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Jev Supercharged All Of Your AI Agents By 100x artwork

Jev Supercharged All Of Your AI Agents By 100x

Leveling Up with Eric Siu

September 23, 2026

Keep the agents you already use. In this walkthrough, I show where I would add Jev to help classify work, check criteria and route uncertain cases for review. We cover content selection, recruiting, inbox triage, CRM review, customer language, sponsorships, outbound and SEO/AEO.

Speakers Eric Siu

TopicsEntrepreneurshipBusinessEducationSelf-Improvement

Eric Siu (0:00)

Jev is an absolute game changer when it comes to doing work. So marketing, sales, coding, recruiting, whatever it is exactly. And what I've been doing is I've actually been upgrading a lot of my harnesses with this, because Jev is something that actually sits in between all the different harnesses that you're using, right? So it doesn't necessarily replace them, but it does supercharge them. So basically what it's saying is like, hey, originally this bot said we should go for these 40 topics, but Jev says, hey, only these 10 clear the overlap gate. And when you think about it, is it necessarily a new, is it a new large language model? Can you chat with it? Can it actually execute on stuff for you? No, it can't. But even though it can't, it's extremely valuable. And a lot of other creators right now are talking about how it's great for playing Doom and things like that. And that's cool, but I care about how this is going to affect business and how people can make more money from this ultimately. So when you think about it, what is Jev actually? It is actually a classifier. That's the easiest way to think about this. And when you think about work, a lot of your work actually needs to be classified. So a hundred people apply to during a company. Now, the workflow in the past was that you'd have to have a human review every single one of those hundred. And chances are they probably wouldn't even get to it because we're limited on human capacity, right? Now, the reality today is that Jev can get through it very quickly.

And what you see on my screen over here is it competing for Wikipedia page classification. So Jev is up here, right? He's finished it so fast. Look at all these other ones. They're so slow, right? This one on the bottom left is still taking forever. And then when you look at the results over here, you can see that 0.827 seconds, right? It's 4.26x faster than the latest or the next fastest one, 2.6x cheaper, right? When you're thinking about doing millions of calls, it starts to add up over time, right? And so this is just, I'm really positioning this for you to start to think about how this is going to apply for your business, right? So I think one simple thing that you can do is think about all your workflows, the main harness that you use. So for example, I use Codex over here, and you can see on my screen, I said, hey, I want you to think about the workflows where we can implement Jev. So we have this Leveling Up Marketing School content engine. And so it says, hey, this is like a 93 out of 100 from a priority standpoint, which I always like doing.

And say, hey, this is where Jev helps. So after transcription, so after it pulls from a podcast that I do or a piece of content like this one, it's basically going to shortlist the strong moments, lag repetition, check complete takeaways, and review proposed edit. So why is this important? So Jev is good at seeing the definition of done, right? You can see multiple choice, like is it yes or no? Did it actually fit this? It can score. And so you have three different levels that you have to define when you're working with Jev. And it's not that hard to set up. And so when you think you, when you have like a lead come in, right? Or maybe you're reaching out to someone from a recruiting standpoint, maybe you want them to have two promotions at two different companies, and you want to see an average tenure of three years. So it can actually score and it can also give a confidence score as well. So once it can just classify these things quickly for you, then it can shortlist a lot faster versus having to have your frontier tokens being spent on all that time and all that thinking over there. And so with Jev, again, it's much faster and it's quickly looking at, hey, does it actually fit the verifiable options that you're looking for when it comes to whatever it is you're trying to accomplish?

And then from there, you can make a call on whether you want to move forward with the classification or whether you want to move forward with the task or not.

So like I mentioned, number two over here is on the recruiting pipeline piece. So after replies arrive, classify intent, identify missing pre-screen evidence and flag contradictions for review. By the way, if you're enjoying this right now, you got to check out Single Brain. So Single Brain is where we help people with AI implementation. More importantly, marketing implementation. So whether it's helping people build agents around AEO, SEO, whether it's helping people scale their cold outbound systems, whether it's helping people scale their creative, this is the new way of doing marketing. We believe that the future of marketing agencies is this.

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