Dwarkesh Patel

But all these labels, which would make it clear how to map from a specific style to a generated video, don't exist by default in the pre-training distribution.

So when one of Labelbox's customers wanted to improve their video generation model, Labelbox pulled together a team of expert cinematographers and editors and directors and had them annotate clips with concise technical descriptions so that the model would have context on things like dolly shots and Rembrandt lighting.

As you can see, unlocking broad economic value from these models requires not just coders and STEM PhDs, but people with taste and context in all kinds of different domains.

Labelbox can get you experts in all of the above and more.

So whatever skill you're looking to give your models, there's a good chance that Labelbox can help you.

Reach out at labelbox.com slash dwarkash.

So I've been trying to hire a writer for the podcast, but I ended up getting way more applications than I anticipated.

But as I started to go through them, I noticed that many of them didn't feel like they were actually written and submitted by real human beings.

So I started looking for a way to detect bought-out submissions, and I ended up using Sardine.

Sardine was built to assess customer risk for banking and retail, but it's also useful for spotting fraudulent job apps.

Implementation was hilarious and straightforward.

It took my general manager, Max, less than an hour to vibecoat Sardine's SDK into our hiring flow.

Now, Sardine is assigning every single application we get a risk score based on a ton of different rules and signals.

Did the candidate use a throwaway email?

Is the device they're on already associated with another application?

Is the candidate's IP address matching the country that they said they're from?

The list goes on.

I'm just using a basic web form, but you can integrate Sardine into any application.

So if you need help with risk, whether that's for hiring or any other type of fraud prevention, go to sardine.ai slash thwartcash and ask your ATS if they're using Sardine.

All right, back to Sarah.