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Eve Bodnia

๐Ÿ‘ค Speaker
495 total appearances

Appearances Over Time

Podcast Appearances

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

From my personal career as a physicist, I see that everything in this world wants to minimize energy and pretty much for everything you can write the Lagrangian.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Whether this Lagrangian is going to give you correct equations of motions, I don't know.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

That's what the experimental part of physics is going to tell you.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

But in reality, you know, this seems to be on the right track.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Well, it depends how you define sustainable, right?

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So what is sustainable AI?

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

Yeah, that would be nice, right?

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

But you know, when I saw this, what is called Molten Book on X, when there's different agents playing, they're talking to each other and they're coming up with different topics, my initial reaction was like, oh, you can actually do the same, but to preserve your money for how much compute you're using.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So you can actually optimize this agentic game, either using LLM or EBMs,

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

on optimizing for the agentic system its own resource, right?

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

I'm talking about agentic layer on Kona and maybe on the LLM so we can actually set up an invariant potentially so we can function in a way to preserve its own resources, which is money and time in this case.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So you can be pretty creative.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

it's intensive and expensive if you're not running something local so i think you know there's there could be a really cool opportunity for this type of technology in an agentic setting oh definitely but we are like when i see how generous those big tech companies are it's like amazing to me i wouldn't do it for just people to play with it for now right i would just like

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

We B2B, we sell it to businesses.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

We talk to mission-critical industry, and they're like, hey, I need a model just for me, which is going to control this part of my hardware.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And we actually take the data, and then we train the model, which takes a couple of days, given the size of the model, and then it's good to go.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So in this case, we know exactly what the resources are spent for, and we sort of can control this resource, and people can control the security data and so on.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So that's what makes it nice, clean, but also itself, it doesn't cost us much because the models are small.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

So yeah, the business models are quite amazing.

The Neuron: AI Explained
Why Energy-Based Models Could Be the Next Big Shift in AI

And I know how this big tech company is like, hey, generate a picture of me and generate a video, play with it.