Limitless Podcast

Josh:
Just in the last week, Google unveiled some pretty unbelievable new AI software.

Josh:
One of my favorites being this new thing called Lyria 3.

Josh:
So on screen here, I have a music generator that I actually am going to prompt to make a song for us.

Josh:
So what I've loaded up here is make me a 2010s Kanye style stadium anthem about

Josh:
the Limitless podcast hosted by us.

Josh:
And what I kind of want to do is, is have it do this in real time while we discuss

Josh:
the product while we discuss the software.

Josh:
So Lyrae 3, what you noticed on screen there, which was super cool,

Josh:
is you choose the genre you want, you feed a prompt to the model,

Josh:
and after you fed the prompt to the model, it will go and generate you lyrics, the full production,

Josh:
and a full 30-second song about whatever it is you want.

Ejaaz:
Yeah, I saw a hilarious example of a lady asking her husband to do the dishes,

Ejaaz:
but instead she wrote it as a message and created a song and sent it to Dan,

Ejaaz:
her husband and it played just like hilarious music all jokes aside i think

Ejaaz:
this is more than just a gimmick or a novel you're about to see the quality

Ejaaz:
of this thing through the jingle it's just generated but this could replace

Ejaaz:
a music series entirely at least for for 30 second excerpts for tiktok or whatever that might be are

Josh:
You ready to listen to it we have our output ready.

Ejaaz:
Let's go

Josh:
Whoa, even an outro too. Wow, okay, that's pretty good.

Ejaaz:
Just to be clear, that was generated in about under two minutes.

Josh:
I'd say less than one, fast. And the production is good. Like the lyrics sound good.

Josh:
It's like a proper rap song. And I think that's one of the novel breakthroughs

Josh:
with this technology is that a lot of these tools that Google in particular

Josh:
has been releasing recently are really enabling creators to have this powerhouse

Josh:
suite of tools that let you do things like create music.

Josh:
If we want to have an intro song, we can actually use that or you can kind of

Josh:
workshop it and change a few of the lyrics and change the style.

Josh:
But I think what's really fun is that you can actually choose the types of songs

Josh:
that you want to create and you can embed them into whatever content you're making.

Josh:
So there's a second feature to Lyria 3, which is around generating photos or

Josh:
generating songs through photos.

Josh:
So what I have here is a photo of cold and snowy New York. We just got a blizzard

Josh:
last night, and I'm going to say, generate me a song that reflects the mood

Josh:
in this very snowy picture.

Josh:
And yeah, I mean, we were under a blizzard warning lockdown last night.

Josh:
Things are really bad here in New York, and maybe it will.

Josh:
Yeah, well, that's right. EJ's went to Florida, but maybe what we can do here

Josh:
is kind of synthesize that feeling through music. So we'll see what it does.

Ejaaz:
This is something that Google is really well known for, which is multimodality when it comes to AI.

Ejaaz:
It's not just a great LLM or chatbot.

Ejaaz:
It understands visuals such as videos and images. It understands sounds.

Ejaaz:
Remember, this isn't the only, I guess, sound model that they've created before.

Ejaaz:
They've had live translation with their AI that translates any kind of,

Ejaaz:
I think, 40 plus languages into whatever language that you want.

Ejaaz:
They've had experience in this. And the fact that their models now have this

Ejaaz:
intuition and this judgment, this capability to be able to see a snowy day and

Ejaaz:
say, hmm, maybe I'll generate a vibey song for that is pretty impressive.

Ejaaz:
It looks like we have it already. Wow, that was under 30 seconds.

Josh:
Yeah, you ready to give it a listen?

Ejaaz:
Yeah, play it.

Ejaaz:
Are your spirits lifted?

Josh:
Sonically, it sounds nice. I feel like I'm listening to a like kind of knockoff

Josh:
Demi Lovato, like main character energy type thing. And I like it.

Josh:
And to your point, I think this is something unique to Google in the sense that

Josh:
because they have these world models, they have that understanding of what they're

Josh:
seeing in a way that I think is more intuitive than a standard language,

Josh:
text-based language model would do.

