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Large forest fire emissions are hidden underground

https://www.eurekalert.org/news-releases/1118263
1•consumer451•49s ago•0 comments

Show HN: Turn GitHub commits into a publish-ready changelog

https://heyemit.com
1•alexkuchar•54s ago•0 comments

Show HN: BidWix – one-shot price agreement using secret max/min

https://bidwix.com/
1•audiosampling•4m ago•0 comments

Every Single Board Computer I Tested in 2025

https://bret.dk/every-single-board-computer-i-tested-in-2025/
1•speckx•4m ago•0 comments

BullshitBench v2: LLMs answering nonsense questions

https://github.com/petergpt/bullshit-benchmark
1•nkko•5m ago•0 comments

Build to Last – Chris Lattner Talks with Jeremy Howard [video]

https://www.youtube.com/watch?v=WJS2YDZO-vc
1•tosh•7m ago•0 comments

Show HN: 3D linear and nonlinear WebGL Schrödinger numerical solver

https://marl0ny.github.io/split-operator-simulations/js/3d-low-res.html
1•marl0ny•8m ago•0 comments

BaZi – Deterministic life-charting from the Chinese calendar

1•chenzige•8m ago•0 comments

Show HN: HiTank – A skill manager for Claude Code, written in pure Ruby

https://github.com/alanalvestech/hitank
1•alanalvestech•9m ago•1 comments

Ask HN: How do you give AI agents real codebase context without burning tokens?

2•donhardman•9m ago•0 comments

World is entering an era of 'water bankruptcy'

https://www.newscientist.com/article/2511979-world-is-entering-an-era-of-water-bankruptcy/
1•speckx•9m ago•0 comments

Show HN: PeekAPI – API analytics middleware, 7 languages, zero dependencies

https://peekapi.dev
1•konstantinkai•9m ago•1 comments

The coming war on general-purpose computation (2011)

https://lwn.net/Articles/473794/
2•rzk•11m ago•0 comments

Show HN: NiroDB – A key-value storage engine built from scratch in Go

https://github.com/nirodbx/niroddb
1•nirox•11m ago•0 comments

Show HN: MCP server for KubeCon EU 2026 – AI-powered conference planning

https://github.com/njoerd114/kubecon-eu-mcp
1•njoerd•12m ago•0 comments

The cruelty of teaching computing science (1988)

https://www.cs.utexas.edu/~EWD/transcriptions/EWD10xx/EWD1036.html
1•Cyphase•12m ago•0 comments

Self-evolving software is the future

https://errgent.com/blog/self-evolving-software-is-the-future/
1•nwby•13m ago•0 comments

Sherlup, a tool to let LLMs check your dependencies before you upgrade

https://www.castignoli.it/tecnologia/sherlup-a-tool-to-let-llms-check-your-dependencies-before-yo...
1•marcocastignoli•15m ago•0 comments

Log into Windows with a Bitwarden Passkey

https://bitwarden.com/blog/log-into-windows-with-a-bitwarden-passkey/
1•vdelitz•15m ago•0 comments

Migrating from Heroku to Magic Containers

https://bunny.net/blog/migrating-from-heroku-to-magic-containers/
1•pimterry•16m ago•0 comments

Show HN: PulseTech.news – an automated, privacy-first tech aggregator

https://pulsetech.news/
1•neojakey•17m ago•0 comments

nbdev – Create delightful software with Jupyter Notebooks

https://nbdev.fast.ai/
1•tosh•18m ago•0 comments

Duolingo Is Talking to ByteDance: Cracking the Pangle SDK's Encryption

https://www.buchodi.com/your-duolingo-is-talking-to-bytedance-cracking-the-pangle-sdks-encryption/
1•alberto-m•19m ago•0 comments

NiroDB – A key-value storage engine built from scratch in Go

1•nirox•21m ago•0 comments

OpenAI pushes to add surveillance safeguards following Pentagon deal

https://www.ft.com/content/f8592f27-a1be-4299-8c76-6e1947d5beb6
2•darren-dooley•24m ago•1 comments

Show HN: Crikket – An open source, self-hostable alternative to jam.dev

https://github.com/redpangilinan/crikket
1•redpangilinan•28m ago•0 comments

Americans are stealthily adding DIY solar systems

https://www.cnn.com/clean-energy-solar-diy-balcony-backyard-regulation-utilities-stealth
1•manu3569•28m ago•0 comments

Global Delivery Partners

https://www.craigpardey.com/post/2026-03-04-global-delivery/
1•speckx•29m ago•0 comments

Golang Developer

https://atomity.de/
1•vairoh•30m ago•1 comments

Show HN: A minimalistic, elegant, and local-first family meal planner

https://github.com/skorotkiewicz/blckbrd
1•modinfo•31m ago•1 comments
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.