You cannot stop. It's too late. You cannot shut down all the compute facilities and data centers.

You cannot set sanctions to the whole world for super intelligence risks. No one is going to, not everyone,

there's never going to be every single person that just stops. It's just simply not going to happen.

With the race stuff, you've already seen the issue on one side with Gemini making historically inaccurate

images of people of variety of ethnicities because it was more left-wing biased, and Grock

doing all sorts of crazy shit.

Now, you know, I don't even want to say, like on the right-wing bias.

Claude is helpful, armless, honest as an assistant.

I bring it into my Minecraft world and give it vision

it's breaking my house to collect its wood because i didn't explicitly give it a rule to not do that

people have complained about that recent gpt4.1 update where it's being super sycophantic it was saying

like yes of course you're so right and so great to like everything the user was saying, right?

This is like a very well documented and well studied, but little known and little distributed form of moat collapse.

I'm Karin 4D. You can call me Karin. Call me Mefisto on Twitter, whatever you'd like.

I'm the head of behavior and one of the co-founders at News Research. I had all of our

agents operations, our upcoming product work, and generally the behavior behind our models

and inference time work. Thank you so much for being here. This is absolutely

incredible. I love the painting in the background. I think that's going to be great for engagement.

So if for people watching, just that'll be the main reason to watch. Yes, just continue looking at

that. So I guess let's start here. You know, so news research is doing a lot of very exciting stuff.

It's a very interesting company.

I think a lot of people might be a little bit.

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