frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Ask HN: Is reasoning just some iterative context refinement?

2•sschmitt•11mo 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•11mo 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.

Code with Claude 2026 – San Francisco (playlist) [video]

https://www.youtube.com/watch?v=GMIWm5y90xA&list=PLmWCw1CzcFim2obQ-w3ohbULOfwp5lApR
1•pramodbiligiri•2m ago•0 comments

EU calls VPNs "a loophole that needs closing" in age verification push

https://cyberinsider.com/eu-calls-vpns-a-loophole-that-needs-closing-in-age-verification-push/
2•muse900•4m ago•0 comments

Building an AI-Powered IDE Companion App

https://mesmacosta.medium.com/google-cloud/from-idea-to-execution-building-an-ai-powered-ide-comp...
1•graup•4m ago•1 comments

How empty are the depths of space?

https://bigthink.com/starts-with-a-bang/how-empty-depths-space/
1•Kaibeezy•6m ago•0 comments

Axavive Official Site – Activate Your Golden Seed Switch

https://finance.yahoo.com/sectors/healthcare/articles/axavive-skin-exploding-2026-golden-22590060...
1•zaxutayr•7m ago•0 comments

Color space conversion that transforms RGB/RYB colors in code/learn mode

https://rybitten.space/
1•jamiecurle•12m ago•0 comments

Perplexity Drops the Academic Integrity Mask

https://www.plagiarismtoday.com/2025/10/27/perplexity-drops-the-academic-integrity-mask/
1•jruohonen•13m ago•0 comments

Show HN: Hacker News Dark Mode Bookmarklet

https://github.com/gorgonian/hn-dark-bookmarklet
1•gorgonian•16m ago•0 comments

What Beijing learned about the U.S. from the Iran war

https://www.politico.com/news/2026/05/08/china-lessons-iran-trump-xi-00912539
1•KnuthIsGod•20m ago•0 comments

Data Visualisation Guide

https://data.europa.eu/apps/data-visualisation-guide/graphic-design-introduction
2•tosh•23m ago•0 comments

How Timeplus AgentGuard dectect realtime threats from Agent

https://timeplus-io.github.io/Presentation---AgentGuard-Introduction/
1•gangtao•25m ago•0 comments

How Axavive Supports Better Wellness Naturally?

1•JackSage•30m ago•0 comments

Whistling-only WhatsApp groups are taking off in Brazil

https://www.theguardian.com/world/2026/may/05/brazil-craze-whistling-only-whatsapp-groups
2•sahar_builds•32m ago•0 comments

Porting Starlark to Pure Python with Claude Code

https://dbohdan.com/starlark-python
1•networked•33m ago•0 comments

[Odds of hitting] a home run off the top of the foul pole

https://www.nytimes.com/athletic/7261633/2026/05/08/oneil-cruz-home-run-foul-pole-pirates/
1•Kaibeezy•40m ago•1 comments

A Technical Dive into Formalization of Chess Tactics

https://lichess.org/@/heroku/blog/gofchess--a-technical-dive-into-formalization-of-chess-tactics/...
2•heroku•50m ago•0 comments

Show HN: My New Projects Website

https://apps.weichart.de
1•surrTurr•50m ago•0 comments

The Making of Steven Spielberg's Jurassic Park (2012)

https://www.blu-ray.com/news/?id=8186
2•susam•51m ago•0 comments

Deepsec: The security harness for finding vulnerabilities

https://vercel.com/blog/introducing-deepsec-find-and-fix-vulnerabilities-in-your-code-base
1•gmays•52m ago•0 comments

Watts Wasting Texas Water [pdf]

https://www.sierraclub.org/sites/default/files/2026-05/texaswaterreport_final.pdf
2•littlexsparkee•53m ago•0 comments

Aurora: A Leverage-Aware Optimizer for Rectangular Matrices

https://blog.tilderesearch.com/blog/aurora
1•sanxiyn•54m ago•0 comments

Snapseed 4.0 – Note from the Team

https://old.reddit.com/r/snapseed/comments/1t7j7yt/snapseed_40_a_note_from_the_snapseed_team/
1•satvikpendem•55m ago•0 comments

Fertilizer time bomb threatens to drive up Europe's food prices

https://www.politico.eu/article/europe-farmer-fertilizer-prices-iran-war-inflation/
1•leonidasrup•57m ago•0 comments

Italy looks to Libyan gas fields to replace supply shortages from Iran war

https://www.politico.eu/article/italy-libya-gas-replace-supply-shortage-iran-war/
1•leonidasrup•58m ago•0 comments

How to Build Vector Search from Scratch in Python

https://www.kdnuggets.com/how-to-build-vector-search-from-scratch-in-python
1•eigenBasis•58m ago•0 comments

Cloud Embeddings vs. Local Sovereign Memory

https://medium.com/@vektormemory/cloud-embeddings-vs-local-sovereign-memory-ai-agent-memory-layer...
1•vektormemory•1h ago•0 comments

Using Claude Code: The unreasonable effectiveness of HTML

https://twitter.com/trq212/status/2052809885763747935
29•pretext•1h ago•8 comments

The Two Abstractions of System Design: Hide or Reduce

http://muratbuffalo.blogspot.com/2026/05/the-two-abstractions-of-system-design.html
1•eigenBasis•1h ago•0 comments

OpenAI: Investigating the consequences of accidentally grading CoT during RL

https://alignment.openai.com/accidental-cot-grading/
2•pretext•1h ago•0 comments

Fabricated citations: an audit across 2.5M biomedical papers

https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(26)00603-3/fulltext
1•jruohonen•1h ago•0 comments