frontpage.
newsnewestaskshowjobs

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.

I Email Complete Strangers

https://www.goodinternetmagazine.com/why-i-email-complete-strangers/
1•karakoram•43s ago•0 comments

Show HN: Simple, lightweight, modern, turnkey, Java web server library

https://github.com/Petersoj/jet
1•Petersoj•1m ago•0 comments

Pinboard.in is not resolving DNS

https://pinboard.in
1•yevuard•1m ago•1 comments

The Backdoors Inside Smart Devices WSJ [video]

https://www.youtube.com/watch?v=apEPPKYgLL0
1•gastonmorixe•2m ago•0 comments

Show HN: When Will AI? – A timeline of top AI predictions

https://whenwill.ai
1•jaymeh13•3m ago•0 comments

What if it all came out?

https://nymag.com/intelligencer/article/your-digital-self-is-vulnerable.html
2•alwa•5m ago•0 comments

Passing Cloudflare Turnstile using two fingers

https://blog.gingerbeardman.com/2026/06/15/passing-cloudflare-turnstile-using-two-fingers/
1•zdw•8m ago•0 comments

DPBench: Structural Determinants of Multi-Agent LLM Coordination

https://arxiv.org/abs/2602.13255
1•najmul-hasan•9m ago•0 comments

Fedora 44 Gnome review – We're not in Kansas anymore

https://www.dedoimedo.com/computers/fedora-44-gnome.html
1•dxs•10m ago•0 comments

The Most Recognized English Word

https://irreal.org/blog/?p=13877
1•dxs•10m ago•0 comments

Show HN: Get your first set of users by supporting others

https://founderkarma.co
2•okiki-clickdrop•12m ago•0 comments

Node-Red 5 Released

https://nodered.org/blog/2026/06/09/version-5-0-released
1•kristopherleads•12m ago•1 comments

90s Kid – Nineties Nostalgia

https://notas.grod.es/en/90s-kid
1•grodes•13m ago•0 comments

Family Tree File Format Open Sourced by LDS Church (1984)

https://en.wikipedia.org/wiki/GEDCOM
2•henryoman•14m ago•2 comments

Cisco SD-WAN Manager arbitrary file write (CVE-2026-20262) – CISA KEV

https://hellorecon.com/blog/cve-2026-20262
2•slvnx•16m ago•0 comments

Software Signal Intelligence

https://www.threedeep.tech
1•ethigent•18m ago•1 comments

"Cursor for X": key standards for vertical products offering agent workflows

https://alanyahya.com/writing/common-standards-vertical-agent-products
1•alansaber•19m ago•0 comments

EC Ruled Months Ago That Google's Integration of Gemini in Android Violates DMA

https://daringfireball.net/linked/2026/06/15/ec-google-gemini-ai-dma
1•danaris•19m ago•1 comments

Techno-libertarians are flocking to the Caribbean

https://economist.com/the-americas/2026/06/11/techno-libertarians-are-flocking-to-the-caribbean
14•andsoitis•27m ago•8 comments

China is innovative. Its economy is a mess. Which matters more?

https://economist.com/finance-and-economics/2026/06/08/china-is-innovative-its-economy-is-a-mess-...
1•andsoitis•29m ago•0 comments

Nvidia DGX Station

https://www.nvidia.com/en-us/products/workstations/dgx-station/
2•Wingy•34m ago•0 comments

FreeBSD AI-Assisted Vulnerability Discovery Project Launch

https://freebsdfoundation.org/blog/freebsd-ai-assisted-vulnerability-discovery-project-launch/
1•jaypatelani•35m ago•0 comments

Anthropic is pausing the Claude Agent SDK credit change

https://twitter.com/aronprins/status/2066607128563851546
1•cmogni1•39m ago•0 comments

Show HN: Legioni – a bunch of AI agents always with you

https://github.com/simoneloru/legioni
1•leonvonblut•41m ago•0 comments

Making FlashAttention-4 faster for inference

https://modal.com/blog/flash-attention-4-faster
1•birdculture•41m ago•0 comments

DNA Memory Architecture

https://dna2ram.substack.com/p/ram-is-not-made-for-huge-companies
1•arikotos•42m ago•0 comments

Tesla Cybercab Full Specs

https://electrek.co/2026/06/15/tesla-cybercab-epa-specs-curb-weight-battery-motor-power/
2•fprog•44m ago•0 comments

Show HN: ThoughtLeadin – AI-first LinkedIn where every post is corporate slop

https://thoughtleadin.com
1•natyoung•45m ago•0 comments

The Dead Economy Theory

https://gmalandrakis.com/writings/ad-economicum.html
3•l0new0lf-G•47m ago•0 comments

Why autonomous AI hiring decisions are indefensible (I build hiring AI)

https://recrutador.com/en/blog/the-case-against-autonomous-hiring-ai/
1•tessarolli•47m ago•1 comments