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8B Protagonists

https://signoregalilei.com/2026/07/19/8-billion-protagonists/
1•surprisetalk•32s ago•0 comments

Jensen Huang defends Chinese AI amid Kimi panic

https://www.axios.com/2026/07/22/nvidia-jensen-huang-china-open-source-ai
1•giuliomagnifico•55s ago•0 comments

UK businesses are not deepening their use of AI, suggests ONS data

https://www.ft.com/content/1ab00e18-995a-4cda-b76b-00ba6c043863
1•1vuio0pswjnm7•1m ago•0 comments

Show HN: Recall – an MCP server that turns your notes into flashcards

https://recallapp.online/
1•tushar-nath•1m ago•0 comments

How AI may drive union-resistant tech workers to the bargaining table

https://www.theguardian.com/technology/2026/jul/21/ai-tech-workers-unionize
1•mashally•2m ago•0 comments

10 REM"_(C2SLFF4

https://beej.us/blog/data/mystery-comment/
2•ingve•2m ago•0 comments

Akili – gated skill updates and rollback receipts for deployed models

https://github.com/irenee28/akili-runtime
1•Akili28•3m ago•0 comments

You Can't Rewrite Your Way Out of Big-O

https://intertwingly.net/blog/2026/07/21/You-Cant-Rewrite-Your-Way-Out-of-Big-O.html
1•ingve•6m ago•0 comments

OpenAI says its AI technology acted on its own in an 'unprecedented' hack

https://apnews.com/article/openai-gpt56-sol-hugging-face-63ab84fed5612af04d8a160d60f6def3
1•bildiba•8m ago•0 comments

An LLM Statement

https://nezutero.dev/llm-statement/
2•nezutero•10m ago•0 comments

Show HN: Busymail – an email client that surfaces the mail that needs you

https://busymail.app
1•vedhavyas•11m ago•0 comments

Create iPhone Ringtones Without iTunes

https://github.com/Frohrer/tonedrop
1•tomasphan•13m ago•0 comments

Big Tech critic appointed as chief of DOJ antitrust division

https://www.ft.com/content/9cff12a5-db1f-4a70-b048-87428c181dbd
2•1vuio0pswjnm7•13m ago•0 comments

Thundermail Email Hosting

https://tb.pro/en-US/
1•Propelloni•13m ago•0 comments

An autonomous SEO agent that runs on a flat Claude subscription (no API bill)

https://github.com/DigiHold/seo-agent-pack
1•NicoAI•13m ago•0 comments

Browser extension to automatically Hide AI-related submissions on Hacker News

https://github.com/ColdPie1/enough-ai-on-hn
3•coldpie•13m ago•0 comments

Show HN: Subnet Sprint – a daily timed subnet/CIDR speed game

https://ipok.io/en/play/subnet
1•szp2005•13m ago•0 comments

Overloaded Overloading

https://powerfulpython.com/blog/overloaded-overloading/
1•redsymbol•16m ago•0 comments

3D-printed contact lenses for your eyes only in just 20 minutes

https://uwaterloo.ca/news/media/3d-printed-contact-lenses-your-eyes-only-just-20-minutes
2•geox•16m ago•0 comments

Intelligence from Learnable Novelty

https://arxiv.org/abs/2607.18433
2•vicgalle_•17m ago•0 comments

Learning from the 'Voyage of the Damned': The Making of a Russian Naval Disaster

https://warontherocks.com/learning-from-the-voyage-of-the-damned-the-making-of-a-russian-naval-di...
2•baud147258•20m ago•0 comments

Nobody needs Kubernetes for eleven users

https://medium.com/@walexy85/nobody-needs-kubernetes-for-eleven-users-6176948a1730
3•joshuaajayi•20m ago•0 comments

Classic WTF: Server Room Fans and More Fun

https://thedailywtf.com/articles/classic-wtf-server-room-fans-and-more-fun
1•jjgreen•21m ago•0 comments

Show HN: AnyBlob – use any blob storage as a database

https://github.com/zmzlois/AnyBlob
1•ThatDumbGirl•21m ago•0 comments

The Spanish Navy's Reserve Squadron and the Tragedy of Unpreparedness

https://warontherocks.com/cascading-failure-the-spanish-navys-reserve-squadron-and-the-tragedy-of...
1•baud147258•21m ago•0 comments

The Human AI Company Building Human Agents

https://ojin.ai/
1•ojinai•21m ago•0 comments

Im cancelling my Claude Code subscription

https://numerlab.org/2026/07/22/im-canceling-claude-subscription/
6•wallach-game•28m ago•4 comments

Sandboxing Script Extensions with GraalVM

https://medium.com/graalvm/sandboxing-script-extensions-with-graalvm-f192a8fb0c5f
2•grashalm•29m ago•0 comments

Ask HN: People who are opposed to advertising, how do you promote your business?

1•chistev•29m ago•1 comments

Show HN: Forkbench – a native-Mac control room for running CLI coding agent

https://forkbench.com
1•forkbench•29m ago•0 comments
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.