sulak

@sulak.bsky.social

#NAFO, FBPE, Slava Ukraine, 💚🍷☕️ 🌈 🏴󠁧󠁢󠁷󠁬󠁳󠁿💙💛🇺🇦#smokefl33t, #smoke fleet,#smokefléét

*ABSOLUTELY NO DM'S*

[Beefeater @Beefeater_Fella]

South African immigrant Elon Musk became the first trillionaire in history after SpaceX's IPO. Before the company went public, his wealth was estimated at around $78 billion, but after the IPO, his net worth exceeded $1.1 trillion.

He could live to 100 years old and not work at all. However, he would have to spend $59.56 million per day, $2.48 million per hour, or $41,360 per minute to exhaust his entire fortune.

The arsehole who destroyed Twitter and financed the protector of pedophiles into the Whitehouse.

[Yaw Nyame, MD | Mind & Body @Yaw_nyame35]

Germany has a concept called Krankschreibung.

Literally: sick writing. A doctor's note that says you cannot work.

When that note lands on your employer's desk, it is not a request. It is a legal shield.

Your boss cannot fire you. Your boss cannot demand you come in. Your boss cannot call you during your recovery.

In some countries calling in sick feels like asking permission. In Germany it is stating a medical fact.

That is not just good labor law. That is human decency. 🇩🇪

[sulak @BackupSula63758]

@Heccles94 Nobody can save labour they betrayed to many of their core voters

[sulak @BackupSula63758]

@curtis72372087 @TrentTelenko I believe this us the reason ukr have left the kerch bridge alone since they were able to stop fuel and munitions crossing. They are I belive leaving it as snow escape route for Russian troops and civilians

[Nav Toor @heynavtoor]

You have noticed it. ChatGPT feels dumber than it used to. Your prompts that worked six months ago produce worse results now. The writing sounds flatter. The ideas sound safer. The internet itself feels like it is shrinking. Every article reads the same. Every email sounds the same. Every answer sounds like it was written by the same voice.

You thought it was you. It is not you.

Researchers at Oxford and Cambridge published a paper in Nature proving what is happening. They call it Model Collapse.

Here is the mechanism in one sentence. AI trained on AI-generated data gets dumber every generation until it forgets what real human data looked like.

The internet is filling with AI-generated content. Blog posts. Articles. Reviews. Comments. Social media. AI companies scrape the internet to train the next generation of models. Which means the next generation of AI is being trained on the output of the current generation.

Each cycle loses information. Not randomly. It loses the rarest, most unusual, most creative parts first. The researchers call these the "tails of the distribution." The weird ideas. The unexpected perspectives. The things that made the internet feel human. Those disappear first.

What remains is the average. The safe. The expected. The bland.

Then the next generation trains on that. And loses more. And the next generation trains on that. And loses more. The researchers proved this is not a slow decline. Major degradation happens within just a few iterations. Even when some of the original human data is preserved.

They tested it on large language models. On image generators. On statistical models. The pattern was the same every time. The output converges toward a narrow, flattened version of reality that looks nothing like the original data.

The lead researcher put it plainly. "Large language models are like fire. A useful tool. But one that pollutes the environment."

The pollution is invisible. You cannot see which sentence on the internet was written by a human and which was written by AI. Neither can the AI that is about to train on it. And once the tails are gone, they do not come back. The damage is irreversible.

This is not a prediction anymore. It is a diagnosis.

The internet you grew up on was built by humans writing things no algorithm would have written. Strange, personal, imperfect, alive. That internet is being diluted. One generation of AI at a time. And the models trained on what remains are learning a smaller and smaller version of the world.

Model Collapse is not a technical problem. It is a cultural one. The thing that made the internet worth reading is the thing that disappears first.

[sulak @BackupSula63758]

@niyetsel Home

[sulak @BackupSula63758]

@ThrillaRilla369 Dry salt

[sulak @BackupSula63758]

@ThrillaRilla369 Yes its scary af

[Lucas Sanders 👊🏽🔥🇺🇸 @LucasSa56947288]

If you are a Twitter fan, I want to follow you immediately!

[Joe G @EastEndJoe]

I don’t know what this fruit is called but I know it needs to calm the fuck down.

[D.Radka, #NAFO 🇨🇿🤝🇺🇦 @DakdaR22]

Friends, Caucasus Legion lost car on Friday. We are trying to get this mission complete asap.
We raised only 48$ within almost 2 days😔🙈
I beg you, make this post visible.🙏
Share my post.
Can you spare 2$, 5$? Price of 1 coffee? Please support defenders.
I have more than 35K followers and post is almost invisible 💔

We need help here, please.
Thank you for any help🙏

🅿️aypal: [email protected]

[sulak @BackupSula63758]

#smokefléét

[D.Radka, #NAFO 🇨🇿🤝🇺🇦 @DakdaR22]

Friends, we raised only 48$ within almost 2 days😔.
It's very difficult buy car asap with this progress.🙈
We desperately need to go forward.
Please help us 🙏🫂🫂

🚨Caucasus Legion need reliable pickup truck for transport of supplies and evacuation of wounded.

🎯: 8200$
✅️: 4017$

🅿️aypal: [email protected]

Thank you for keeping defenders mobile and safe 🫂

[sulak @BackupSula63758]

@dmitryshchipkov @winnipegtommy +

[D.Radka, #NAFO 🇨🇿🤝🇺🇦 @DakdaR22]

Friends, can we overcome 4000$ milestone 🙌😊
We stuck a little😇
We need more activity here, please 🙏

🚨Caucasus Legion need reliable pickup truck for transport of supplies and evacuation of wounded.

🎯: 8200$
✅️: 3969$

🅿️aypal: [email protected]

Thank you for keeping defenders mobile and safe 🫂

[D.Radka, #NAFO 🇨🇿🤝🇺🇦 @DakdaR22]

They are trying to silence us..
Algorithm is working against us.!
So show your voice..🙌

From which country do you continue to support Ukraine 🙌🇺🇦
Drop your flag in comment 😊

[sulak @BackupSula63758]

@iamAtheistGirl Me 😂😂😂

[Conspiratorial Templates @mynamehear]

I'm starting to think the reason we won World War II is because women built all the equipment

[sulak @BackupSula63758]

@Gypsypup13 I'm avoiding American discourse where possible atm as most of the country has gone fucking nuts, I'll check in on them later 😬🙄

[sulak @BackupSula63758]

@BpdLion Had no idea .... Happy birthday x

[sulak @BackupSula63758]

@gardengirl125 🤣🤣🤣🤣🤣