspace-Linux An isolated Linux desktop that an AI agent control

https://github.com/agent-sh/agent-workspace-linux
1•anotherCodder•11m ago•0 comments

Nvidia Vera CPU Benchmarks: Olympus Cores Delivering Great Performance

https://www.phoronix.com/review/nvidia-vera-benchmarks
2•naves•14m ago•0 comments

Daves Compendium of Level Select Screens

http://www.davetech.co.uk/gamedevlevelselect
1•frogulis•14m ago•0 comments

All of human cooking compressed into 2 megabytes

https://arxiv.org/abs/2605.22391
1•josefchen•15m ago•0 comments

EU to favour European satellite services to prevent Musk's Starlink expansion

https://www.euronews.com/my-europe/2026/05/26/eu-to-favour-european-satellite-services-to-prevent...
1•vrganj•16m ago•0 comments

Show HN: TokenAdvisor – paste a prompt, see what to cut to lower your LLM bill

https://tokenadvisor.dev/
2•Emadiali83•17m ago•1 comments

I tracked down the thief who stole $200k of Lego [video]

https://www.youtube.com/watch?v=wscQpkcwgNU
1•Titan2189•19m ago•1 comments

Fighting the AI Scraperbot Scourge

https://lwn.net/Articles/1008897/
1•prakashqwerty•19m ago•0 comments

The Untold Story About W Social

https://blog.elenarossini.com/the-untold-story-about-w-social-unconventional-beginnings-strategic...
1•worik•24m ago•0 comments

Tool-schema compression enables agentic RAG under constrained context budgets

https://arxiv.org/abs/2605.26165
1•Sakizli•24m ago•0 comments

How to Make Sure AI Doesn't Spy on Us or Kill Innocent People

https://reason.com/video/2026/05/26/how-to-make-sure-ai-doesnt-spy-on-us-or-kill-innocent-people/
1•rendall•29m ago•0 comments

Monitor your store and competitors automatically

https://beaconmon.com
1•haimanotgetu•31m ago•1 comments

Career Evolution Simulator

https://www.tooldocket.com/2026/05/career-evolution-simulator.html
1•stoicstoic•32m ago•0 comments

Show HN: YouTube MCP – let your AI agent search YouTube for research

https://github.com/ZeroPointRepo/youtube-mcp
1•therohitdas•32m ago•0 comments

Windows' classic 3D Space Cadet pinball is getting a physical re-creation

https://arstechnica.com/gaming/2026/05/windows-classic-3d-space-cadet-pinball-is-getting-a-physic...
1•naves•33m ago•0 comments

An LLM Flies X-Plane [video]

https://www.youtube.com/watch?v=UiXcLURL7yo
1•marklit•33m ago•0 comments

How sure is the activation oracle?

https://arxiv.org/abs/2605.26045
1•evilscript•33m ago•0 comments

Anthropic's Dogma on US-China AI Competition

https://chinai.substack.com/p/anthropics-dogmatic-views-on-us-china
2•pretext•33m ago•1 comments

Claude, Author of the Humanitas

https://www.lesswrong.com/posts/wRNJZz2iYrfDaSDdz/claude-author-of-the-humanitas
1•doener•35m ago•0 comments

From Chatbot to Agentic Endpoint, and Beyond

https://yy8402.github.io/blog/agentic-ai-workspace/
1•yy8402•37m ago•0 comments

Why science is becoming less innovative

https://economist.com/graphic-detail/2026/05/25/why-science-is-becoming-less-innovative
3•andsoitis•37m ago•0 comments

Human Proof for FOSS Contributions

https://dillo-browser.org/lab/human-proof/
1•LaSombra•38m ago•2 comments

Spotify CEO defends AI music, wants you to stop calling it 'slop'

https://www.neowin.net/news/spotify-ceo-defends-ai-music-wants-you-to-stop-calling-it-slop/
5•bundie•38m ago•2 comments

Rethinking the Gnome Clipboard Issues

https://edu4rdshl.dev/posts/rethinking-the-gnome-clipboard-issues/
2•LaSombra•39m ago•0 comments