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TOSTracker – The AI Training Asymmetry

https://tostracker.app/analysis/ai-training
1•tldrthelaw•3m ago•0 comments

The Devil Inside GitHub

https://blog.melashri.net/micro/github-devil/
1•elashri•4m ago•0 comments

Show HN: Distill – Migrate LLM agents from expensive to cheap models

https://github.com/ricardomoratomateos/distill
1•ricardomorato•4m ago•0 comments

Show HN: Sigma Runtime – Maintaining 100% Fact Integrity over 120 LLM Cycles

https://github.com/sigmastratum/documentation/tree/main/sigma-runtime/SR-053
1•teugent•4m ago•0 comments

Make a local open-source AI chatbot with access to Fedora documentation

https://fedoramagazine.org/how-to-make-a-local-open-source-ai-chatbot-who-has-access-to-fedora-do...
1•jadedtuna•6m ago•0 comments

Introduce the Vouch/Denouncement Contribution Model by Mitchellh

https://github.com/ghostty-org/ghostty/pull/10559
1•samtrack2019•6m ago•0 comments

Software Factories and the Agentic Moment

https://factory.strongdm.ai/
1•mellosouls•6m ago•1 comments

The Neuroscience Behind Nutrition for Developers and Founders

https://comuniq.xyz/post?t=797
1•01-_-•6m ago•0 comments

Bang bang he murdered math {the musical } (2024)

https://taylor.town/bang-bang
1•surprisetalk•6m ago•0 comments

A Night Without the Nerds – Claude Opus 4.6, Field-Tested

https://konfuzio.com/en/a-night-without-the-nerds-claude-opus-4-6-in-the-field-test/
1•konfuzio•9m ago•0 comments

Could ionospheric disturbances influence earthquakes?

https://www.kyoto-u.ac.jp/en/research-news/2026-02-06-0
2•geox•10m ago•1 comments

SpaceX's next astronaut launch for NASA is officially on for Feb. 11 as FAA clea

https://www.space.com/space-exploration/launches-spacecraft/spacexs-next-astronaut-launch-for-nas...
1•bookmtn•12m ago•0 comments

Show HN: One-click AI employee with its own cloud desktop

https://cloudbot-ai.com
1•fainir•14m ago•0 comments

Show HN: Poddley – Search podcasts by who's speaking

https://poddley.com
1•onesandofgrain•15m ago•0 comments

Same Surface, Different Weight

https://www.robpanico.com/articles/display/?entry_short=same-surface-different-weight
1•retrocog•17m ago•0 comments

The Rise of Spec Driven Development

https://www.dbreunig.com/2026/02/06/the-rise-of-spec-driven-development.html
2•Brajeshwar•21m ago•0 comments

The first good Raspberry Pi Laptop

https://www.jeffgeerling.com/blog/2026/the-first-good-raspberry-pi-laptop/
3•Brajeshwar•21m ago•0 comments

Seas to Rise Around the World – But Not in Greenland

https://e360.yale.edu/digest/greenland-sea-levels-fall
2•Brajeshwar•22m ago•0 comments

Will Future Generations Think We're Gross?

https://chillphysicsenjoyer.substack.com/p/will-future-generations-think-were
1•crescit_eundo•25m ago•1 comments

State Department will delete Xitter posts from before Trump returned to office

https://www.npr.org/2026/02/07/nx-s1-5704785/state-department-trump-posts-x
2•righthand•28m ago•1 comments

Show HN: Verifiable server roundtrip demo for a decision interruption system

https://github.com/veeduzyl-hue/decision-assistant-roundtrip-demo
1•veeduzyl•29m ago•0 comments

Impl Rust – Avro IDL Tool in Rust via Antlr

https://www.youtube.com/watch?v=vmKvw73V394
1•todsacerdoti•29m ago•0 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
3•vinhnx•30m ago•0 comments

minikeyvalue

https://github.com/commaai/minikeyvalue/tree/prod
3•tosh•34m ago•0 comments

Neomacs: GPU-accelerated Emacs with inline video, WebKit, and terminal via wgpu

https://github.com/eval-exec/neomacs
1•evalexec•39m ago•0 comments

Show HN: Moli P2P – An ephemeral, serverless image gallery (Rust and WebRTC)

https://moli-green.is/
2•ShinyaKoyano•43m ago•1 comments

How I grow my X presence?

https://www.reddit.com/r/GrowthHacking/s/UEc8pAl61b
2•m00dy•45m ago•0 comments

What's the cost of the most expensive Super Bowl ad slot?

https://ballparkguess.com/?id=5b98b1d3-5887-47b9-8a92-43be2ced674b
1•bkls•46m ago•0 comments

What if you just did a startup instead?

https://alexaraki.substack.com/p/what-if-you-just-did-a-startup
5•okaywriting•52m ago•0 comments

Hacking up your own shell completion (2020)

https://www.feltrac.co/environment/2020/01/18/build-your-own-shell-completion.html
2•todsacerdoti•55m ago•0 comments
Open in hackernews

More than 20% of videos shown to new YouTube users are 'AI slop', study finds

https://www.theguardian.com/technology/2025/dec/27/more-than-20-of-videos-shown-to-new-youtube-users-are-ai-slop-study-finds
75•schu•1mo ago

Comments

aeternum•1mo ago
YouTube already slaps creators with demonetization for a wide array of topics and copyright strikes for minor sound clips.

