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.

The End of a Craft?

https://neuribs.substack.com/p/the-end-of-a-craft
1•ribhu97•2m ago•0 comments

Show HN: The Front Page – Newspaper-style front page for Hacker News

https://thefrontpage.dev/
1•stagas•5m ago•0 comments

Is a Claw driven Hacker News user a problem?

2•delichon•6m ago•1 comments

Blocking an ASN (or similar) from my sites

https://dracos.co.uk/wrote/blocking-an-asn/
1•cdrnsf•7m ago•0 comments

The Shadowserver Foundation is a nonprofit security organization

https://www.shadowserver.org/
1•mooreds•8m ago•0 comments

I can focus for 5 hours on a tumor but not 5 minutes on someone I love

https://itsbrainsurgery.beehiiv.com/p/i-can-focus-for-5-hours-on-a-tumor-but-not-5-minutes-on-som...
1•dotcoma•8m ago•0 comments

You can't whisper at an AI agent

https://stripe.dev/blog/ai-steering-experiments
1•mooreds•9m ago•0 comments

The Case Against the AI Job Apocalypse

https://www.theringer.com/podcasts/plain-english-with-derek-thompson/2026/05/12/the-case-against-...
1•mooreds•10m ago•1 comments

Bad Agent

https://scobt.com/posts/bad-agent/
1•scotchfield•11m ago•0 comments

Jira Is Turing Complete

https://seriot.ch/computation/jira.html
1•fanf2•14m ago•0 comments

How my minimal, memory-safe Go rsync steers clear of vulnerabilities

https://michael.stapelberg.ch/posts/2026-05-24-minimal-memory-safe-go-rsync-vulns/
1•secure•18m ago•0 comments

How to Tame AI's Voracious Appetite for Energy

https://nautil.us/how-to-tame-ais-voracious-appetite-for-energy-1281212
1•Brajeshwar•18m ago•0 comments

Your Dotfiles Are Not a Distro

https://abyss.fish/your_dotfiles_are_not_a_distro
2•j3s•18m ago•0 comments

Sparrow

https://sparrowhub.io/
1•tosh•26m ago•0 comments

Miranda's Rescue was paid to save dogs, but is accused of killing them instead

https://kymkemp.com/2026/05/22/paid-to-save-them-accused-of-killing-them-the-investigation-of-mir...
1•ilamont•28m ago•0 comments

The seed oil panic is hurting my cardiac patients

https://www.statnews.com/2026/05/22/seed-oils-healthy-fats-tallow-fact-check-cardiac-health/
38•randycupertino•28m ago•2 comments

AI and the Rise of Just-in-Time Knowledge Work

https://operatingnotes.bearblog.dev/ai-and-the-rise-of-just-in-time-knowledge-work/
1•ninja-z•29m ago•0 comments

Salesforce Touts AI Promise over Reality in SaaSpocalypse Fight

https://www.bloomberg.com/news/articles/2026-05-22/salesforce-touts-ai-promise-over-reality-in-sa...
1•kjhughes•30m ago•0 comments

Rust is a great fit for the agentic era

https://kerkour.com/rust-agentic-coding
2•randomint64•30m ago•1 comments

Running Large-Scale GPU Workloads on Kubernetes with Slurm

https://developer.nvidia.com/blog/running-large-scale-gpu-workloads-on-kubernetes-with-slurm/
1•fprog•30m ago•0 comments

Complexity, Problem Solving, and Sustainable Societies, Joseph A. Tainter (1996)

http://www.harbornet.com/folks/theedrich/hive/Tainter/SocietalCollapse.htm
1•walterbell•31m ago•0 comments

Careers After AI

https://careersafter.ai/
3•oinoom•31m ago•0 comments

Blue Origin completes investigation into New Glenn launch failure

https://spacenews.com/blue-origin-completes-investigation-into-new-glenn-launch-failure/
2•bookmtn•36m ago•0 comments

The HTML-in-Canvas API origin trial

https://developer.chrome.com/blog/html-in-canvas-origin-trial
1•mariuz•36m ago•0 comments

Notes for May 17-24

https://taoofmac.com/space/notes/2026/05/24/1445
1•rcarmo•37m ago•0 comments

From Open Source Software to Open Source Strategy

https://p3institute.substack.com/p/from-open-source-software-to-open
3•mooreds•38m ago•0 comments

Cybersecurity Fundamentals for Water and Wastewater Utilities [pdf]

https://www.waterisac.org/wp-content/uploads/2024/12/WaterISAC_12-Fundamentals_FULL-12-High-Res.pdf
1•mooreds•39m ago•0 comments

The pronoun problem in agent identity

https://souveraineai.com/docs/papers/pronoun-problem/
1•Fimeg•39m ago•0 comments

Craig Newmark on Institutional Maintenance, Giving Away Control and the Internet

https://conversationswithtyler.com/episodes/craig-newmark/
2•mooreds•39m ago•0 comments

There Is No AI (It's Just People), with Jaron Lanier [video]

https://www.youtube.com/watch?v=TTppvBU2rU4
2•andrekandre•41m ago•0 comments