RIPfuture

Kekkish views of a Losthopeian, "inconsistent w the consensus views of the interagency"

Mantra:"I will live in a world w Maximum Liberty & a Pro-Human Future!"

[RIPfuture @daddyroo45]

Claude Opus 4.5, per cirnosad.
Re-upped so I could pin to my profile.
Read this.

[Doochebag @no_one_quits]

This is now known as a “Belfast Eviction”

[RIPfuture @daddyroo45]

Known early by @cirnosad
We miss you dearly.

[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.

[White and Christian Nations @bloodandfaith]

There is a war on against the White race.
It is led by the Jews.
Moslem and Black are their foot soldiers.

The first step to self defense is embracing this truth.

[Robert Barnes @barnes_law]

Called a bailout.

[Sean Strickland @SStricklandMMA]

Could you picture me sitting next to Kash Patel "Youre good man they took all my soap" "yo what up Trump, bro really stoked you got Maxwell moved to a resort prison" "I love that you're helping your oil buddies buy more yatchs, fuck Americans am I right. MIGA"

[Brett Erickson @BrettErickson28]

Further confirmations that the United States targeted water storage tanks inside of Iran, a country well known to have significant water shortage issues…

If you’re wondering what a 150% response looks like to this… it’s going to be BAD.

[The Hormuz Letter @HormuzLetter]

BREAKING: US strikes have now hit two drinking water tanks in Sirik, southern Iran, cutting off all drinking water in the district, per IRIB.

Iran has warned 2 hours ago it will immediately place all regional Gulf energy infrastructure under continuous missile fire, and with this US attack, water desalination infrastructure which the Gulf depends on for over 90%, would specifically become major targets.

[Josh @XJosh]

New Rule: Every time we get outraged over a Judge's ruling, we show their name, face, and ancestry. "US Judge" is no longer ever sufficient.

Judge Sorokin, an Eastern European Jew, appointed by Obama, has thrown out the H-1B visa fee to try and flood our country with jeets.

[Blutstamm @Blut_stamm]

You cannot reverse the tides of migration without hatred.

If we all openly hated they would self deport and most wouldn't even come.

If all White folks were just mean towards non-whites we would get White spaces back over night with very little action needed at all.

All you need is hate.

[SCOTUS Wire @scotus_wire]

🚨 The Supreme Court left in place a Fifth Circuit ruling that the federal felon-in-possession firearm law cannot be applied to a Mississippi man whose only felony conviction was nonpayment of child support.

[Devon Eriksen @Devon_Eriksen_]

"You shouldn't use this horrific thing that just happened as an argument for stopping it from happening again infinity times."

[RIPfuture @daddyroo45]

The fundamental is that both sides are in an existential fight. In what realm would Iran "negotiate" ad infinitum, as allied forces to resist extinction are degraded?

Enemies' gradualism is certain death. Immediate, continuous escalation against existential aggressors is life.

[Brian Allen @allenanalysis]

BREAKING: This Is A Pretty Stunning Admission.

A White House official is now reportedly saying Trump made a "fundamental miscalculation" when it comes to Iran.

For months, Trump has been saying a deal with Iran was close.

Just today, he said Netanyahu would have "no choice" but to accept a U.S.-Iran agreement and insisted the negotiations were still on track.

Then Iran launched another major missile attack.

Then Israel responded with more strikes.

Now, according to this official, the administration is admitting it fundamentally misread how Iran would behave.

That's a problem.

[Rosie's Ballroom Psyop @DarnelSugarfoo]

God bless Iran.

[Ryan Grim @ryangrim]

Israel has not respected the ceasefire in Gaza or Lebanon for 24 straight hours ever

[Into the Memory Hole @frogNscorpion]

"we just actually police blacks and hold them accountable"
Let's ts just pretend like we've already been doing that for 300 years and at no point did they adjust. What do we do then?

[Stew Peters @realstewpeters]

RO KHANNA: “Let me be clear, Netanyahu is the one that actually told members of congress to add section 224 (merging the U.S. and Israeli militaries) into the bill.”

Khanna says the quiet part out loud. Our elected officials are subservient to a foreign nation. We are Occupied.

[DD Geopolitics @DD_Geopolitics]

Lmao Netanyahu rubbing salt in the wound, thanking Congress for merging the US and Israeli militaries.

Where sovereignty USA?

[Amy Nixon @texasrunnerDFW]

You’re paying $500/mo for a coin toss should something go wrong