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.

SpaceX's Earnings Show Elon Wiped Out Two-Thirds of Twitter's Ad Business

https://www.techdirt.com/2026/08/10/spacexs-earnings-show-elon-wiped-out-two-thirds-of-twitters-a...
1•_1•28s ago•0 comments

Jellyfish force shutdown of three reactors at French nuclear plant

https://www.lemonde.fr/en/france/article/2026/08/11/jellyfish-force-shutdown-of-three-reactors-at...
1•geox•1m ago•0 comments

I built an MCP server to show my AI my screen

https://desktopvisionmcp.com/
1•AquiGorka•1m ago•1 comments

The Egison Programming Language

https://www.egison.org/
1•Tomte•1m ago•0 comments

An LLM-generated counterexample far outside one's area of expertise

https://mathoverflow.net/questions/514181/what-does-one-do-when-one-accidentally-stumbles-upon-an...
1•jjgreen•2m ago•1 comments

Ask HN: GitHub project that showed all edits (somewhat proving human authorship)

1•4d66ba06•3m ago•0 comments

Instant Messaging and Interruption: Influence of Task Type on Performance

https://www.microsoft.com/en-us/research/publication/instant-messaging-and-interruption-influence...
1•ankitg12•5m ago•0 comments

The StubHub Customers Who Battled for Tickets–and Battle Harder for a Refund

https://www.wsj.com/business/stubhub-tickets-resell-refund-de5ef8c3
1•JumpCrisscross•5m ago•0 comments

Multiple local news stations say the same thing verbatim (2018) [video]

https://www.youtube.com/watch?v=ksb3KD6DfSI
1•edot•7m ago•0 comments

Show HN: KidScreen, a finite YouTube shelf chosen by parents

https://kidscreen.app
2•Tintly•8m ago•0 comments

Show HN: The Digital Junk Drawer – a shoebox of tiny web apps

https://the-digital-junk-drawer.vercel.app/
1•Nex07•9m ago•0 comments

5th Heat Dome Expands Across Europe: 40°C+ Target Western and Central Europe

https://www.severe-weather.eu/global-weather/excessive-heat-dome-heatwave-western-europe-mid-augu...
2•robtherobber•10m ago•0 comments

China's Great Jobs Squeeze

https://www.ft.com/content/a3803e70-cb4d-444f-a31e-05be2f2c44f6
1•porridgeraisin•11m ago•1 comments

Confessions of a former star M&A reporter

https://www.ft.com/content/a5d5239c-9206-418c-822a-ace82d47f05c
1•thm•12m ago•0 comments

Computer scientists today are in the position of economists in the early 2000s

https://statmodeling.stat.columbia.edu/2026/08/11/computer-scientists-today-are-like-economists-i...
1•jreynar•12m ago•0 comments

Show HN: Play Chess. Earn coins. Build an army

https://chesspoly.com/
1•skyfantom•13m ago•0 comments

What good requirements look like (and how to write them)

https://projan.ai/blog/what-good-requirements-look-like-and-how-to-write-them
2•davec271•16m ago•0 comments

Show HN: A voice layer over my whole computer: shell, agents, mouse, keyboard

https://github.com/PersonalJarvis/PersonalJarvis
2•PersonalJarvis•17m ago•2 comments

How hot has the European summer been? 22 cities of 42 beat records

https://thelongswell.com/heat/
2•jkaljundi•17m ago•0 comments

Bitbucket CLI

2•scr2em•18m ago•0 comments

LLM Is Not a PDF Parser: Use OpenDataLoader First

https://x.com/opendatalo51205
1•smartdev01•18m ago•1 comments

FDA Admitted in Print That Nothing It Knows of Will Wash Cyclospora Off Lettuce

https://www.marlerblog.com/case-news/fda-just-admitted-in-print-that-nothing-it-knows-of-will-was...
1•speckx•19m ago•0 comments

I hate packaging my software for Linux

https://getfresh.dev/docs/blog/packaging-for-linux/
3•_sinelaw_•19m ago•5 comments

Putting away the tools of his trade for good

https://www.ahwatukee.com/business/putting-away-the-tools-of-his-trade-for-good/article_14b2a9b1-...
1•spking•19m ago•0 comments

Nemotron-3.5-lightning-30B-a3B Model by Nvidia for use on 1 GPU

https://build.nvidia.com/nvidia/nemotron-3.5-lightning-30b-a3b
1•janandonly•22m ago•0 comments

uBlock Origin Is Giving Up the Fight to Keep Ads Off Facebook

https://digitalescapetools.com/2026/08/ublock-origin-stops-chasing-facebook-ads.html
2•Markoff•24m ago•0 comments

Regarding the Anthropic and Watermark Issue

https://twitter.com/kimmonismus/status/2087475010050920549
3•fwsgonzo•30m ago•0 comments

Electric is joining team Neon at Databricks

https://neon.com/blog/electric-joins-neon
2•mariuz•32m ago•0 comments

The Freaky, Tentacled 'Alien' Bait Turning American Fishing Upside Down

https://www.wsj.com/sports/the-freaky-tentacled-alien-bait-turning-american-fishing-upside-down-0...
2•_tk_•34m ago•0 comments

(ADVANCED) Guide to not fucking up QR codes

https://infosec.exchange/@rebane2001/117078420917152774
5•upofadown•37m ago•2 comments