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.

Amazon Workers Say They're Under Investigation for Speaking About Data Centers

https://www.wired.com/story/amazon-workers-under-internal-investigation-after-speaking-out-about-...
2•1vuio0pswjnm7•4m ago•0 comments

Show HN: Mrs-Hybride-PQC – Hybrid Kyber1024 KEM 5-6x Faster Than HKDF-SHA256

https://github.com/A19dammer91/MRS-Hybride-PQC
1•A19dammer91•8m ago•0 comments

GLM-5.2: The Most Powerful Open Model yet and the Brutal Reality of Running It

https://vettedconsumer.com/glm-5-2-the-most-powerful-open-weight-model-yet-and-the-brutal-reality...
1•ermantrout•8m ago•0 comments

A modest proposal: Reformat everything to make documents more palatable to AI

https://www.theregister.com/ai-and-ml/2026/06/16/a-modest-proposal-reformat-everything-to-make-do...
1•gmays•9m ago•0 comments

Plop Linux

https://www.plop.at/en/ploplinux/index.html
1•modinfo•12m ago•0 comments

Prospective clinical study assumes one trial. What if there are two?

https://pubpeer.com/publications/A4D2D6AD194572CFA62BACD99C46D1
1•appleridge•12m ago•0 comments

Ask HN: Multi-LLM orchestration frameworks that collaborate?

1•ch3coohlink•14m ago•0 comments

CBC to stop airing NHL games after 74 years, end of free hockey on Canadian TV

https://www.theglobeandmail.com/sports/hockey/article-cbc-to-no-longer-air-nhl-hockey-ending-74-y...
2•1vuio0pswjnm7•19m ago•0 comments

Russian Dandelion plant offers solution to global rubber shortage

https://www.theguardian.com/science/2026/jun/17/plantwatch-russian-dandelion-solution-global-rubb...
1•oliculipolicula•22m ago•0 comments

Olympic Cyclist vs. Toaster: Can He Power It? [video]

https://www.youtube.com/watch?v=S4O5voOCqAQ
1•thunderbong•30m ago•0 comments

Apple allows alternative app stores, payments in Brazil

https://www.reuters.com/world/americas/apple-allows-alternative-app-stores-payments-brazil-after-...
1•virgulino•32m ago•0 comments

Coding Theory

https://en.wikipedia.org/wiki/Coding_theory
3•binyu•34m ago•0 comments

Went from zero interviews this year to landing 3 interviews this week

https://resume.metashark.io/
3•grantespo•34m ago•0 comments

AI has granted America new power

https://www.economist.com/leaders/2026/06/18/ai-has-granted-america-vast-new-power
2•andsoitis•36m ago•1 comments

Finally MCP's Tool Poisoning Gap Solved: A Protocol-Level Defense

https://github.com/modelcontextprotocol/modelcontextprotocol/discussions/2913
1•Raj_Sidwadkar•42m ago•0 comments

From Dream Job to 'The Gulag': Inside Staff Revolt Zuckerberg's Brutal AI Push

https://www.inc.com/bruce-crumley/from-dream-job-to-the-gulag-inside-the-meta-staff-revolt-over-z...
2•1vuio0pswjnm7•43m ago•1 comments

Datasette-apps: Apps that live inside Datasette

https://github.com/datasette/datasette-apps
2•doppp•51m ago•0 comments

Meta's AI agent for WhatsApp Business is now available globally

https://techcrunch.com/2026/06/03/metas-ai-agent-for-whatsapp-business-is-now-available-globally/
1•doppp•52m ago•0 comments

Datasette Apps: Host custom HTML applications inside Datasette

https://simonwillison.net/2026/Jun/18/datasette-apps/
16•lumpa•1h ago•3 comments

Observation is the layer under taste. We built it for AI runtime

https://twitter.com/damnventures/status/2067394719756251468
14•Cherepukhin•1h ago•0 comments

How to Build ChatGPT from Scratch: Understanding LLMs Step by Step

https://nextweekai.com/blog/build-chatgpt-from-scratch-guide/
1•javatuts•1h ago•0 comments

AI Governance Cannot Be a Tool Call

https://tenureai.dev/writing/ai-governance-cannot-be-a-tool-call/
5•jflynt76•1h ago•0 comments

Captcha audio going nuts (concerning) [video]

https://www.youtube.com/shorts/lbPwZyNsCR0
1•threaderr•1h ago•1 comments

What I Learned from Being Burned Alive

https://www.wsj.com/lifestyle/what-i-learned-from-being-burned-alive-95e91c88
3•Anon84•1h ago•1 comments

Meta lobbies Congress for protection from child-harm lawsuits

https://www.reuters.com/world/meta-lobbies-congress-protection-child-harm-lawsuits-2026-06-18/
8•jethronethro•1h ago•0 comments

1992 view of the problems of computer programming in 1992

https://blog.plover.com/2026/06/18/#fortran-i
3•tjwds•1h ago•0 comments

AI Holdouts in Tech Face 3 Times Higher Layoff Odds, Gallup Finds

https://finance.yahoo.com/technology/ai/articles/ai-holdouts-tech-face-3-095310222.html
3•littlexsparkee•1h ago•1 comments

Teen summer employment is headed for its worst year since 1948

https://fortune.com/2026/06/18/teen-summer-jobs-record-low-2026/
4•cheschire•1h ago•2 comments

Did Massachusetts Legalize Haggis?

https://www.cbsnews.com/boston/news/haggis-massachusetts-legal-scotland/
2•speckx•1h ago•0 comments

Writing Postcards with a 3D Printer

https://severinbucher.com/posts/writing-postcards-with-a-3d-printer/
3•typesafeJ•1h ago•0 comments