frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•12mo 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•12mo 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.

OCC Violated 4 Statutes, Allowing National Banks to Engage in Crypto Activities

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6789822
1•petethomas•41s ago•0 comments

AI Agents Reason over Enterprise Data

https://nexla.com/agentic-rag-guide/
1•Debanitrkl•5m ago•0 comments

Why so many tools getting hacked? Tanstack, Mistral, Grafana?

https://techcrunch.com/2026/05/18/open-source-tool-maker-grafana-labs-says-hackers-stole-its-code...
1•duriantaco•5m ago•0 comments

Something's Rotten in the State of macOS Icon Design

https://blog.jim-nielsen.com/2026/rotten-macos-icon-design/
1•Brajeshwar•7m ago•0 comments

Show HN: Orbit – A harness that makes AI coding agents prove their work

https://github.com/human-again/orbit
1•varmahaj•8m ago•0 comments

VS Code: different themes for different filetypes

https://github.com/microsoft/vscode/issues/20652
1•tosh•9m ago•0 comments

Researchers attack AMD's Infinity Fabric to bypass hardware security protections

https://www.tomshardware.com/pc-components/researchers-attack-amds-infinity-fabric-to-bypass-hard...
1•Timofeibu•9m ago•0 comments

Caltrans explores 140mph 'bullet buses' between L.A. and San Francisco

https://secretlosangeles.com/california-140-mph-bullet-buses-la-sf/
2•voxadam•10m ago•1 comments

Kubernetes' Default CoreDNS Configuration Is *Insecure

https://blog.kammel.dev/post/kubernetes_coredns_insecure/
1•datosh•10m ago•0 comments

'It is incredible': How AI is transforming mathematics

https://www.nature.com/articles/d41586-026-01553-1
1•sbulaev•10m ago•0 comments

I built a market digest. Then I asked it about my own portfolio

https://bitinforming.com/blog/dogfooding
1•wombatclat•11m ago•0 comments

Climate report says world won't get as hot as feared but will pass warming limit

https://apnews.com/article/climate-change-future-worst-case-best-danger-cc7a20fba4f5b42ce33024e1b...
1•geox•11m ago•0 comments

Iran demands Big Tech pay fees for undersea Internet cables in Strait of Hormuz

https://arstechnica.com/tech-policy/2026/05/iran-demands-big-tech-pay-fees-for-undersea-internet-...
2•JeanKage•12m ago•0 comments

Show HN: Tribune's Last Stand, a browser-based Warhammer 40K vertical slice

https://tribuneslaststand.com/game/?invite=HACKER-PRIME-HN5
1•jrgrafton•12m ago•0 comments

Mental Models for Data Platform Engineers (Inspired by Poor Charlie's Almanack)

https://dagster.io/blog/the-dagster-almanack-from-complexity-to-composability
3•zazuke•12m ago•0 comments

How do you reduce LLM spam in PR reviews?

1•ImageXav•13m ago•0 comments

Reminiscences on the History of Time-Sharing (1983)

https://www-formal.stanford.edu/jmc/history/timesharing/timesharing.html
1•aragonite•13m ago•0 comments

VaultDeals – scores PC game deals A+ to C+ against all-time historical lows

https://vaultdeals.io
1•Karatekabrave•14m ago•0 comments

The Programming Language for Agents

https://zerolang.ai
1•Marius77•14m ago•0 comments

Going full AI engineer, not touching code anymore

https://max.gp/writing/going-full-ai-engineer-not-touching-code-anymore/
3•maxheyer•15m ago•0 comments

Show HN: Circuit Breaker – runtime cost ceilings for AI agents

https://github.com/MonetiseBG/circuit-breaker
1•joakimOslo•17m ago•0 comments

Type Out the Code

https://haskellforall.com/2026/05/type-out-the-code
2•theanonymousone•18m ago•1 comments

We Rebuilt the Mainframe

https://ethanplant.ca/writing/we-rebuilt-the-mainframe/
1•ethanplant•18m ago•0 comments

NonCam – iPhones Without Cameras

https://noncam.com/?v=0b3b97fa6688
2•davidhariri•18m ago•1 comments

The Palomar Lights

https://comics.phillyharper.com/
1•tardismechanic•19m ago•0 comments

Show HN: I made a 3D pose maker for artists

https://setpose.com/
12•augustvdv•20m ago•2 comments

AI Makes Adding Features Faster – So Why Not Add Just One More?

https://grith.ai/blog/just-one-more-feature
1•edf13•20m ago•0 comments

Biosciences is growing chickens in a 3D-printed container

https://www.technologyreview.com/2026/05/19/1137471/colossal-biosciences-is-growing-chickens-in-a...
1•Brajeshwar•21m ago•0 comments

Show HN: Burn – find where your Kubernetes cluster is burning money

https://github.com/tanrikuluozlem/burn
1•OzlemT•21m ago•0 comments

Ask HN: Go all in on startup idea, or stay W2

1•Mnexium•22m ago•0 comments