Josh:
And another interesting thing that I learned while kind of

Josh:
playing around with this is they have this tool called synth id and

Josh:
what it is is it's a digital watermarking service that's baked

Josh:
into these files that we're listening to so that

Josh:
if you have an algorithm that can detect it it can actually know with high levels

Josh:
of certainty that ai was used to generate the music which is good for copyright

Josh:
and for kind of trademark issues and the way it works is it injects this unhearable

Josh:
waveform within the music that we just heard that we can't detect as human beings

Josh:
but should you feed it to an AI,

Josh:
it'll be very easy for it to decrypt that and let you know that this was AI generated.

Josh:
So pretty cool stuff. I really enjoyed Lyria 3. And I think a lot of people

Josh:
would have fun playing with this. It's free to use, available in Gemini.

Josh:
And yeah, super fun for people who,

Josh:
wanted to be producers or just want to send their friends a funny birthday song.

Ejaaz:
Well listen my take on this is that it's actually

Ejaaz:
i'm going to go back on what i said earlier it's probably not going to take over music labels

Ejaaz:
anytime soon but for like v1 or v3 you can imagine what this probably looks

Ejaaz:
like in about six months time and if it's taken if it improves at any of the

Ejaaz:
rate that any of the llms have like this is going to be a pretty insane thing

Ejaaz:
to do um on the synth id thing josh the reason why i was wondering why when

Ejaaz:
you were explaining it why it sounds familiar to me

Ejaaz:
they do this with AI images as well where they kind of like mix up a few certain

Ejaaz:
pixels in an image that is generated to tell you that this is AI generated.

Ejaaz:
They do this with text as well where they subtly kind of like change certain

Ejaaz:
word choices to do the same thing.

Ejaaz:
My question to you is or rather to both of us is can you create models now that just don't do that?

Ejaaz:
Like this is a baked in watermark that Google kind of put up,

Ejaaz:
right? But presumably you could create a model that just

Ejaaz:
I guess, illegally copyrights a bunch of this stuff?

Josh:
Well, my assumption is that if you can detect it, then you can reverse what

Josh:
it's detecting by using the same tool.

Josh:
So like if an AI can be aware of the trademark, it can probably reverse engineer

Josh:
those few pixels or that waveform that exists and remove it entirely.

Josh:
So I suspect it probably goes both ways, but it is nice to know and nice to have.

Josh:
And I think it's funny because we are following this trend of,

Josh:
again, reverse CAPTCHAs, where we're building things for AIs to recognize and

Josh:
not humans to recognize and this is another step in that direction.

Ejaaz:
Well why i like it as well is um if

Ejaaz:
you are a music creator that's listening to this or even like an artist

Ejaaz:
that creates images you might be thinking well they might be stealing my work

Ejaaz:
and i get nothing for it with watermarks like this it'll be recognizable to

Ejaaz:
your attributes or brands and maybe you end up getting paid out for this something

Ejaaz:
like in some kind of future system that doesn't really exist right now and it

Ejaaz:
definitely beats any kind of archaic royalty system that existed before so So I don't know,

Ejaaz:
I just like the technology. I think it's more than just a watermark. It's pretty cool.

Josh:
Yes, and that is not the only Google Labs cool new thing because there was another

Josh:
really fun creation that they had that they published to the Google Labs team

Josh:
called Pomelli. Do you want to walk us through what this post says?

Ejaaz:
Yeah, so I mean, I hate to say it, but it's true.

Ejaaz:
From a single image of your product, you can now generate several thousand dollar

Ejaaz:
worth photo shoot, which includes people that feature your product,

Ejaaz:
different types of lightings and textures,

Ejaaz:
backgrounds, all in a matter of seconds.

Ejaaz:
And the reason why that's a crazy thing to say is

Ejaaz:
there's a lot of photographers that spend a lot of their time and expertise

Ejaaz:
creating these photo shoots that now are pretty much out of a job.

Ejaaz:
And I'd also take that a further step and say that there are a lot of fashion

Ejaaz:
models that also may not be able to benefit from this as well.

Ejaaz:
But I have to say the feature is so cool. The fact that you can go from a single

Ejaaz:
person sitting at home that's ordered or generated their own product to a full-on

Ejaaz:
advertised kind of website that features these slick different images. It's just so cool to me.

Josh:
Yeah. And we have some examples of this. I mean, one of them I used for the

Josh:
bankless website that we use and posted about it.

Josh:
And it got like a million views because it's really awesome.