They could easily require creators to label videos that have AI-generated video and also build detection tools themselves. Will they?

add-sub-mul-div•1mo ago
Google is in the business of selling slop creation tools. They want you to consume it, they don't want to provide ways to filter it out.
blibble•1mo ago
I assume the end game is youtube will eventually almost entirely be their own slop

at which point they won't have to pay pesky creators

DoctorOW•1mo ago
YouTube (and really any social media) was kind of a mistake. You can argue traditional mass media was imperfect, but at least it was up to public scrutiny. An algorithm is manipulative in a much more opaque way.
scotty79•1mo ago
YouTube is amazing repository of millions of practical skills and knowledge. It's achievement at least on par with Wikipedia. Calling it a mistake just because there's some entertainment there as well that not everybody is fond of is a bit harsh.
DoctorOW•1mo ago
I would say the funding model is what makes the difference.

Wikipedia sells information (in the form of "Donate or this could all go away") and is financially incentivized to make that information comprehensive and high quality. YouTube sells influence, and it is precisely that practice I object to.

Think about the videos on your homepage, in your recommended videos, which publishers you hear from immediately and which disappeared. I can see it trying to manipulate me.

andsoitis•1mo ago
> Think about the videos on your homepage, in your recommended videos, which publishers you hear from immediately and which disappeared. I can see it trying to manipulate me.

There are billions of videos on YouTube with millions getting added every day.

YouTube has to decide what to put in front of you.

scotty79•1mo ago
You are not required to browse the home page nor any recommendation list.
blharr•1mo ago
Except it's also a battleground for a ton of insidious recommendations that now distract you instead of educate you.

I know many people who spend 10 hours+ a day just listening to inflammatory content

It's also not just the consumers. So many great educational channels have been forced to appeal to click bait or lower quality content because of the nature of the platform

brendyn•1mo ago
You can download the entirety of Wikipedia. YouTube is blocking YouTube downloaders. It's a crime against humanity that they lured people into to contribute videos to this platform. By losing money for years before being acquired, they ensured nobody could possibly compete with their own video platform. Its not a nonforprofit or library. They can freely censor, restrict, and edit videos as they please, especially for deceased accounts.
The_President•1mo ago
Seems like a mistake to rely on it for anything other than entertainment or simple education. Perhaps what makes it a mistake is now it's yet another vehicle for distraction content gaming for attention space. Parents will attest, that it's wonderful to put a tablet in front of a child to instantly hush them, but then it becomes a dependency where it is increasingly harder to control outbursts of emotion without resorting to the tablet. It's become a like a drug to children, and the mistake is in seeing the process as benevolent until this far along.
bfkwlfkjf•1mo ago
> Seems like a mistake to rely on it for anything other than entertainment

I disagree, shouldn't be used even for entertainment. Going to YouTube for entertainment and relying on it to guide you is how you end up being radicalised on certain topics.

The_President•1mo ago
Entertainment: Nothing wrong with watching the football game on it. Agree that certain other types of "entertainment" material on there is toxic.
favflam•1mo ago
I started seeing AI slop of US military members celebrating their 1776 USD "bonus".
upupupandaway•1mo ago
I constantly think whether it’s viable to build robust software to get rid of slop, AI or non AI. I see tough challenges (platforms don’t care), but also see value. Does anyone have an opinion?
tim333•1mo ago
It would probably be good if it worked. Not quite sure how you'd automatically detect it.
blharr•1mo ago
Before you used to manage your own subscriptions or communities to join. That was enough. My suggestion would be just having a whitelist for the channels or sources you want to follow that push non-slop content.
tehwebguy•1mo ago
Make sure to always select “Don’t recommend this channel” for garbage
bfkwlfkjf•1mo ago
I'm not gonna be working for Google for free. If they want me to do this they can pay.
andsoitis•1mo ago
The idea of downvoting channels or videos like this is to punish the channel / poster.
bfkwlfkjf•1mo ago
That's how Google wants you to think.
galkk•1mo ago
One of most brutal things is amount of slop on kids channels.

Huntrx singing soda pop, Lego singing soda pop, Sonic singing soda pop, ponies singing soda pop… the amount of slop there is brutal

. I literally don’t see any way to approach it except just banning YouTube and downloading and curating videos in advance.

jenthoven•1mo ago
In Australia, kids aren't allowed to have YouTube accounts anymore, which means that they'll get served this generic lineup of shorts described in this article. 33% brain rot....I wonder if kids will see more and more brainrot since the algorithm doesn't know anything about them. Tabula rasa.
bignurgle•1mo ago
the other 80% is porn-lite, its disgusting
Bender•1mo ago
That 20% becomes 90+% if one accidentally clicks on the AI slop which tells me that Youtube somehow know they are AI slop and are profiteering off it thus it will never go away in my opinion. If I click on that crap I have to exit the browser, run Bleachbit and start over again. I never log into Youtube and now I am extra careful to avoid clicking on that crap.