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 built a directory to find every indoor dog park in the US

https://www.indoordogpark.org
1•mabalal•1m ago•0 comments

ETQW: Open-Source Reimplementation of Enemy Territory: Quake Wars

https://github.com/jmarshall23/ETQW
1•klaussilveira•1m ago•0 comments

One Email, Three Identities: SPF, DKIM and DMARC Explained

https://senderledger.com/articles/one-email-three-identities-spf-dkim-dmarc
1•adulion•8m ago•0 comments

Study Finds Short AI Chats Reduced Belief in New Conspiracies

https://aiunderstanding.org/news/ai-chats-emerging-conspiracy-beliefs-study
1•ashurandi•9m ago•0 comments

Tech leaders say AI means less work – staff say they work up to 90 hours a week

https://www.bbc.com/news/articles/cvgx4yd1gl2o
1•dijksterhuis•10m ago•0 comments

Robot Videos: Heavy Lift Cargo Drones, Grippers, More

https://spectrum.ieee.org/video-friday-heavy-lift-drone
1•rbanffy•12m ago•0 comments

Show HN: I procrastinated on a course by building a course tracker.

https://ckourse.com
1•redaantar•14m ago•0 comments

Claude Code, AI Slop, and the Death of the Art?

https://vladthe.dev/blog/claude-code-ai-slop-and-the-death-of-the-art
2•pacMakaveli•14m ago•2 comments

One-command OpenTelemetry setup on Linux hosts

https://opentelemetry.io/blog/2026/packaging-first-repo/
1•svrnm•15m ago•0 comments

Bitcoin Home

https://bitcoinhome.com
2•TURNMY•18m ago•0 comments

The Flatness Era

https://refusethemean.magazine-page.workers.dev/
1•rs9000•21m ago•0 comments

After holding Why.com for 27 years, Rasheed Richmond launches the site

https://www.reddit.com/user/rasheed106/submitted/
1•jawns•22m ago•0 comments

So, I wrote a fiction book. Meet "The Side Project"

https://blog.maartenballiauw.be/posts/2026-07-31-so-i-wrote-a-fiction-book-meet-the-side-project/
1•GordonS•22m ago•0 comments

Digitvest – Buy ready-to-launch SaaS businesses with integrated payments

https://digitvest.com/en
1•digitvest•23m ago•0 comments

The Run Greenville Project

https://news.wandrer.earth/2026/07/22/run-greenville-project.html
1•altilunium•24m ago•0 comments

Did Apple Search engine bot enter the security LLM fuzzing gauntlet

1•duttonw•25m ago•0 comments

Sound Advice from the White Knight

https://systemsapproach.org/2026/05/18/sound-advice-from-the-white-knight/
1•signa11•31m ago•0 comments

Claude Skill Makes Edits Synced to Song Beat

https://github.com/ZiadAbdelkarim/beat-synced-edit
1•iwasastreamer•33m ago•0 comments

Skill Nostalgia

https://aeon.co/essays/the-radical-reasons-why-you-dream-of-making-things-by-hand
2•cesarrg•34m ago•0 comments

Sphere Triangulation to Square

https://lageosis-geometric-v-p427.bolt.host/
1•tvali•35m ago•0 comments

Python Parallel Testing Library

https://pypi.org/project/cloadtester/
1•icode007•35m ago•1 comments

Django is moving to an annual release cycle

https://www.djangoproject.com/weblog/2026/aug/10/annual-release-cycle/
2•j4mie•38m ago•0 comments

Implant – an extension to VS Code that exposes its APIs to coding agents

https://marketplace.visualstudio.com/items?itemName=strangepleasures.implant
4•strangepleasure•42m ago•0 comments

What I did in Gaza: an Israeli soldier's reckoning

https://www.economist.com/interactive/1843/2026/05/29/what-i-did-in-gaza-an-israeli-soldiers-reck...
4•tumdum_•42m ago•0 comments

Northwest Europe's electricity network visualised in Blender

https://fosstodon.org/@robhawkes/117070228914160153
2•robin_reala•43m ago•0 comments

Show HN: Watching browser fingerprinting calls via Chromium's Blink layer

https://kameleo.io/blog/this-is-the-closest-well-ever-get-to-reverse-engineering-anti-bots
3•brnbs•43m ago•0 comments

Show HN: FOMO: the tool that catches when a workplace stops agreeing with itself

https://usefomo.net
2•JadAmmar•46m ago•0 comments

Show HN: Issue Apple and Google wallet passes from Node.js

https://github.com/getpassmint/passmint
2•alexpate•47m ago•0 comments

Githubprofileforjagermiser

2•jagermister•49m ago•1 comments

Show HN: OptiQra – Open-source AI website optimization and intelligence platform

https://github.com/armin5872/OptiQra
2•ArminNX•50m ago•0 comments