frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•7mo 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•7mo 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.

Character.ai and Google agree to settle lawsuits over teen suicides

https://www.ft.com/content/ac518567-d901-4fae-86a3-eab54b12a81d
1•1vuio0pswjnm7•43s ago•0 comments

Demystifying Evals for AI Agents

https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents
1•vinhnx•1m ago•0 comments

Best Practices for Coding with Agents

https://cursor.com/blog/agent-best-practices
1•vinhnx•1m ago•0 comments

Microsoft revealed as company behind controversial data center proposal in MI

https://www.cnbc.com/2026/01/07/microsoft-behind-controversial-data-center-in-michigan-township.html
1•1vuio0pswjnm7•3m ago•0 comments

A man powers his home for 8 years using 1,000 recycled laptop batteries

https://scienceclock.com/a-man-powers-his-home-for-8-years-using-1000-recycled-laptop-batteries/
1•ashishgupta2209•5m ago•0 comments

OLED Not for Me

https://nuxx.net/blog/2026/01/09/oled-not-for-me/
1•c0nsumer•6m ago•0 comments

Discover Forgotten Subscriptions

https://www.dropsubs.com/
1•insomnie•8m ago•1 comments

Dymaxion Chronofile

https://en.wikipedia.org/wiki/Dymaxion_Chronofile
1•treetalker•8m ago•1 comments

High Agency Engineering

https://edtw.in/high-agency-engineering/
1•Eong•11m ago•0 comments

Lies Screenwriters Tell Themselves About AI

https://elliotgrove.substack.com/p/7-lies-screenwriters-tell-themselves
1•matthewsinclair•18m ago•0 comments

Show HN: JavaScript interpreter that pauses and explains code for learners

https://www.codesteps.dev/learn-javascript/editor?s=p6klVe
1•maujood•25m ago•0 comments

Spec-Driven Development with AI

https://github.blog/ai-and-ml/generative-ai/spec-driven-development-with-ai-get-started-with-a-ne...
1•ekosz•29m ago•0 comments

AI Is Intensifying a 'Collapse' of Trust Online, Experts Say

https://www.nbcnews.com/tech/tech-news/experts-warn-collapse-trust-online-ai-deepfakes-venezuela-...
4•m463•34m ago•1 comments

Public Money Public Code

https://publiccode.eu/en/
2•pabs3•34m ago•0 comments

Autofocusing Smart Glasses with Eye Tracking Tech Could Make Bifocals Obsolete

https://hothardware.com/news/autofocusing-smart-glasses-with-eye-tracking-tech-could-make-bifocal...
2•WaitWaitWha•36m ago•0 comments

2. Title: Show HN: First Modern Nvidia Driver for IBM POWER8 via OCuLink

https://github.com/Scottcjn/nvidia-power8-patches
1•AutoJanitor•40m ago•0 comments

Show HN: A Base44-style builder for data workflows (DuckDB-powered)

https://www.gptbeyond.com/try
1•vibecoding101•43m ago•0 comments

An mRNA Shot Turned Back the Clock in Mice

https://singularityhub.com/2026/01/08/aging-weakens-immunity-an-mrna-shot-turned-back-the-clock-i...
1•WaitWaitWha•43m ago•1 comments

It's Your Job to Keep Your Secrets

https://www.overcomingbias.com/p/its-your-job-to-keep-your-secrets
1•paulpauper•45m ago•0 comments

The Permanent Emergency

https://www.astralcodexten.com/p/the-permanent-emergency
1•paulpauper•46m ago•0 comments

How I Learned to Love Reading

https://www.honest-broker.com/p/how-i-learned-to-love-reading
1•paulpauper•47m ago•0 comments

MIT Whirlwind I: A High-Speed Electronic Digital Computer (1951)

https://dome.mit.edu/bitstream/handle/1721.3/40245/MC665_r12_R-209.pdf?sequence=1&isAllowed=y
1•stmw•52m ago•1 comments

Freelance Contract Management Software

https://www.plotform.cc/
1•abdullah9•54m ago•1 comments

Gut bacteria may drive bipolar depression by influencing brain connectivity

https://medicalxpress.com/news/2025-12-gut-bacteria-play-role-bipolar.html
2•PaulHoule•55m ago•0 comments

Using AI, Mathematicians Find Hidden Glitches in Fluid Equations

https://www.quantamagazine.org/using-ai-mathematicians-find-hidden-glitches-in-fluid-equations-20...
1•pseudolus•56m ago•0 comments

Bytelocker Emacs Port

https://github.com/abaj8494/bytelocker.el
1•br1ttle•56m ago•1 comments

X Sues Music Publishers over "Weaponized" DMCA Takedown Conspiracy

https://torrentfreak.com/x-sues-music-publishers-over-weaponized-dmca-takedown-conspiracy/
7•gslin•57m ago•0 comments

The ethics of wanting someone who is taken

https://docs.google.com/forms/d/e/1FAIpQLSc2V2YQc0RssBA_4j2Gh0Pb4AT8cdHtPP3sOatGg9Ide0uvjg/viewfo...
1•tavro•1h ago•2 comments

Maine's black market for baby eels

https://www.pressherald.com/2025/09/09/maines-black-market-for-baby-eels-is-spawning-a-crime-thri...
4•noleary•1h ago•1 comments

USDA suspends federal financial awards to Minnesota and Minneapolis

https://turnto10.com/news/nation-world/enough-is-enough-usda-suspends-federal-financial-awards-to...
5•blurbleblurble•1h ago•5 comments