frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•6mo 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•6mo 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.

Powers of Ten (1977) [video]

https://www.youtube.com/watch?v=0fKBhvDjuy0
1•susam•1m ago•0 comments

3D-Agent

https://3d-agent.com
1•gsunshinel•4m ago•0 comments

Tourists to US would have to reveal 5 years of social media activity: new plan

https://www.theguardian.com/us-news/2025/dec/10/tourists-social-media-trump
5•mikhael•10m ago•1 comments

Creating a Benevolent Industrial Deployer for Memecoins

https://substack.com/@fitziswriting/p-181255460
1•fitzyap•11m ago•0 comments

Internal RFCs saved us months of wasted work

https://highimpactengineering.substack.com/p/the-illusion-of-shared-understanding
1•romannikolaev•11m ago•0 comments

Replican't

https://thinkhuman.com/replicant/
2•jamesgill•12m ago•0 comments

RAM Is Ruining Everything

https://www.theverge.com/report/839506/ram-shortage-price-increases-pc-gaming-smartphones
1•edward•12m ago•0 comments

Transcripts dialectics Gregory Bateson 19th of July 1967 [pdf]

https://villonfilms.ca/main/transcripts-dialectics-gregory-bateson-19-7-67.pdf
1•oriettaxx•16m ago•0 comments

Hark: Voice prompts for LLMs, meeting minutes, quick voice journaling

https://github.com/FPurchess/hark
1•FPurchess•16m ago•0 comments

I Pitched Netflix a Friends-Style Casablanca Sitcom

https://stohl.substack.com/p/i-pitched-netflix-a-casablanca-sitcom
1•FreeQueso•18m ago•0 comments

Show HN: A 2-row, 16-key keyboard designed for smartphones

https://k-keyboard.com/Why-QWERTY-mini
2•QWERTYmini•19m ago•0 comments

Verum 2 closed back option

https://www.pragmaticaudio.com/articles/2023/07/welcome-to-pragmatic-audio/
1•juniedai•20m ago•1 comments

Ask HN: Why is codex suddenly giving me this error?

1•fcpguru•21m ago•0 comments

Show HN: Hacker News, Disstilled

https://www.trydistilled.ai/
1•alexbemore•22m ago•0 comments

Pro-AI super PAC launches first candidate ads

https://www.cnn.com/2025/12/10/tech/pro-ai-super-pac-launches-first-candidate-ads
3•e12e•23m ago•2 comments

Show HN: Skald – open-source context layer API that runs in your VPC

https://www.useskald.com/
3•yakkomajuri•23m ago•0 comments

A Thousand and One Nights in Italy

https://publicdomainreview.org/essay/a-thousand-and-one-nights-in-italy
2•lermontov•25m ago•0 comments

Epistatic Attack Surface: Redefining Cybersecurity Through Pareto Optimization

https://zenodo.org/records/17883443
1•alknqi•25m ago•0 comments

Nvidia-backed Starcloud trains first AI model in space, orbital data centers

https://www.cnbc.com/2025/12/10/nvidia-backed-starcloud-trains-first-ai-model-in-space-orbital-da...
3•gok•26m ago•0 comments

South Carolina sees 'alarming' increase in measles cases, with 280 in quarantine

https://scdailygazette.com/2025/12/05/sc-sees-alarming-increase-in-measles-cases-with-280-in-quar...
5•geox•26m ago•0 comments

Show HN: Automated License Plate Reader Coverage in the USA

https://alpranalysis.com
2•sodality2•26m ago•0 comments

Unsloth – Train LLMs 2x faster with 70% less VRAM

https://github.com/unslothai/unsloth
1•jhack•31m ago•0 comments

Unsupervised Cycle Detection in Agentic Applications

https://arxiv.org/abs/2511.10650
1•PaulHoule•33m ago•0 comments

Big Ideas 2026: Part 1

https://www.a16z.news/p/big-ideas-2026-part-1
2•amenghra•33m ago•0 comments

Changes to Via, Hypothesis' proxy server for annotation

https://web.hypothes.is/blog/changes-to-via-hypothesis-proxy-server-for-annotation/
1•cxr•34m ago•0 comments

I made a website to check if Cloudflare is down

https://www.iscloudflaredown.com/
2•vinlock•35m ago•1 comments

AIbraham Lincoln, the First AI Presidential Candidate

https://www.voteabe2028.ai/
2•beAbU•37m ago•1 comments

Is It a Bubble? By Howard Marks

https://www.oaktreecapital.com/insights/memo/is-it-a-bubble
6•saigrandhi•38m ago•0 comments

Testing and Benchmarking of AI Compilers

https://www.broune.com/blog/testing-and-benchmarking-of-ai-compilers
1•chubot•38m ago•0 comments

Prevention of PTSD Symptoms in Soldiers Using Attention Bias Modification

https://psychiatryonline.org/doi/full/10.1176/appi.ajp.20250160
1•wslh•39m ago•0 comments