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A silent agent loop cost me $3k in API bills

https://agenttrafficcop.com/blog/silent-agent-loop-cost-3k/
1•bshafiq•1m ago•0 comments

xAI ignoring Grokbot rootkit vulnerability

https://profero.io/blog/the-rootkit-built-into-grok-bot
2•funerr•3m ago•0 comments

Build your own Claude Code. But brilliant and utterly indifferent

https://github.com/vitalikpi/build-your-own-claude-code
1•vitalikpie•6m ago•1 comments

Human feedback guides AI approach that automates about 84% of decisions

https://techxplore.com/news/2026-10-human-loop-feedback-ai-approach.html
1•speckx•8m ago•0 comments

Banana Picking Drones

https://ilovewasting.ink/kunming-diary-day-21
1•dgam•8m ago•0 comments

Simon Winchester, Author of 'The Professor and the Madman,' Has Died

https://www.nytimes.com/2026/11/04/obituaries/simon-winchester-dead.html
2•bookofjoe•9m ago•1 comments

Founding Full-Stack Engineer

https://www.alori.dev/en/careers/founding-full-stack-engineer
1•InputKit•12m ago•0 comments

Does it matter if software is unreliable and insecure?

https://pietersz.net/posts/does-quality-matter/
1•graemep•12m ago•0 comments

KDE Plasma 6.9 Will Stop Leaking Memory When Right Clicking Files/Folders

https://www.phoronix.com/news/KDE-Plasma-6.9-Leak-Desktop
2•Bender•13m ago•0 comments

When Agents Run Computations: Schrödinger's Robert Abel on Where the Human Still

https://www.biopharmatrend.com/interviews/interview-with-robert-abel-from-schrodinger/
1•GlibMonkeyDeath•13m ago•1 comments

Children of Men: The Future Is a Mirror for the Present

https://reactormag.com/children-of-men-the-future-is-a-mirror-for-the-present/
2•speckx•14m ago•0 comments

Fifth Circuit Reopens Fight over Texas Social Media Censorship Law

https://foundationforfreedomonline.com/fifth-circuit-reopens-fight-over-texas-social-media-censor...
1•iamnothere•18m ago•0 comments

Show HN: Offline PDF Desk – one HTML file, redacts and merges PDFs offline

https://dowla0.gumroad.com/l/offline-pdf-desk
1•Vladenik•19m ago•0 comments

Horrible Public Key Tricks

https://maurycyz.com/projects/badcert/
1•acossta•20m ago•0 comments

AI 'slop' is a social judgement

https://www.nature.com/articles/s41562-026-02639-6
2•porteclefs•20m ago•0 comments

An agent skill for $80 (not derogatory, it's a good skill)

https://sefirot.it/edito-deck/ai
2•0gs•21m ago•2 comments

Show HN: Pgxio – a tiny PostgreSQL layer inside Nginx

https://github.com/mishabunte/pgxio
3•hito•22m ago•0 comments

Show HN: Forced to build my own Harvest alternative tracking and invoicing

1•fredwu•23m ago•0 comments

The laws courts cite most

https://lexifina.com/blog/the-laws-courts-cite-most
1•alansaber•23m ago•0 comments

A shipwreck influenced Cape Verde's cosmic-disco explosion (2021)

https://faroutmagazine.co.uk/shipwreck-cape-verde-cosmic-disco-explosion/
1•asphodele•24m ago•0 comments

Tail-Call Optimization Explained: Why Recursion Doesn't Have to Blow Your Stack

https://www.rabinarayanpatra.com/blogs/tail-call-optimization-explained
1•andsoitis•25m ago•0 comments

LLM APIs ranked for teams building AI agents

https://rankings.leffke.com/categories/llm-apis
1•rcleffke•30m ago•0 comments

Blunt Banhammer Blocks Basic Bots Ballistically

https://shkspr.mobi/blog/2026/11/blunt-banhammer-blocks-basic-bots-ballistically/
3•ColinWright•33m ago•0 comments

Spatium, a 3D gym floor planner that runs in the browser

https://www.spatium.fit/demo
1•shanwain•33m ago•0 comments

Passenger – The free IDE for C# and .NET

https://passenger-ide.net/
1•wg0•34m ago•0 comments

Humanizer Benchmark – Reright

https://reright.it/benchmark/
1•paulofilip3•34m ago•0 comments

Our newest TPUs: 8tx and 8i Max, built for the agentic era

https://blog.google/innovation-and-ai/infrastructure-and-cloud/global-network/tpu-8i-max-and-8tx/
2•meetpateltech•38m ago•1 comments

A live tree of systemd jobs on the boot console

https://codeberg.org/wvhulle/bootvine
3•orhunp_•38m ago•0 comments

Show HN: Pay-as-you-go Windows workstations for solo developers

https://whitehirst.com
3•ItsBob•39m ago•1 comments

Corruption Is a Cost-of-Living Issue: App Store Edition

https://infrequently.org/2026/11/app-stores-pwas-and-corruption/
2•genericlemon24•41m 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.