Josh:
What it does is, is you feed it a URL. So if you have a personal brand,

Josh:
if you have a website, if you have any sort of content on you,

Josh:
you feed it the URL and then it populates this business DNA sheet where it shows

Josh:
you your logo, the fonts, the colors, your tagline, all the values.

Josh:
And it It extracts this kind of identity that you can then use to create this

Josh:
marketing material with.

Josh:
And another fun example that we generated with the Bankless stuff was a hat.

Josh:
We had a hat in the merch store and it's just this very basic bland hat.

Josh:
But what I did is I fed it through Pomelli and I asked it to do a product shoot.

Josh:
And what it generated on the other side was really impressive.

Josh:
It shows, yeah, we could see here it has a model wearing the hat that looks

Josh:
like it was shot professionally. The lighting is very cool.

Josh:
The everything looks real. I can't really like if if you were to show me this

Josh:
in a magazine or just scrolling on x I would think that's zooming.

Ejaaz:
In here josh this

Josh:
Like there's really incredibly real indications and

Josh:
this took 30 seconds to generate all by feeding him

Josh:
the hat and then it created this really epic product shot that was

Josh:
just this fun kind of hero image showcasing the hat

Josh:
showcasing the logo in the middle of it and I think to

Josh:
your point I mean this is something that a lot of creators would see as a huge

Josh:
barrier where it it costs a lot of money to get these professional looking shots

Josh:
to hire models to have the lighting and the photo shoots and the reality is

Josh:
is that it's really not that difficult to do if you use this tool so what i figured we could do,

Josh:
is we can try to use Pomelli here live and do a demo for Limitless.

Josh:
So I actually have it loaded up right here.

Josh:
We can run through exactly how it works and create our own business DNA.

Josh:
So when you click let's go, it asks you to use the website. We kind of have

Josh:
a website, limitless.bankless.com if anyone wants to go check it out.

Josh:
And I'll feed it in there. And what you'll see is it takes a few minutes.

Josh:
It'll analyze everything. It clicks through and it starts to understand what

Josh:
colors you use, what images you use, what type of copy you use.

Josh:
And while that's thinking, maybe we could kind of describe a little bit more

Josh:
about how it works and what it's used for.

Ejaaz:
Yeah. So the rough kind of steps would be you can enter your website URL and

Ejaaz:
Pomelli basically just scans your entire business and extracts,

Ejaaz:
as you mentioned earlier, something that would be referred to as, I guess, a business DNA.

Ejaaz:
So it kind of judges your vibe. It gets your vibe. And it's a theme of all these

Ejaaz:
different products. Google's models are very good at kind of gauging sentiment.

Ejaaz:
So it'll understand kind of like the tone of your voice, the color palette,

Ejaaz:
the fonts, the brand identity, stuff like that.

Ejaaz:
And it generates a completely kind of novel marketing campaign that hasn't existed

Ejaaz:
for any other product before or is based on the type of vibe that you generally like.

Ejaaz:
And with all these things, I think that, well,

Ejaaz:
For example, like in previous jobs that I've worked, Josh, I've worked with

Ejaaz:
massive marketing departments and a large chunk of their time and money is spent

Ejaaz:
on creating these types of photo shoots, gauging the sentiment.

Ejaaz:
Now, what I will say, OK, I have to argue the other side here, right?

Ejaaz:
I've seen a bunch of demos of these product shoots. And after a while,

Ejaaz:
you kind of see a kind of similar sense and style.

Ejaaz:
Some of the product shoots and angles are kind of repeated. So if you want to

Ejaaz:
get something unique, you do need to be very descriptive and kind of know and see what you want.

Ejaaz:
And that argues in favor of the product shoot photographers,

Ejaaz:
which already have the ideas and experience, kind of like a movie director.

Ejaaz:
They're not going out of job because of video models.

Ejaaz:
They kind of know the artistic shots and they just need to kind of upgrade their toolkit per se.

Ejaaz:
So I think we're going to see something similar like that rolling out.

Ejaaz:
I don't think it's at its final form just yet.

Josh:
I think you're right in the sense that like it can get you 80% of the way there,

Josh:
but it's not going to give you that professional look so for the

Josh:
people who don't have these budgets this is awesome for the people who

Josh:
do i mean there's clearly a a gap still that

Josh:
exists but you have to assume that gap is going to be filled fairly quickly

Josh:
so it generated our dna and you could see it's already working on generating

Josh:
these automatic um kind of images that we could use perhaps to post on twitter

Josh:
to get people excited i mean it shows master the llm power shift it understands

Josh:
the topics that we're talking about the trends um opus the deep dive context mastery This just.

