Mia Jones

Don't talk to me about crypto and sex🚫🚫❌

[Your career in Germany | deutschland.de @ger_service]

🎓🇩🇪 Do you want to #study in #Germany?

❗💡 Here's everything you need to know about:

🌱 Agricultural studies
🏫 Suitable universities
💚 Study programs for a green future

#StudyInGermany #highereducation #sustainability #agriculture #ForNature

https://t.co/ecvlfD57HH

[NUCLR GOLF @NUCLRGOLF]

🚨📱👮🏻 #UPDATE — College golfer Luke Potter was booted from the grounds yesterday after heckling Rory with a reference to the 2011 Masters. McIlroy took his phone +had him removed by TOUR security. “Look, I just made a mistake, and I take ownership for it” https://t.co/E5OuTe3IO5

[Eric Daugherty @EricLDaugh]

NEW - JAMES CARVILLE: There is something wrong with Trump. That's pretty clear. We do know that he had red splotches on his hand. It could be an indication of syphilis [...] There is some deterioration in him.

[RadioGenoa @RadioGenoa]

Street food in Pakistan.

[Zafar Mirzo | Quotes @ZafarMirzoQuote]

A collection of quotes by Zafar Mirzo on the essence of humanism, fulfillment, and the pursuit of a meaningful life. These reflections emphasize the importance of serving humanity, ensuring universal values, and striving for the complete well-being of society. They explore the deep connection between spiritual fulfillment and life satisfaction, the transformative power of love, and the significance of setting grand, purposeful goals. Encouraging a profound understanding of history, ethics, and the human experience while acknowledging the inevitability of loss and the moral duty of self-realization. @zafarmirzo

[Aaron Rupar @atrupar]

Trump on Greenland: "Denmark is very far away. A boat landed there 200 years ago or something and they say they have rights to it. I don't know if that's true. I don't think it is, actually ... we really need it for national security ... maybe you'll see more and more soldiers go there."

[Tiqets @Tiqets]

Discover one of Gaudí's most underrated venues in Barcelona: @Casa_Vicens. ✨ Learn all about Antoni Gaudí's first masterpiece and his inimitable style in a museum dedicated to unique constructions, decorations, and symbolism. 🇪🇸

[Alex Armstrong @Alexarmstrong]

🚨 NHS ENGLAND TO BE ABOLISHED

The Prime Minister has announced that the bureaucratic institution, NHS England, is to be abolished and “management of the NHS brought back into democratic control”.

We still don’t know:
- how much money will be saved
- how many jobs will go…

[Paul A. Szypula 🇺🇸 @Bubblebathgirl]

Border Czar Tom Homan says Gov. Kathy Hochul has locked ICE out of the DMV data and will only allow them access to it with a warrant.

She then alerts the illegals that they’re being investigated.

This seems like obstruction of ICE.

Arrest Kathy Hochul!

[Nick Sortor @nicksortor]

🚨 #BREAKING: NYPD is now ARRESTING protestors who took over Trump Tower

FAFO!

DEPORT ANY ILLEGALS WITHIN THE GROUP!

[Charlie Kirk @charliekirk11]

Just check out this crowd at University of Tennessee, Knoxville 🇺🇸🇺🇸

Everywhere we go, the crowds are growing. God bless the USA.

@TPUSA

[Lethal Intelligence @lethal_ai]

🧵24/34
Inner Misalignment
---
Consider this simplified experiment:
We want this AI to find the exit of the maze. So we feed it millions of maze variations and reward it when it finds the exit.

Please notice that in the worlds of the training data the apples are red and the exit is green.
After enough training, our observation is that it has become extremely capable at solving mazes and finding the exit, we feel very confident it is aligned, so then we deploy it to the real world.

The real world will be different though, it might have green apples and a red door.
The AI geeks call this distributional shift.

We expected that the AI will generalise and find the exit again, but in fact we now realise that the AI learned something completely different from what we thought. All the while we thought it learned how to find the exit, it had learned how to go after the green thing.

Its behaviour was perfect in training.
And most importantly, this AI is not stupid, it is an extremely capable AI that can solve extremely complex mazes.
It’s just mis-aligned on the inside.

Fishing for Failure modes
---
The way to handle the shift between the training and deployment distributions is with methods like adversarial training: feeding it with a lot of generated variations and trying to make it fail so the weakness can be fixed.

In this case, we generate an insane amount of maze variations, we discover those for which it fails to find the exit (like the ones with the green apples or the green walls or something),
we generate many more similar to that
and train it with reinforcement learning until it performs well at those as well.
The hope is that we will cover everything it might encounter later when we deploy it in real life.

There exist at least 2 basic ways this approach falls apart:

First, there will never be any guarantee that we’ll have covered every possible random thing it might encounter later when we deploy it in real life.
It’s very likely it will have to deal with stuff outside its training set which it will not know how to handle and will throw it out of balance and break it away from its expected behavioural patterns.

The cascade effect of such a broken mind operating in the open world can be immense,
and with super-capable runaway rogue agents,
self-replicating and recursively self-improving,
the phenomenon could grow and spread to an extinction-level event.

...

[Libs of TikTok @libsoftiktok]

Border Czar Tom Homan calls out New York Governor Kathy Hochul:

"ICE officers and CBP officers can't get DMV data... because she locked them out... So, I'm up here calling her out for her sanctuary policies."

[Kosher @koshercockney]

How does a foreign student at a college that costs $93,000 a year, still manage to afford 19 lawyers that cost $1,000 an hour each?

[Byron Donalds @ByronDonalds]

Do not listen to the fear-mongering of the radical left. They have no leader, no message, no agenda, & they're flailing.

President Trump has been CLEAR.

1–We're not touching your Social Security or Medicare

2–We're removing illegal aliens, waste, fraud, & abuse from the system

[Eli Afriat 🇮🇱 @EliAfriatISR]

🚨BREAKING: The Christian young man, whose video was posted yesterday with the Islamist gangs, was forced to convert to Islam but refused.

His body was found today in the predominantly Christian village of Mazra'a in the Homs countryside, slaughtered with a machete.

[Breitbart News @BreitbartNews]

MUH NORMS! Sen. Tina Smith (D-MN) whines: “I don’t really believe that Elon Musk or the DOGE guys have any idea what they’re doing.”

[Art Candee 🍿🥤 @ArtCandee]

Democratic Senate Minority Leader Chuck Schumer says he's going to vote for the Republicans' CR.

It's time for Chuck to retire.

I'm over him.

[Eric Daugherty @EricLDaugh]

BREAKING: Left-wing protestors just took over Trump Tower, NYC by force.

They've overtaken the first floor. They won't leave.

They are chanting "free Mahmoud, free them all" - reference to the pro-Palestine man from Columbia University.

[Collin Rugg @CollinRugg]

JUST IN: Russian President Vladimir Putin says he is in favor of President Trump's ceasefire proposal, hints toward a call with Trump.

"So the idea is good, and we absolutely support it, but there are issues we need to discuss and I think we need to negotiate with our American colleagues and partners."

"Maybe a phone call with President Trump, but the very idea of ending this conflict by peaceful means we support that."