Claude + Jev = Cheapest Agentic OS EVER

summarized

TLDR

Jev is a fast, cheap model that can be used as a classifier and router in an agentic operating system. It is 40% cheaper than Astra and about 20% faster than Opus 5.5, making it practical to add as a classifying model to many systems for tasks like sorting emails, routing queries, and checking invoices.

Key points

Jev is 40% cheaper than Astra and significantly faster.

Jev is about 20% faster than Opus 5.5 in front execution.

Jev can dynamically route queries to different models or capabilities.

Jev cannot read images but works with descriptions from a cheap image model.

Fish Audio provides voice integration that is three times faster than typing.

Tools mentioned

Techniques

  • dynamic routing
  • classification (buyer/question/spam)
  • image description via cheap model
  • voice-operated system
Transcript (captions)

0:00 Jeff is a new model, but it's incredibly fast and very cheap. And in this video, I'm going to show you some incredible use cases. I'm going to show you how effective this thing actually is. Look

0:08 at how it compares to Claude. And most importantly, I'm going to show you how you can actually apply this to use cases that you may not have been aware of. I'm going to show you how you can use this

0:17 to go ahead and build beautiful um reels. I'm going to show you how you can use it in your Aentic operating system. We're going to build a lot of incredible stuff with this and check out the new

0:25 capabilities. Hey there, Jarvis. Could you do me a favor? Could we just uh head over to my memory system, please? >> Memories open. No strain yourself. Take a look around.

0:33 >> Excellent job. I would like to start a bit of a research session now. Um basically create a new session with the model and just do some research on GIDO for me.

0:41 >> Research session spinning up in a separate task. Feel free to peek at the chat for updates. Off we go. >> Excellent guys. And now what's really interesting here is it's used Jeb. And

0:48 this is just one of the examples that I'm going to show you. I'm not even going to show you what this Agentic operating system can do. I'm also going to show you how you can actually build

0:54 this yourself and how you go through this entire process. Now look, it used Jev very quickly to route this dynamically to a specific model. I'm going to cover all of this inside this

1:03 video. So grab that coffee and let's dive straight into this beautiful um system. So first thing to understand with this whole agent operating system and Jev and Claude is the fact that it

1:14 is just way faster. It is 40% cheaper than Astra significantly faster and it is as you can see in many respects better. It can generate comments. It can identify things for Instagram res for

1:27 example. I've been using it to make it myself. Um, it can help you pick models, sort emails out, do taste checks, landing page tasks, you name it. And we're going to bring this together

1:36 inside the Aentic operating system. We're going to show you how you can decide. We're going to cover how you can use Aentic Voice with Jev, how we can go ahead and pick incredible models at

1:46 lightning fast speeds like you just saw. You're going to see how it can actually help you with reels using Opus 5.5's new incredible technology to build beautiful graphics, how it can sort your inbox and

1:57 lots more. So, let's begin now with the first use case that I really want to dive into. This is really really powerful here is essentially um how Jev itself can go ahead and make decisions.

2:06 So, if you look at this for example, hey uh let's say you ask Jeff a question, right? Um how do I run my agency? Where do I sign up for this course? Right? And it's trying to identify, you know, who

2:16 is this individual? Are they for example a buyer? Is it a question? Is it praise? Is it criticism? Or is it spam? Now let's take for example if we compare this with Opus 5.5. Bro, this changed

2:26 time on my agency. Where do I sign up for the course? Jeff can say straight away this is a buyer and it does that less than 1 second. Whereas Claude Opus 5.5 took a little bit more time to do

2:37 that. So let's go now into the Aentic operating system and check this out. And of course there's many different things. It doesn't just look good. It has high levels of performance with this. So,

2:45 let's go now over to our inbox as for instance. And as you can see down here, I have some sample emails. I'll put them as demo because I'm demoing on YouTube video. Now, look at this. Let's say that

2:53 we want to sort and categorize these with Jeff. Well, check out what we can do. If I click on sort with Jeff, for instance, you can see this. Look at the speed of that. Look how fast that was.

3:01 And now it's sorted everything into replies, newsletters, billing, community leads, sponsors, and FYI. And it did that in real time. So, you can see just how powerful this thing is. Now, the

3:11 next incredible thing that Jev can do is dynamically route all of our conversations through to the right individual. And he can do all this using a voice operated system, which is very

3:20 cool. I've got loads of examples on here that you can play around with. So, let's come back over to the Aentic operating system. Now, check this out in action. Hey there. I just want to understand how

3:27 much faster is Jev on average than Opus 5.5, for example. >> Oh, look who's getting geeky now. Jeb's speed is typically about 20% faster in front execution than Opus 5.5, depending

3:39 on the test. You're getting pretty cheeky, I must admit. Jarvis, >> just keeping you on your toes, sir. Anything else you'd like to test?

