The Neuron: AI Explained
Gemini 3 Flash (Smartest, Cheapest AI) with Google DeepMind's Logan Kilpatrick
27 Feb 2026
Chapter 1: What is Gemini 3 Flash and how does it differ from previous models?
I sent it to him, so... Okay, cool. I don't see why he won't be on. How many people do we have waiting? Let's see. 34? 34. Yeah, let me send it.
all right well hello everyone looks like we're getting up and rolling just kind of checking some quick logistics making sure everything's set up good to go uh welcome to the neuron live we're so great to have you here um these are always a ton of fun and uh we had one yesterday do what i don't think we're live are we oh it didn't click the youtube button yeah Hey, what's up everybody?
Cory here from The Neuron with Grant this morning. Good to see you all. We thought we were live about a minute ago and just sat here talking away like we knew what we were doing, but hey, you live, you learn. Today was kind of a surprise thing. We were able to put together at the last minute and thanks to everyone who joined us yesterday for the great live with Vercel.
That was an absolute ton of fun and learned a lot and hope you all enjoyed it as well. And today we're going to shift gears a little bit. And here in just a few minutes, we'll be joined by our good friend, Logan Kilpatrick from Google DeepMind, who's done a live with us before, done an interview before. And, you know, every time he comes, people seem to really enjoy it.
So we're excited to get him back today to talk about, excuse me, to talk live. Sometimes you burp. I didn't even hear it. You could have gone away with it. I could have just pretended it didn't happen. But today we're going to talk about Gemini 3 Flash. What do you think, Grant? Do you have any thoughts?
Yeah, it's really awesome so far from my testing. I actually have a project I'm working on right now spinning up. Cool, cool, cool. So I'm excited for that.
I've been tinkering with it a little bit, too, in between. It's really funny this week. We were just joking about what an interesting time in business it is that right now we're essentially watching Google and OpenAI drop competing products in back-to-back days all week. There's something new and cool from everywhere every day right now.
I hope it lets up a little bit next week with the holiday.
Yeah.
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Chapter 2: What are the new use cases enabled by Gemini 3 Flash?
Good to see you.
Hello. Happy Friday. Apologies for being a few minutes late. I was just jamming with the team about a bunch of cool new stuff coming in February. So the targets are already set for next year, which is exciting.
There's always something new coming, isn't there?
True.
I'm relieved because for a second I thought you were going to say next week. Not next week, next week. Folks are rightfully taking time off. So it'll be nice for people to relax and have a moment of calm before the storm reemerges.
We joked it would be nice if all the companies would just sign a 14-day truce for the next two weeks and everybody breathe.
i think you'll roughly get that that's my that's my guess i'm sure someone will try to make noise while other people are not um but i think mostly people are everyone's off which is the nice part about the end of december one of the one of the few nice parts it is it's like it's like the guaranteed mellow at the end of the year usually and uh good chance to reset and start it all over yeah for sure well logan you guys had uh some more big news this week eh with gemini 3 flash it's fantastic
Thank you. Yeah, yeah, the model's incredible. I feel like it's a, I think it's a testament to the work that's been happening on research. It's a testament to like what happens when you have great frontier capable models with Pro as well, sort of like being the model that then distills down into Flash. I think a lot of the,
I've seen a bunch of comments online of folks being like, this model sort of defies the paradigm of what a Flash model actually has historically meant, which I think is actually a good, reasonable comment, just because Flash used to mean small and fast, and now it's like actually the Flash model is... in some cases, like more capable than the pro model, which is really, really cool.
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Chapter 3: How does the cost of AI impact hiring decisions?
It's actually where we saw a lot of initial Flash traction for previous iterations of Flash was like, how do I understand all this multimodal data that my company has or that I personally have and then actually have a system that I can take action or make use of that data where applicable? So I think this is a continuation of that story.
