frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

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.

Open-source Discord alternative GoofCord has been released

https://github.com/Milkshiift/GoofCord
2•javatuts•1m ago•0 comments

The hype literacy toolkit for journalists

https://akademie.dw.de/hype-literacy/
1•johnshades•1m ago•0 comments

Regarding what ever happened to Cohere's Command-A series of models

https://old.reddit.com/r/LocalLLaMA/comments/1tizmar/re_what_ever_happened_to_coheres_commanda_se...
1•Terretta•2m ago•1 comments

Elon Musk's X admits noncompliance with Australia child protection request

https://www.reuters.com/legal/litigation/elon-musks-x-admits-noncompliance-with-australia-child-p...
1•1vuio0pswjnm7•2m ago•0 comments

Physicists confirm 'negative time' is real by asking the atoms themselves

https://www.livescience.com/physics-mathematics/quantum-physics/physicists-confirm-negative-time-...
1•cpncrunch•5m ago•0 comments

Creating Feedback Loops with Snapshotting [video]

https://vimeo.com/1194170218
1•Austin_Conlon•5m ago•0 comments

Convicted Felon Gets $1M/Year to Sell Obsolete Internet Service. You Pay for It

https://www.propublica.org/article/alaska-telecom-subsidies-roger-shoffstall
1•1vuio0pswjnm7•6m ago•0 comments

Pokemon Gen2 Compression Myth

https://old.reddit.com/r/TruePokemon/comments/hwluk9/while_it_is_true_that_iwata_did_write_a_new/
1•birdculture•10m ago•0 comments

The Letter S, by Donald Knuth [pdf]

https://gwern.net/doc/design/typography/1980-knuth.pdf
2•bambax•12m ago•0 comments

Parameter-Efficient Fine-Tuning Methods for Pretrained Language Models

https://www.computer.org/csdl/journal/tp/2026/06/11364256/2dAZTYlgxVu
1•teleforce•15m ago•0 comments

Vollebak alters emotions with new sonic jacket

https://www.designboom.com/technology/vollebak-sonic-jacket-emotional-resonance-chamber-body/
1•thunderbong•16m ago•0 comments

An AI system to help scientists write expert-level empirical software

https://www.nature.com/articles/s41586-026-10658-6
2•anigbrowl•17m ago•0 comments

I reverse engineered Apple's video wallpapers

https://github.com/kageroumado/phosphene
2•kageroumado•17m ago•1 comments

Show HN: Remote Job Board

https://www.remotejobs.place
1•beefive•19m ago•0 comments

SpaceX S-1 Filing

https://www.sec.gov/Archives/edgar/data/1181412/000162828026036936/spaceexplorationtechnologi.htm...
2•snewe•22m ago•0 comments

I built a tool to auto-generate iMessage replies

https://github.com/aditya-r123/iMessage-Bot
1•adityarao4•25m ago•0 comments

How Many Questions Can the World Afford to Ask AI?

https://www.chicagobooth.edu/review/how-many-questions-can-world-afford-ask-ai
2•chris_money202•26m ago•0 comments

New Zealand's close shave with the mongoose

https://thespinoff.co.nz/science/18-05-2026/nzs-close-shave-with-the-mongoose
1•HBcodes•27m ago•0 comments

Nvidia Rides Blistering Chip Sales to Another Record Quarter

https://www.wsj.com/tech/ai/nvidia-nvda-1st-quarter-earnings-report-2026-stock-c2bb9c1c
2•bookofjoe•29m ago•1 comments

Meta Begins AI-Driven Layoffs, Report Says. Can They Boost the Struggling Stock?

https://www.barrons.com/articles/meta-stock-ai-layoffs-f9dba997
1•1vuio0pswjnm7•32m ago•0 comments

InferenceBench: A Benchmark for Open-Ended Inference Optimization by AI Agents

https://inferencebench.ai/
1•matt_d•34m ago•0 comments

Valkey 9.1 trims memory 10% and pulls search into the core

https://thenewstack.io/valkey-91-cuts-memory/
2•ohjeez•35m ago•0 comments

RFC 9989: What's New in the Latest DMARC Specification

https://dmarcchecker.app/articles/rfc-9989-dmarc-changes
1•awulf•36m ago•0 comments

Tracking Capabilities for Safer Agents

https://arxiv.org/abs/2603.00991
1•matt_d•41m ago•0 comments

The Elements of Power (AI Supply Chain)

https://z-library.im/book/xkRN77V9kg/the-elements-of-power-a-story-of-war-technology-and-the-dirt...
2•mmirshekar•42m ago•0 comments

JAM: DSP audio engine programmable via AI chat

https://jeffsaudiomachines.com/my-story
1•jcward•44m ago•1 comments

Ask HN: Mac users – has Mac-to-Android texting broke for you, since macOS 26.5?

https://discussions.apple.com/verify-human/verify.html?next=/thread/256300699
1•akulbe•45m ago•2 comments

Marketing Help

https://itcrowd.io
1•chrisrichardson•45m ago•0 comments

Anti-Meme Explosion

https://www.jernesto.com/articles/anti_meme_explosion
4•slopranker•48m ago•2 comments

Search engines and me. Is the classic internet dying? [off-topic]

1•nullpwr•50m ago•3 comments