3:48 >> So, why is that interesting? That's interesting because what's going on underneath the hood here with Jev is it is dynamically making a decision. Should the query go through to its own simple

3:56 web search capabilities or should it for example delegate it to codec? Should it delegate it to Claude? And also, it's deciding behind the scenes here which model it should go to. For example, you

4:07 saw here, it decided that Opus 5.5 was the best option cuz look, it has five options. One is a quick answer. The other one is to open up a page, show in memory, or cla 5.5. And you can see that

4:17 breakdown here. And if you're wondering about how this voice, by the way, you can choose any of these different voices and systems very easily here. >> Take a breath. You've got this. Let's

4:27 start with the first thing. >> Okay, but obviously the best one is Jarvis, right? You can pick the speed and also its humor mode if you want to. You can also give it like system

4:34 prompts. The way that I've done this, by the way, is I've integrated with something called Fish Audio. I'll put a link down below so you can go ahead and grab this. This is ridiculous. All you

4:42 literally need to do, guys, for this is come over to developer. Literally create an API key and you can connect it. It's pretty outrageous, I must admit. And I've been having a lot of fun with this.

4:51 They've got a full library of different voices that you can grab. And the reason that I mentioned that out, guys, is not only because does it enable you to have these conversations, but check this out.

5:01 It is three times faster than typing, and we also want it to be a little bit fun. and have some great stuff. So, essentially what it is, it's a lot cheaper than other models you'll get,

5:08 which is why I want to call it out. It's really freaking sick. Um, cheaper than some of the comparables out there, so you might find yourself saving a few dollars. Um, it also has sound effects,

5:16 which I'm going to show you when we come to do the Instagram reels section with Jeff. And also, you got one API that can do everything from cloning your voice, uh, doing that for Instagram reels and

5:25 one simple system. Um, again, you can actually have a conversation with it and and literally link up any voice that you want to. So, if I'm over here and I want you to understand, this is important. I

5:33 go to text to speech and on this section here guys I can come over and pick the voice right I've got the model 2.1 is the best one I can come down and pick the speaker go ahead and choose anything

5:42 I want to add a new voice and here I can go ahead and find them get loads of stuff and then you can integrate any voice that you want to in your OS which is exactly how I've got this kind of

5:52 Java's voice in here. Now the next level is a really interesting one which is Jev's ability to actually edit. Now my last video I showed you how effective Opus 5.5 is at getting this stuff. So,

6:01 what it can do is make a load of mini decisions for us. So, if I head over down to our Gentic operating system, let's go over and check. I find this help really helpful, by the way. Let me

6:10 just bring up um Jarvis here real quick. Hey there. Quick question for you, dude. How much um usage have I got left on Claude right now?

6:22 >> You've got about 57% of your 5 hour taller left and around 83% of your weekly. >> Okay. Okay. Let me just but in right there. Do me take me over to the design

6:30 section of the OS. >> Designer section is open. Try to redecorate the universe all across. >> Appreciate that. Now I'm going to come over here and just shut him down cuz he

6:40 needs to relax a little bit. Now what you can build in this essentially with this is anything you want to. So one of the things that I'm focusing on right now is short form content. Right. So if

6:48 I can show you I come over here to YouTube. This is a short that I did and I generated a lot of graphics here with um basically Opus 5.5. If you check this out,

6:57 >> you can see it's got these graphics. These graphics here were generated by Opus 5.5. And even this one here, for example, is really cool. And you can see >> how how it basically goes ahead and does

7:07 this. So the idea with this, what we can do in a gentic operating system, guys, is effectively drop them in. So if I come down here to let's click on a new reel, I can come down, choose a video,

7:16 and essentially decide what do I want to do. Do I want to clean up the audio? For example, less noise and clearer speech. Again, we can use all this sort of stuff. We can cut the pauses out and we

7:24 can also add sound effects by using fish audio. We can drop in any rule that we want to. And when that's done, it goes ahead and produces it. So, if I check out an example I did before, you can see

7:34 what it does is breaks down the entire recording that you give it. And it did a lot of this editing, which I thought was incredible. It puts you in different places, adds in um kind of like

7:43 subtitles that you can play around with, which is really cool. And effectively, what we can do is set up certain requirements about what asset should it build. So I can come down and say hey