And I think coding, both of you mentioned this already, but I think coding is...
one of these use cases where it really is you can sort of feel how good this model is it's better on sweet bench than uh which the caveat of that story is like sweet bench measures a very very specific type of coding if you've ever like looked under the hood of what sweet bench is doing it's maybe doesn't translate towards like what my personal coding workflows are what other people's might be um
But you see this for vibe coding, which I'm really excited about. I tweeted the other day, I think 3Flash is the default model for vibe coding because historically the cost was actually a real limiter. If you look at a lot of products, it was like, hey, you can use it once and then you have to pay because it's expensive to have great frontier coding models.
And I feel like Flash is challenging that idea, which is exciting because it means more people are going to be able to build stuff.
Yeah.
Yeah, and stuff that's good. Stuff that works.
Stuff that they're excited about, which I think is a special moment. You might have touched on this just a little bit, but as far as the knowledge worker side of using Flash, you mentioned multimodal, but is there any other use cases that come to mind or things that you've seen in the first 24 hours since it's launched that's, wow, that's actually a great use case of this?
Yeah, that's a good question. Actually, so one of the interesting trends that I think we're going to see, and I saw a bunch of early examples of people talking about this online. One of them was like, I saw somebody make the comment that they have historically always opted for the frontier intelligence model as their sort of daily driver model.
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Chapter 4: What are the implications of AI on job markets and wages?
If I want more, I'll ask for more. I can click the button, go down, hit pro, and I'm good. I think that's a good strategy.
Yeah, so do we want to pull up and check it out? Would you be able to do that?
Let me let me pull up a studio window. We can build something really quick and we can sort of see and I'll maybe we can actually do a side by side of.
crow and flash i actually did this earlier i might i was deciding whether or not i should show you my version i would love to see i would love to see okay well we'll do that at the end um i have an idea for a project but if you want to why don't we ask i'll ask the chat real quick to see if anyone has a better idea you're good for me to bring that on up logan you need me to wait a minute no no i think i'm good well i'll leave it on this page
I always like to make sure I'm not like blasting company secrets up on a screen or something before I click the button.
No secrets. We're all good.
OK, so I'm going to go ahead and share this prompt that I sent yesterday, which is basically just a question I was asking on Twitter, basically. And I was like, why doesn't this exist? And then I sent this to Gemini. And maybe we can translate it, but I'll go ahead and send it in the private chat here to you if you want to throw this in the window.
But basically, what I wanted to create is, where is the video model or video generator that works like a script editor? So for example, you essentially have... like a final draft UI where you type into it and each sentence is basically a shot. And every time you write a sentence and you hit period, it will then basically spin off an image that is the frame of that.
And then you can be creating a bunch of frames and shot listing, storyboarding your script at essentially the same time you're writing it.
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Chapter 5: How can developers effectively use Gemini 3 Flash in their workflows?
I think it was like $250,000 minimum for a new product that you're going to make, something like that.
100%. It's crazy. And I think at the same time that more and more people, at the same time that the floor is going up, I actually also still think that the value of... being someone who deeply understands software is important because like your expertise is in, there's like a, the market is actually much larger. Like the total volume of software being created is like X is on an exponential.
Um, the number of people who like deeply understand what's happening in software is not on that same exponential. Yes, you have access to AI tools, but I think the total addressable market for really talented, deeply engaged engineers who understand how to use AI tools and how to build software, I think is going to be an incredibly good market.
So I'm excited for people who build software every day and are using these tools and want to spend their time doing that, because I think the biocoding era is going to increase the opportunity space as yeah, as there's more cool things to build.
Absolutely. And then do you find that, you know, with Flash 3 being so cheap that you're having new conversations inside Google about things that you could build or put in production that maybe weren't feasible to do before? Or is it too early for that?
No, no, 100%. I think this is the... I think we'll, and again, just to belabor the vibe coding point, I think it's a great example because like, again, like actually like it takes a lot of tokens to build software.
It's like on the order of like, I think our average generation is like 50 to 75,000 tokens or something like that, which is like, that's a reasonable amount of tokens could be on the order of like a few dollars per generation.
