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Deleting Substack account after Australia age laws

1•freefrog334433•5m ago•0 comments

Agentic coding tools should give more control over message queueing

https://solmaz.io/agentic-coding-tools-message-queueing
1•hosolmaz•5m ago•0 comments

Tumbleweeds inspire this rolling, resilient robot

https://www.popsci.com/technology/tumbleweed-robot-hermes/
1•Brajeshwar•5m ago•0 comments

Beyond Disagree and Commit

https://duncan.dev/post/beyond-disagree-and-commit
1•gpi•6m ago•0 comments

I Migrated an Oracle Schema to YugabyteDB

https://hexacluster.ai/blog/migrating-schema-from-oracle-to-yugabytedb-using-hexarocket
2•jones_david•6m ago•1 comments

Mini Brains Grown from Stem Cells Developed Light-Sensitive, Eye-Like Features

https://www.smithsonianmag.com/smart-news/mini-brains-grown-stem-cells-developed-eyes-can-sense-l...
2•thunderbong•10m ago•0 comments

Europe must be ready when the AI bubble bursts

https://www.ft.com/content/0308f405-19ba-4aa8-9df1-40032e5ddc4e
1•Brajeshwar•11m ago•1 comments

Guarding My Git Forge Against AI Scrapers

https://vulpinecitrus.info/blog/guarding-git-forge-ai-scrapers/
1•todsacerdoti•21m ago•0 comments

Let's Embed a Go Program into the Linux Kernel

https://sigma-star.at/blog/2023/07/embedded-go-prog/
1•birdculture•21m ago•0 comments

People power: How LLMs invert tech diffusion

https://karpathy.bearblog.dev/power-to-the-people/
2•keepamovin•22m ago•0 comments

System76 Launches Pop _OS 24.04 LTS with Cosmic Desktop

https://www.phoronix.com/news/System76-Ships-Pop-OS-24.04
2•abdullah2993•25m ago•0 comments

Show HN: Toqen – privacy-first authentication flow with QR and TOTP

https://www.toqen.app/
1•antonmb•26m ago•0 comments

OpenAI latest model ChatGPT 5.2 fails a simple logic problem

1•lihaciudaniel2•27m ago•2 comments

Baseline: Operation-Based Evolution and Versioning of Data

https://arxiv.org/abs/2512.09762
2•mrauha•36m ago•0 comments

Smartphone Without a Battery (2022)

https://yaky.dev/2022-09-06-smartphone-without-battery/
3•MYEUHD•36m ago•0 comments

The tiniest yet real telescope I've built

https://lucassifoni.info/blog/miniscope-tiny-telescope/
23•chantepierre•36m ago•4 comments

LaunchSoon: Convert social followers to email subscribers before you launch

https://launchsoon.io/
1•dzungfz•38m ago•0 comments

Revisiting Quantum Supremacy: Simulating Sycamore-Class Circuits Using HPC

https://arxiv.org/abs/2512.07311
1•ulam2•44m ago•0 comments

AI Accountants – FINA AI

https://fina.team/
1•elevateyou•44m ago•1 comments

Show HN: Stimm – Low-Latency Voice Agent Platform (Python/WebRTC)

https://github.com/stimm-ai/stimm
2•stimm•47m ago•1 comments

Swift Configuration 1.0 Released

https://swift.org/blog/swift-configuration-1.0-released/
3•frizlab•48m ago•0 comments

Architecture Decision: Why We Moved from Web to Desktop for Reddit Automation

https://www.wappkit.com/blog/why-desktop-architecture
1•asphero•51m ago•0 comments

Disco is Google's new generative AI web app experience

https://blog.google/technology/google-labs/gentabs-gemini-3/
1•ChrisArchitect•52m ago•1 comments

Crumbling New York Parking Garages Get a New Life

https://www.nytimes.com/2025/12/10/realestate/parking-garage-apartment-housing-conversion.html
3•JumpCrisscross•53m ago•0 comments

Ntoh*/hton* is a bad API

https://purplesyringa.moe/blog/ntoh-hton-is-a-bad-api/
1•PaulHoule•53m ago•0 comments

AI Could Be the Railroad of the 21st Century. Brace Yourself

https://www.derekthompson.org/p/artificial-intelligence-could-be
3•DeathArrow•55m ago•1 comments

MCP Joins the Linux Foundation

https://github.blog/open-source/maintainers/mcp-joins-the-linux-foundation-what-this-means-for-de...
4•senorqa•58m ago•3 comments

Zip Files as (Simple) Key-Value Stores

https://benjamincongdon.me/blog/2025/12/11/Zip-Files-as-Simple-Key-Value-Stores/
2•ingve•1h ago•0 comments

Ford's Car of the Future, Hatched in a Skunk Works Near Los Angeles

https://www.nytimes.com/2025/12/11/business/ford-electric-vehicles-china.html
1•ianrahman•1h ago•0 comments

Anthropic Donated to Linux Agenic AI Foundation(AAIF)

https://aaif.io/
1•zkitty•1h ago•2 comments
Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•6mo 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•6mo 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.