Ejaaz:
Jogged my memory. This reminds me of the live demo we went through with Nano Banana.

Ejaaz:
And I believe this is using Nano Banana on the back end, right?

Ejaaz:
Google's image generation model.

Josh:
I believe so. So we're using Nano Banana Pro. And we're going to test that by

Josh:
using it for a photo shoot. So what I did is I stole a little hat.

Josh:
And I'm going to drop the hat in here.

Josh:
And we can have it do a photo shoot in real

Josh:
time that allows us to generate our

Josh:
own limitless branded imagery so

Josh:
we'll load that up we'll change the format to

Josh:
be let's say square and then we could choose the photo shoot template so maybe

Josh:
we'll choose flat lay in use and then we'll do two of these product shots here

Josh:
and we'll say it looks good and generate and now while that generates we can

Josh:
talk about yeah maybe the things that are powering this so one is nano banana

Josh:
pro but two is i mean this is using gemini 3.1 pro as well which is the new model,

Josh:
brand new just came out.

Ejaaz:
Last week a lot of a lot of new launches um

Ejaaz:
i was also looking at the costing for a typical product

Ejaaz:
photo shoot josh it's between 500 bucks to

Ejaaz:
5 000 bucks on the high-end scale and a lot of the images

Ejaaz:
that we're seeing here are on that high-end scale it takes

Ejaaz:
a while to kind of like edit in post-production and make

Ejaaz:
things like really crystal clear so that's super impressive um

Ejaaz:
what i'm also impressed by is this is like available to quite a few uh different

Ejaaz:
regions so typically when google launches their ai products it's just for the

Ejaaz:
u.s only but this is available in the u.s canada australia new zealand so think

Ejaaz:
of like the entire swathes of people that now get access to a tool that cost

Ejaaz:
them cents instead of these thousands of dollars it's just so cool yeah

Josh:
It's um it's amazing and i think it's a testament to the direction that they're

Josh:
going towards which is just kind of complete and total value creation for anyone out there.

Josh:
Like they're working on, they have their coding agent, they have their IDE,

Josh:
they have their video generation with VO3, they have audio generation now, they have brands and...

Josh:
Brand DNA and I guess marketing and understanding of that. And there really

Josh:
is no industry that's safe from these tools.

Josh:
And as these tools continue to get better, they're just going to become way

Josh:
more proficient and way more optimal as it relates to kind of not replacing

Josh:
these jobs, but enhancing and augmenting people's abilities that work in these spaces.

Ejaaz:
But let me ask you this question, Josh. Do you feel that way about all these products in unison

Ejaaz:
today because my take is it's great individually but i want an entire suite

Ejaaz:
that can manage all of this for me and they're working towards that right with google ai suite

Josh:
Yeah there's going to be a single comprehensive tool

Josh:
that has all of these things and it's exciting

Josh:
so we have the outputs here which um i didn't load the

Josh:
logo onto and i didn't ask to load the logo onto so perhaps

Josh:
that's why our logo isn't actually on there but i mean

Josh:
to your point you can see the bankless one that showed you earlier looks very

Josh:
similar to this one yep and the model actually looks

Josh:
like kind of similar to the last one and you can see there are

Josh:
some i guess kind of restraints and limitations

Josh:
as it relates to the quality of the outputs but to have something this good

Josh:
this quickly this easily it's really impressive and it's a fun tool to use um

Josh:
and like i mentioned earlier under the hood gemini 3.1 it just came out last

Josh:
week um there's a lot of good and bad news about it so maybe we should talk about that next.

Ejaaz:
Yes okay let's get back to being suited and booted uh gentlemen we have to get

Ejaaz:
into the llms um google dropped a brand new model and on paper

Ejaaz:
it's pretty damn impressive. What I've got in showing on the screen right here

Ejaaz:
is the ARC AGI2 benchmark.

Ejaaz:
Now, just for context here, there was an ARC AGI1, but the models became so

Ejaaz:
good that they needed to create a brand new test to make sure that these models

Ejaaz:
were actually getting more intelligent.

Ejaaz:
So ARC AGI2 is a benchmark that was set.

