frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•9mo 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•9mo 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.

Small U.S. town, big company. Can it weather the tariff Blizzard? (Digi-Key)

https://www.npr.org/2025/04/24/nx-s1-5332209/digikey-tariff-small-minnesota-town-big-company
1•upofadown•4m ago•0 comments

Show HN: What if your synthesizer was powered by APL (or a dumb K clone)?

https://octetta.github.io/k-synth/
1•octetta•5m ago•0 comments

Show HN: OpsOrch – a unified API for incidents, logs, metrics, and runbooks

https://www.opsorch.com/
2•yusufaytas•6m ago•0 comments

Munchy Cow – Audio cleanup in Elixir/Rust with per-second billing

https://munchycow.com/
1•qeonda•7m ago•1 comments

Cert Authorities Check for DNSSEC from Today

https://www.grepular.com/Cert_Authorities_Check_for_DNSSEC_From_Today
1•amaccuish•9m ago•0 comments

XDR Display issues with the M3 pro MacBook

https://aidistillery.dev/apple_xdr_studio_m3/
1•muro•11m ago•0 comments

A Theory of the World as run by large adult children

https://tomclancy.info/harold-and-george.html
2•tclancy•15m ago•0 comments

Ouroboros: AI research loop that rewrites methodology with lineage logs

https://github.com/Kargatharaakash/ouroboros
1•k_aakash•15m ago•1 comments

Show HN: ResonanceNet – Proof-of-Training Blockchain

https://github.com/Kristian5013/resonancenet
1•kristianXXI•16m ago•0 comments

GotHub All the Things

https://x61.sh/log/2026/03/14032026191148-gothub.html
1•renehsz•16m ago•0 comments

Thundering Herd Problem Visual Guide with Analogies

https://dvcoolarun.com/2026/03/15/Thundering-Herd-Problem-visual-guide-with-analogies.html
1•dvcoolarun•16m ago•0 comments

UK government publishes guidance on AI coding assistants

https://www.gov.uk/government/publications/ai-insights/ai-insights-ai-coding-assistants-for-devel...
1•santiago-pl•17m ago•1 comments

Show HN: Auditor Core–CLI security auditing engine with mathematical SPI scoring

https://github.com/auditor-core-systems/auditor-core-demo
1•EldorZ•19m ago•0 comments

PSA: Top Google Result for Claude Code Is Malicious

https://onemillionwords.substack.com/p/top-google-result-for-claude-code
2•rahulyc•20m ago•0 comments

Ask HN: How do you search things like YouTube and Reddit from before the AI slop

3•sdfkjasdfo89a7•20m ago•0 comments

Structural Coloration

https://en.wikipedia.org/wiki/Structural_coloration
1•thunderbong•21m ago•0 comments

Hollywood Enters Oscars Weekend in Existential Crisis

https://www.theculturenewspaper.com/hollywood-enters-oscars-weekend-in-existential-crisis/
1•RickJWagner•21m ago•0 comments

What's Behind the Historic Drop in U.S. Crime

https://www.wsj.com/us-news/whats-behind-the-historic-drop-in-u-s-crime-7cf72353
2•RickJWagner•22m ago•0 comments

Show HN: Bringing back organized 5v5 CS:GO

https://fluidrush.com
1•shreyaspapi•22m ago•0 comments

New study raises concerns about AI chatbots fueling delusional thinking

https://www.theguardian.com/technology/2026/mar/14/ai-chatbots-psychosis
4•Brajeshwar•25m ago•0 comments

I'm 60 years old. Claude Code killed a passion

5•fred1268•28m ago•3 comments

Ax Visio Designed by Marc Newson

https://www.swarovskioptik.com/int/en/hunting/products/binoculars/ax-visio
1•la_fayette•29m ago•0 comments

Puzzle Challenge

https://puzzle.alperenkeles.com/
1•simonpure•29m ago•0 comments

Coffeezilla – Investigating AI Deepfakes [video]

https://www.youtube.com/watch?v=srr0rRgF2Fw
2•Topfi•29m ago•0 comments

Show HN: API Key Speedrun- A parody where generating an API key is the challenge

https://gemini-speedrun.vercel.app/
1•rpst•31m ago•0 comments

Can you decommodify real estate?

https://thehustle.co/originals/can-you-decommodify-real-estate
1•Anon84•33m ago•0 comments

Structure Dictates Behavior: golden signals for agentic development teams

https://ambient-code.ai/2026/03/10/structure-dictates-behavior-golden-signals-for-agentic-develop...
1•Anon84•35m ago•0 comments

HN: Syntro – Simple API and Node.js hosting and managed databases

https://syntro.run/
1•vivuusik•37m ago•1 comments

How North Korean IT Workers Infiltrated Western Tech Companies

https://www.nbcnews.com/investigations/north-korea-it-worker-scheme-nisos-fbi-rcna245025
2•squiggy22•39m ago•0 comments

Show HN: Code Royale – Play and learn poker with Claude Code (skill)

https://github.com/BohdanPetryshyn/code-royale
2•BohdanPetryshyn•42m ago•0 comments