7:51 let Jeb pick which is the best one to do this and you can add in as you can see different requirements that you think are good and Jeb can actually come down and also select for you based on

8:00 everything that you're doing. So it can pick out what it perceives to be the best one and why like energy 1 second read fresh look is it good or you know you may say hey what's really important

8:09 for me is brand consistency and does it have is it got visual hierarchy has it got XYZ and you can kind of pick this out yourself and leverage Jev to do this kind of thing for you and then once

8:19 you've got this stuff here you can just export it milk it together in one clip we've been having a great time with this sort of stuff on YouTube and I'll be honest guys I'm super impressed with the

8:27 kind of thing you can get let me even show you the real I just a second published for example, you can see how we're leveraging it in here. >> Instagram and down.

8:38 >> You can see, you know, some of this stuff is literally created by Opus 5.5 and some of it is different assets from different locations. But I'm genuinely massively impressed with the ability of

8:47 Opus to do this kind of thing. And again, we can use Jev to help us make better decisions with this in many different ways, including getting sound effects that we can directly integrate

8:56 because Fish Audio itself has sound effects over here that you can just grab and use. And if this all sounds like I'm speaking Spanish and you want to get this entire agent operating system to

9:04 oneclick download and learn how to build beautiful interactive systems and all this sort of stuff, I'll put a link down below for my full color code masterass inside my community. I'm literally

9:14 updating it this week with an incredible new design system. You don't want to miss that. If you want to get layers ahead and grab this beautiful OS for yourself, I'll put a link down below so

9:22 you can grab it. Now the other thing to really sort of bear in mind with this is Jev can do lots of other things like what it can for example check invoices about what needs to be paid. So let's

9:32 take a look at this one for example, right? This is now going through all these different invoices in almost essentially like just a few seconds to identify what needs to be paid, what we

9:40 need to check and it did that ourselves which great. We can check all of them. You can see it working through now whether it needs to be pay file check. So you can essentially do this at any

9:48 point you want to. Where does it sit in an actual process? You get an invoice, your system adds to what it knows. Then Jeff checks it and then you can actually use this as a filtering mechanism to

9:57 make incredible choices. You can even come down and look at things like this. new bank details pay today and it can add a riskiness factor cuz it's so cheap guys like it's literally $0 output

10:08 tokens and it's input tokens are unbelievably low like it's essentially you may as well add this as an actual classifying model to all of your systems it's very very cool the other thing we

10:18 can do is search by meanings you know months ago you'll know that I had over here guys if I show this design operating system in the OS if I come through to my library that I can

10:26 actually search by meaning again and I'm using lots of system for this I can come down and search for burger as I often show and burger appears. Now Jev itself guys can't actually read images. It

10:37 can't. So what you need to do in this case and I've built this into my agentic operating system is the ability to essentially have a very cheap model that kind of looks through all the images on

10:46 your entire computer and gives it a description. With that description, effectively what you can then do is have everything there. So it's now got, you know, let's say this burger here, for

10:55 example, doesn't have the burger anywhere in the meta description. No freaking problem. Now we've assigned that with the cheap image model. Jev itself can easily do this filtering and

11:05 finding unbelievably quick. Again, you can ask Jeb and search and do whatever you want to. Jeb is ranking 200 images. It can go through and find anything for you. And it doesn't just stop with image

11:13 search, guys. We can do things like searching by meaning. We can go ahead and get a design taste check on everything you want to. So, say for example, you give it a generic AI page.

11:22 You can say, "Hey, is this page generic? Yes or no?" Uh, you can give it this one here. Is this one or not? Obviously, these are just like general examples, but you get the idea here, right?

11:30 Anything you build, you can run it all through Jev yourself because essentially the way that Jeb is working is only giving you three things. Number one, it's going to tell you are they a it

11:37 will give you like a is it A or B? So, it will pick one, is it a buyer, is it not? It will give you a yes no example like hey, is this text a scam? And it can also give you a score. And we can

11:47 use this effectively for whatever we want to to save loads of time, right? You can ask it things like, is this review fake? Yes or no? Is this lead hot, cold or not? Is this text a scam?

11:57 Is this safe to post? You know, is this a business expense? And which team should take this ticket? And it can go down and just give you that information. So, the next question becomes, what job

12:06 should you be giving to Jev right now? But you can only really know that if you know how to apply Jev across your entire business. And we're going to cover exactly how to do that together inside

12:14 this video right

Frontier News · by Hyperjump Technology