Ejaaz:
And I just want to focus on a little difference here. And by little, I mean a lot.

Josh:
This is more than a double.

Ejaaz:
That's more than a double. It's a 46 percentage point increase from Gemini 3 Pro.

Ejaaz:
And I want to point out that this is a 0.1 version update.

Ejaaz:
We've gone from 3 to 3.1. This isn't even Gemini 4 yet. And we've seen such

Ejaaz:
a major leap in intelligence and reasoning. And the reason...

Josh:
I just looked this up, actually, just real quick. It came out in November 18th of 2025.

Ejaaz:
So this is

Josh:
Less than four months.

Ejaaz:
The iteration cycles for these model updates are getting astounding, to be honest.

Ejaaz:
We've spoken about Claude Opus 4.6 and ChatGPT 5.3 Codex.

Ejaaz:
These are the new coding models from Anthropic and OpenAI, respectively.

Ejaaz:
Those released within a week, sorry, within an hour of each other.

Ejaaz:
And their previous model version updates were three weeks prior to that.

Ejaaz:
So the fact that these models are improving at a rapid rate doesn't surprise me.

Ejaaz:
The secret source behind that is these models are most likely working on themselves,

Ejaaz:
i.e. they're reviewing their own code and updating themselves,

Ejaaz:
which is a scary topic, which we'll get into another time. But back to Gemini 3.1 Pro.

Ejaaz:
It excels in two major leaps. Number one, what you're seeing on the screen here, AGI 2, reasoning.

Ejaaz:
So it understands what you're saying. It goes deep into the weeds of your prompt

Ejaaz:
and gives you a really well thought out answer.

Ejaaz:
Again, on paper. The other thing that it's really good at is coding.

Ejaaz:
It's insanely good at generating visuals specifically using code and understanding

Ejaaz:
the physics of simulations that you create.

Ejaaz:
But I have to point out that there's been a bunch of bad feedback from people

Ejaaz:
actually testing these things.

Ejaaz:
So what I've just explained to you has been on paper, but in practice,

Ejaaz:
people observe that the reasoning actually kind of defeats its own self.

Ejaaz:
It starts getting into these thinking loops where it starts doubting itself,

Ejaaz:
questioning its own answers, and you end up waiting 10 minutes for what would

Ejaaz:
otherwise be a very simple answer.

Ejaaz:
And then other people's experience is when they use the web app version to access

Ejaaz:
Gemini 3.1, it's actually a much more reduced model that just agrees with them.

Ejaaz:
So it kind of sounds a lot like GPT-4.0, which is known for being very agreeable,

Ejaaz:
which OpenAir actually decommissioned last week. So there's a lot of mixed reviews for this.

Ejaaz:
There are a few cool examples from the big man himself, Jeff Dean.

Ejaaz:
He's showing us an example here of Gemini 3 Pro on the left and Gemini 3.1 Pro on the right.

Ejaaz:
As you can see, the SVG generations are just a stark difference, right?

Ejaaz:
The physics is super cool. The animations, look at the backgrounds on these things. It's so cool.

Ejaaz:
This is a really cool demo of someone using it to do urban planning.

Ejaaz:
I'm going to mute it so I can show you the start over here.

Ejaaz:
Um, it's just super cool how we can map track and figure out spatial awareness.

Ejaaz:
It's a really spatially astute model, which is just super cool for creating

Ejaaz:
kind of games or any kind of simulated demos.

Ejaaz:
But yeah, the, the actual practical feedback from people hasn't been that great.

Josh:
It's funny to see the evolution of these models in between major releases,

Josh:
because I mean, what happens during these incremental releases,

Josh:
they're not doing this huge pre-training loop where they're,

Josh:
they're building an entirely new model.

Josh:
They're taking the existing core model and they're kind of building on top of it.

Josh:
And what you find is that these incremental models become spiky in some different areas.

Josh:
So some are much better at some things, but the trade-off is that it gets worse.

Josh:
I mean, a good example we had is GPT 4.5, I think it was, which was trained

Josh:
to be an excellent writer, but it was actually so bad at everything else and

Josh:
so expensive that they had to depreciate it.

Josh:
And I think what you see throughout these kind of incremental evolutions,

Josh:
3.1 being one of them, is that they're trying to improve them and they will

Josh:
improve them in some areas, but there are some unexpected areas in which the

Josh:
net quality actually declines.

