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 changed my view on traditional code review

https://www.minid.net/2026/9/18/three-plus-ones-and-a-prayer
1•meerita•2m ago•0 comments

What does deadweight loss have to do with coding agents?

https://stiven.me/blog/deadweightloss/
1•theis_once•2m ago•1 comments

Show HN: What are vector embeddings? An interactive guide

https://isaacus.com/blog/what-are-vector-embeddings
1•afistfullof•2m ago•0 comments

AI-assisted PCB design for KiCad 10

https://github.com/mixelpixx/Konnect
1•ofrzeta•3m ago•0 comments

The road we were told not to take

https://www.aspendailynews.com/opinion/whiting-the-road-we-were-told-not-to-take-0b9fd0a3?taid=6a...
1•mpweiher•4m ago•0 comments

Show HN: Decision Models in a Game

1•kennag•5m ago•0 comments

Show HN: Run macOS on FreeBSD's Bhyve on AMD

https://github.com/PotemkinCo/macos-amd-bhyve
1•alex_potemkin•8m ago•0 comments

Ask HN: How do you rotate encryption keys without downtime?

1•Securelytixdev•11m ago•1 comments

Netflix App: Features, Plans, Pricing, and Everything to Know

https://www.analyticsinsight.net/download-hub/netflix-app-features-plans-pricing-what-to-know
1•swarnamukhi•11m ago•0 comments

Plants filter almost all air pollution

https://www.facebook.com/ABCScience/videos/how-well-do-plants-filter-the-air-environmental-engine...
1•hochmartinez•13m ago•0 comments

OwlLayer – Make your web UI drivable by AI

https://borisbob91.github.io/owllayer/
1•nightwalkeryao•15m ago•0 comments

Show HN: Mnemify – 3D terrain map merging Confluence, Notion, Obsidian

https://github.com/mnemify-ai/mnemify
1•Ersho•18m ago•0 comments

Top US Electric Grid Didn't Go All-In on Batteries and Strain Is Showing

https://www.bloomberg.com/news/articles/2026-09-29/top-us-electric-grid-didn-t-go-all-in-on-batte...
3•toomuchtodo•18m ago•1 comments

The Making of Grand Theft Auto VI

https://www.bloomberg.com/features/2026-grand-theft-auto-6-making-of/
2•zuInnp•20m ago•1 comments

Show HN: OraStage – turn two photos into a Hotel Lobby rap video

https://orastage.com/
1•sylwair•21m ago•1 comments

New Simulation Found for Physics

https://pmad-sim.org/sim.html
1•mrbrown1125•22m ago•0 comments

Show HN: Building an LLM from Scratch in TypeScript

https://book.humanexperiences.io/
7•baraa_•25m ago•0 comments

TV4 postpones show after AI agent erases edited material

https://swedenherald.com/article/tv4-postpones-the-challenge-until-2027-after-technical-failure-e...
2•tobr•26m ago•1 comments

Pulsar at ESUG 2026 (new Smalltalk IDE)

https://blog.lorenzano.eu/pulsar-at-esug-2026/
3•mpweiher•28m ago•0 comments

AI Laser Locking for Quantum Computers: How QuEra Automates It

https://www.quera.com/blog-posts/holding-the-light-teaching-an-ai-to-lock-and-tune-our-quantum-co...
3•EvgeniyZh•28m ago•0 comments

I let an AI run my startup for a week

https://daily.tinyprojects.dev/221
23•tinyprojects•29m ago•6 comments

Intuit vs. Oracle: Which Technology Stock Is the Smarter Investment for 2026?

https://www.rswebsols.com/news/intuit-vs-oracle-which-technology-stock-is-the-smarter-investment-...
2•rswebsols•30m ago•0 comments

The meaning of life in a world without work – Yuval Noah Harari (2017)

https://www.theguardian.com/technology/2017/may/08/virtual-reality-religion-robots-sapiens-book
2•guitarlimeo•31m ago•0 comments

Agent erased full season of "The Challenge Swe": "Hundreds of days of work gone"

https://www.aviaduct.com/?l=og+en&u=https%3A%2F%2Fwww.aftonbladet.se%2Fnojesbladet%2Fa%2F31oE8A%2...
15•lensecat•33m ago•5 comments

EscapeFrom – would you use it?

https://escapefrom.city
2•drungli•34m ago•1 comments

Show HN: Fakenamegenerator – free browser based mock data generator

https://www.fakenamegenerator.online/
2•zamranilyas•34m ago•0 comments

Reviewing Ergodnc – What a Clean Laravel API Still Gets Wrong

https://codyssey.dev/code-reviews/reviewing-ergodnc-clean-laravel-api
2•davorminchorov•35m ago•1 comments

Lessons for the 21st century from a book by 'Frankenstein' author Mary Shelley

https://worldsensorium.com/lessons-for-the-21st-century-from-a-200-year-old-book-by-frankenstein-...
2•dnetesn•38m ago•0 comments

Fish Audio Drama 3: an open-weight, directable TTS model

https://huggingface.co/fishaudio/drama-3
4•joshcsimmons•39m ago•0 comments

Humans drew pictures on the sky, and what the pictures tell us

https://blue-continuum.com/connect-the-dots
2•dnetesn•40m ago•0 comments