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France approves $11B tax based on content delivered to French subscribers

https://www.tomshardware.com/software/social-media/french-lawmakers-approve-usd11-2-billion-inter...
1•jnord•2m ago•0 comments

The AI boom spawns job market for data-center liaisons

https://www.semafor.com/article/10/30/2026/the-ai-boom-spawns-job-market-for-data-center-liaisons
1•giuliomagnifico•9m ago•0 comments

Screen Capture for macOS – Open-source sticky-aware scrolling capture

https://github.com/nasadunadu/screen-capture-macos
1•nasadunadu•11m ago•0 comments

Show HN: LanesMac – A scrolling tiling window manager for macOS

https://lanesmac.com
1•mansi126•11m ago•0 comments

Show HN: What [67] MCP servers do at startup, with the internet cut off

https://mcp.brydge-ai.com
1•DevanshKontey•15m ago•0 comments

Show HN: Create a Dumbphone on Android

https://beeswax.getflourish.org/
3•privacyishuman•24m ago•0 comments

"Vibe coded my parents' TV this afternoon "

https://twitter.com/gathint/status/2111379569030939102
2•obilgic•27m ago•1 comments

Why Sam Altman is against a single superintelligence

https://cheekypint.substack.com/p/why-sam-altman-is-against-a-single
1•gmays•34m ago•0 comments

Astronomers make startling discovery of a possible dwarf planet beyond Pluto

https://www.rnz.co.nz/news/world/2281346/it-s-big-astronomers-make-startling-discovery-of-a-possi...
3•slyall•35m ago•0 comments

Samourai Wallet developer Keonne Rodriguez recounts a 29-day prison transfer

https://www.therage.co/letter-8-notes-from-the-inside/
1•privacyishuman•43m ago•0 comments

If CA matched TX on property taxes, it would raise more than the billionaire tax

https://fortune.com/2026/10/31/california-billionaire-wealth-tax-prop-40-revenue-prop-13-texas-ta...
4•jameslk•49m ago•2 comments

A Second Life Under Constraints

https://zenodo.org/records/23836212
1•shailesh-1403•51m ago•0 comments

The History of Every Video Game Genre

https://www.youtube.com/watch?v=Dbgdi7BzMR0
1•primogen•51m ago•0 comments

Defeating highly encrypted and obfuscated code – tutorial (SRBMiner-MULTI 3.7.3)

https://www.yourdev.net/blog.php?post=unpacking-a-commercial-miner
1•noppers•51m ago•1 comments

Getting Back in the Zone

https://alexcwatt.com/back-in-the-zone/
1•acwatt•52m ago•0 comments

Knowledge Spillovers, Competition, and Individual Careers [pdf]

https://discovery.ucl.ac.uk/id/eprint/10230050/1/manuscript_with_fig_and_tables.pdf
1•rohanm93•55m ago•0 comments

We're Training a Figma-Fluent Editing Model

https://www.figma.com/blog/training-a-figma-fluent-editing-model/
3•gmays•59m ago•0 comments

I replaced macOS say with local neural speech

https://www.lukasrieder.com/blog/i-replaced-macos-say-with-local-neural-speech/
1•ankitg12•1h ago•0 comments

The first life and death of Italian computing (1954 – 1964)

https://zeitgame.net/archives/17619
4•PeterHolzwarth•1h ago•0 comments

Vroot – Instant, daemonless root sandboxes from a single flag

https://github.com/gairxx/vroot/tree/main
2•garrettcadams•1h ago•0 comments

Mitigations for CVE-2026-98432 [IPv4 TCP handshake use-after-free]

https://blog.rodmena.com/entry/cve_2026_98432_and_the_ipv4_options_nobody_sends
3•rodmena•1h ago•0 comments

Do you still need embeddings for semantic search? - my little experiment

https://internals.laxmena.com/p/can-an-llm-and-a-keyword-index-replace
2•laxmena•1h ago•0 comments

Free Invoice Generator PDF Online – Global Tools Box

https://www.globaltoolsbox.online/2026/10/free-invoice-generator-pdf-online.html
1•mustjabk761•1h ago•0 comments

I recreated subvocal in 9 minutes with one prompt for AirPods Pro 3

https://twitter.com/joeblau/status/2116347756138856734
1•joeblau•1h ago•0 comments

Ask HN: Anyone here still writing code for reasons other than fun or learning?

3•czhu12•1h ago•0 comments

Accountability

1•EarRelevant•1h ago•0 comments

Earliest spoken audio of endangered U.S. language discovered

https://www.cam.ac.uk/stories/louisiana-creole-earliest-spoken-audio
1•gmays•1h ago•0 comments

CPU Simulations Show Building Blocks of Life Didn't Arrive on Prehistoric Comets

https://www.cnn.com/2026/10/31/science/origin-life-theory-comet-simulation
1•smurda•1h ago•0 comments

When a wedding fell apart, 11 strangers helped create something unforgettable

https://www.bbc.co.uk/news/articles/cx4g1vdyzem6o
1•thunderbong•1h ago•0 comments

Chinese markets lose trillions as race for AI supremacy with US takes its toll

https://www.theguardian.com/world/2026/oct/27/chinese-markets-lose-trillions-ai-race-beijing
8•PeterHolzwarth•1h ago•5 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.