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State Department Cuts Price of Renouncing U.S. Citizenship to $450

https://www.nytimes.com/2026/03/15/us/us-citizenship-renounce-price-cut.html
2•vinni2•1m ago•0 comments

Show HN: What Is Your Face Worth in the Modeling Industry?

https://facemaxxing.vercel.app/
1•roozka10•2m ago•0 comments

Show HN: Whspe – We decomposed TTFB to build a real hosting quality score

1•gezginweb•2m ago•0 comments

Reddit Post 4

https://old.reddit.com/r/PisequaltoNP/comments/1rupoi7/practical_pnp_paper/
1•KaoruAK•2m ago•0 comments

Ghost Logits: Simulating missing partition mass in sampled softmax [pdf]

https://github.com/yousef-rafat/MaximusLLM/blob/main/docs/maxis.pdf
1•yousef_g•3m ago•0 comments

The Toyota 4Runner Trailhunter's Snorkel Isn't Even a Snorkel, So Be Careful

https://www.thedrive.com/news/the-toyota-4runner-trailhunters-snorkel-isnt-even-a-snorkel-so-be-c...
2•PaulHoule•4m ago•0 comments

UK Companies House security blunder leaves director data exposed

https://www.accountingweb.co.uk/tech/tech-pulse/companies-house-security-blunder-leaves-director-...
1•mmarian•4m ago•0 comments

Demos of 2025 from the Demoscene

https://laurent.le-brun.eu/blog/the-best-demos-of-2025-from-the-demoscene
2•laurentlb•5m ago•0 comments

Show HN: 3D Tic Tak Toe – More Challenging Then You Think

https://arthur-ficial.github.io/tictactoe-3d/
2•franze•7m ago•1 comments

LLMs can be absolutely exhausting

https://tomjohnell.com/llms-can-be-absolutely-exhausting/
1•tjohnell•8m ago•0 comments

Show HN: A local-first genomic analysis toolkit

https://github.com/emrecolako/savior/
1•emre•8m ago•0 comments

BioNTech founders to depart, form new mRNA-focused company

https://www.statnews.com/2026/03/10/biontech-mrna-ugur-sahin-ozlem-tureci-depart-new-company/
1•brandonb•9m ago•0 comments

Claude-Code-Workflow – Orchestrate Multiple CLI Agents

https://github.com/catlog22/Claude-Code-Workflow
1•jeremyjh•9m ago•0 comments

ThoughtRAIL – A Multi-AI Thinkspace

https://thoughtrail.ai
1•codingnibble•12m ago•1 comments

you're getting rejected because you're lazy, not because you're unqualified

1•abadmos•12m ago•0 comments

. GotHub All the Things

https://x61.sh/log/2026/03/14032026191148-gothub.html
1•jnpnj•13m ago•1 comments

Framework 16 as a Server

https://nmm.ee/framework-16-as-a-server
1•askonomm•14m ago•0 comments

AI is helping choose targets in Iran war – now it's a target too

https://www.abc.net.au/news/2026-03-15/iran-war-ai-technology-data-centres/106443004
1•_kb•17m ago•0 comments

Show HN: Free SaaS churn and retention calculators

https://saucecode.co/tools/churn
1•robinweller•19m ago•0 comments

Continuum – GitHub Action that detects LLM drift in CI

https://github.com/Mofa1245/Continuum
1•Mofa1245•21m ago•0 comments

City Circles Quiz: guess a city and get them all within 500km

https://www.anita.garden/circles/
1•owodc•21m ago•0 comments

Why Do Engineers Wear a Ring?

https://alvinpane.com/essays/the-ring
4•alvinpane•21m ago•2 comments

Pywho – Python Environment Inspector

https://github.com/AhsanSheraz/pywho
1•ahsansheraz•22m ago•0 comments

What Trump Didn't Know About Iran

https://www.nytimes.com/2026/03/14/opinion/ezra-klein-podcast-ali-vaez.html
1•whack•24m ago•0 comments

Plotform – a booking and intake tool built specifically for tattoo artists

https://www.plotform.cc/
1•abdullah9•26m ago•0 comments

A Linux distribution designed to eliminate single points of failure

https://stagex.tools
1•wa008•26m ago•0 comments

Show HN: Pakkun – Vibeslop Git for ETL

https://github.com/sroerick/pakkun
1•sroerick•27m ago•1 comments

PulseMRR – Revenue analytics on 5,400 Stripe-verified startups

https://pulsemrr.app
1•4bdullatif•27m ago•1 comments

Is Office.eu a Scam?

https://blog.tomaszdunia.pl/officeeu-eng/
3•doener•28m ago•1 comments

The Science of Staging: Why the In-Between Is Where the Action Is

https://www.bassfinity.com/blog/pre-spawn-bass-reading-the-transition
1•jequals5•32m ago•0 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.