Every time you hit enter.
Every time you do it. Again, we're in AI Studio providing this vibe coding experience to people for free, which is really cool. But at a certain point, you can't always provide something for free or maybe we'll be able to with Flash.
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Chapter 6: What live demos showcase the capabilities of Gemini 3 Flash?
Yeah, yeah, it is. It's doing it sequentially, which is interesting. Is it doing it with VO 3.1?
Yeah, I think it is. Yeah, if we look at the code really quick just to see. Because we could even tell it to do maybe the via flash.
It is.
It's already using fast.
Fast generate. So nice. Oh yeah, there it is. And then I forgot, you know what happens? And this is a horrible bug that I'll get fixed. But when you click code and you go back to the preview, it automatically. Which is terrible. So we will. I'll get it fixed, but.
But this is basically what I was going for, is every time you write a sentence, you can then see what that sentence looks like. And that's not possible without everything that you've built here. Yeah.
So to very easily put it together, to have it easily, without me having to set up all the API keys to VO and Imogen and all this stuff, or Nanobanana now, it just does it for you, which is the coolest thing about AI Studio, I think.
It is.
Yeah, and this was the version with Pro. So actually a really similar UI experience. There's a text editor over here that I can change. And there's some UI visualization. I think the Pro one looks maybe slightly better. There's a way that you can put in images and actually bring them into the videos themselves, which is pretty cool. So generally the same vibe from these two generations.
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Chapter 7: How does the conversation around AI reflect on future job roles?
Find a comfortable position.
Okay, to be honest, whispering like that gives like nails on a chalkboard to me. But you can give it the feedback.
You can say like, please don't make it whispering. Make it a calm, peaceful voice.
You know what, though? It was gorgeous. It was a very, very chill vibe right up until she started talking.
yeah we can't change the prompt it said speak in a calm whisper uh which actually is a great example of like how good the tts model is our texas right the fact that it was able to like whisper like that um i just personally don't want the the whisper so yeah is that a relatively recent tts model or or this is the new one so we actually just upgraded this model i think like a week or two ago or something like that so it is um it's not yet on the three model
the three model family but it's like I'm pretty sure it's actually state-of-the-art the TTS model is right now which is really cool so you can you can try it in a studio you can build experiences with it in it um it has a lot of the upgrade was around like control and steerability um and the audio fidelity which is uh which is super cool to see awesome your uh your speech to speech seems to have taken a decent leap as well in recent months
More to come on speech-to-speech too. We just rolled out last week or the week before the real-time translation capability as well, which is based on the same speech-to-speech stuff. So we'll have that for developers early next year, which is really exciting. So you'll be able to build like real-time speech-to-speech apps that like translate between different languages.
So I think that would be super cool to see people come up with new ideas there.
I think that's an area a lot of people sleep on, is that that's such a natural way to interact while you're working, like you're sitting there with someone helping you. And I think speech-to-speech has a lot of room for implementation, especially with people who really haven't spent time with AI.
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Chapter 8: What final thoughts does the guest share about the future of AI?
There you go.
I'll use it every day to sort of call myself with all the chaos of launches and shipping things. So thank you.
Jared, I could use it.
Well, you two can be my first users and we'll make it happen. So this is a tough one.
Two second question. We just got in. Do you know, is Flash 3 Pro or Gemini 3 Flash? God, I'm sorry. I keep stumbling today. Will it be available to schools as part of their free product experience that they already have in the works?
That's a good question. I would have to double check. My guess is 3 Flash will be the model that powers all of Google products. I don't know what the explicit timeline is or the packaging from a school perspective. It is available in Workspace, which is part of the product suite that's available to EDU customers. But I think it probably will become more available early next year as well.
I think the timeline from launching this to doing the rollouts across Google is very difficult end of year because there's lots of code freezes to make sure we don't break people's businesses and stuff.
And there's a lot of Google.
Yeah, there's a lot of Google. So if it's not yet available in whatever the product is, my guess is it'll be available hopefully early in January.
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