Josh:
So each one has its own personality. It has its own skill set.

Josh:
Net net they're better because they've been refined and they've been distilled

Josh:
down into just a highly refined model but there are going to be those like downsides

Josh:
that we see and i think that's just the natural part of these incremental releases

Josh:
is kind of seeing how these these models evolve over time from that huge core base model my.

Ejaaz:
Major lesson from this uh i think which is one that we've learned a while ago

Ejaaz:
is just don't trust the benchmarks just trust your own experience and obviously

Ejaaz:
different people use these models for different things um do i think this is the end of Google?

Ejaaz:
No, but they did go on a gargantuan winning streak.

Ejaaz:
And this may have subdued them just slightly.

Ejaaz:
The good news is I hear that Gemini 4 is cooking up an absolute beast.

Ejaaz:
And what I like is that they're integrating. Yeah, I'm integrating.

Ejaaz:
What I like is that Google's integrating a lot of these models into a singular

Ejaaz:
interface. I mentioned this earlier.

Ejaaz:
The one thing that annoys me is I need to go one place for Nano Banana.

Ejaaz:
I need to go another place for VO3, their video generation model.

Ejaaz:
And then I need to go another place to access Gemini 3.1.

Ejaaz:
Sometimes you can access it through the API, sometimes it's through the web

Ejaaz:
app, sometimes randomly it's for free through Google search.

Ejaaz:
And so I'm like, I just want one place to go to. I'll give you my money.

Ejaaz:
Just let me combine all these things into one experience.

Ejaaz:
And that's all I want for like a single price, a single Netflix subscription.

Ejaaz:
And they're moving towards that phase, which I think is great.

Ejaaz:
And so my guess is maybe they kind of dropped the ball here because they're

Ejaaz:
focusing on all that other stuff.

Ejaaz:
The other part I want to mention is Google's distribution is just insane.

Ejaaz:
Just through the other two features, Liria and Pomelli, they've been able to

Ejaaz:
distribute these to tens of millions of people on day one.

Ejaaz:
And that feedback loop cannot be understated.

Ejaaz:
So whereas Google, you know, may have this initial reaction,

Ejaaz:
they have been the quickest to bounce back.

Ejaaz:
Don't forget where Google was two years ago when they had the worst AI model.

Ejaaz:
And now they're like fighting for the throne pretty much. So I wouldn't count them out. It's cool.

Josh:
Yeah, it feels like the Adobe Creative Cloud Suite on steroids for Google and

Josh:
for creators. And I think that's something...

Josh:
I can get really excited about. And what you saw with these demos today is it's

Josh:
real technology that's here today and it's improving very, very quickly.

Josh:
So I'm excited for 3.2, 3.3, and then 4.0 whenever that comes,

Josh:
which I'm sure is going to shock the world.

Josh:
But that wraps everything up for our fun little demo day.

Josh:
I would encourage you to go and try these things. I mean, a lot of them are

Josh:
just available for free, which is pretty cool.

Josh:
You can just go and test them out, create a song, send it to your friend,

Josh:
roast them, whatever it may be.

Josh:
It's a fun way to kind of help creators, help marketers.

Josh:
These tools are awesome and they're coming so quickly so if

Josh:
you enjoyed please don't forget share it with a friend subscribe

Josh:
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Josh:
our biggest week ever we never had more views than last week so the mission

Josh:
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Josh:
liking it and commenting rating five stars on your favorite podcast platform

Josh:
each has any final notes before we sign off here i.

Ejaaz:
Have one small piece of feedback sorry feedback i have a small piece of homework

Ejaaz:
for those of you who are up to it um i'm desperate to hear your music creations

Ejaaz:
um or even your product photo shoots so try and find josh and i uh on twitter

Ejaaz:
we'll link to our handles or uh profile pages below

Ejaaz:
and dm us i want to hear some of your creations because i'm genuinely uh interested

Ejaaz:
in how creative people can get um and maybe it's a breakup text or maybe it's

Ejaaz:
telling your girlfriend to uh i don't know make something for you by the time

Ejaaz:
you get home i don't know i'm gonna i'm gonna try it out later and see what

Ejaaz:
it's like. But yeah, let us know your questions. I want to see what you guys are up to.

Josh:
Awesome. Well, thanks so much for watching. And yeah, we'll see you guys in the next one.