Latest / Connecting the Dots / Spatial AI Meets Wall Street Access
Transcript
- 0:00Today's tech news moves fast, but understanding
- 0:03it shouldn't be hard. That's why Snarfle Solutions
- 0:06Group brings you Connecting the Dots, where we
- 0:09break down what's happening in tech and why it
- 0:11matters to you. Now, let's dive in with your
- 0:14hosts. Good morning, everyone. You are listening
- 0:17to Connecting the Dots. I'm Alex. And I'm Morgan.
- 0:20We are coming to you live from the Snarfle Solutions
- 0:23Group studios right here in... very windy Sacramento,
- 0:28California. You are not kidding about the wind.
- 0:31It is Wednesday, February 18th, 2026. And if
- 0:35you're local, you know exactly what we're talking
- 0:37about. Oh, yeah. The windows have been rattling
- 0:39since about 4 0 a .m. Yeah, we have a pretty
- 0:42serious wind advisory in effect until what? Ten
- 0:45point zero zero p .m. on Thursday. So if you
- 0:48haven't tied down the patio furniture or that
- 0:50one recycling bin that always tips over that
- 0:52one bin, consider this your official warning
- 0:54and looking at the national map. is not much
- 0:56calmer elsewhere. We are seeing critical fire
- 0:59weather developing in the high plains and parts
- 1:01of the Midwest. Right. It's that dangerous combination
- 1:04of high winds and really low humidity. At the
- 1:06same time, the West is just getting hammered
- 1:09by two different Pacific storms bringing heavy
- 1:11snow. And then you've got a wintry mix stretching
- 1:13all the way from the northern plains to New England.
- 1:16So it is a very active map today. Stay safe out
- 1:19there. Yeah. And while the weather is volatile,
- 1:22The market seemed to be taking a little nap this
- 1:26morning. A well -deserved nap, maybe. The Dow
- 1:29is up just a hair, about 37 points, closing at
- 1:3249 ,609. And the S &P 500 is basically flat,
- 1:37sitting at 6 ,857. Yeah, not a lot of movement.
- 1:40And for the crypto crowd, Bitcoin is down a little
- 1:43bit, just under 1%, so it's trading around $67
- 1:45,059. So, quite on the financial front, but...
- 1:49Loud on the atmospheric front I will take that
- 1:52trade off any day me too absolutely now before
- 1:55we get into the morning star we have to talk
- 1:57about what is feeling the show you see us with
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- 2:52really is. Alright, let's open to the morning
- 2:53star. That's the Snarfletec article report for
- 2:56anyone new. We have three stories today that
- 2:59really paint a picture of how barriers are breaking
- 3:01down. Yeah, both in the digital world and in
- 3:04the financial world. And we're starting with
- 3:07a massive check being written in the world of
- 3:09artificial intelligence. Let's jump right in.
- 3:11The headline here is really the dollar amount.
- 3:13Autodesk. giant behind, I mean basically every
- 3:17building and engine designed in the last 30 years.
- 3:19Yeah for sure. They've invested 200 million dollars.
- 3:22into a company called World Labs. And just to
- 3:24set the context, World Labs is the spatial AI
- 3:28startup founded by Fei -Fei Li. She's often called
- 3:31the godmother of AI. Right. They came out of
- 3:33stealth mode in 2024 with a, what, a one billion
- 3:37dollar valuation. And now reports are saying
- 3:39they're in talks for a five billion dollar valuation.
- 3:42OK, so obviously the market thinks they're valuable.
- 3:44But I want to push back on this a little bit.
- 3:46We hear about big AI investments every single
- 3:49day. Autodesk is a serious engineering company.
- 3:53They deal in physics, load -bearing walls, precise
- 3:55measurements. Why are they throwing money at
- 3:58a generative AI company? Isn't generative AI
- 4:01just about making cool pictures? That is the
- 4:04exact problem they're trying to solve. You fit
- 4:06the nail in the head. Right now, there's a massive
- 4:08disconnect between generative AI and engineering.
- 4:13How do you mean? Well, think about something
- 4:15like mid -journey or, you know, the early image
- 4:18generators. You could type in, show me a futuristic
- 4:21car, and it would give you this beautiful image.
- 4:24It looks like a car. But if you zoomed in, the
- 4:26wheels might be ovals. There's no engine inside.
- 4:28If you sent that image to a factory, they would
- 4:30just laugh at you. Because it's just pixels.
- 4:33It's a hallucination of a car. Yeah, exactly.
- 4:35It has no structural integrity. You can't build
- 4:37from it. Autodesk deals in CAD computer aided
- 4:40design. That's all math. It's geometry. Pure
- 4:43logic. And Darren Green, the chief scientist
- 4:45at Autodesk, is talking about merging these two
- 4:48worlds into something he calls neural CAD. Neural
- 4:51CAD. Okay, that sounds like a buzzword, but break
- 4:53it down. What does that actually mean for, say,
- 4:56an architect? It means bridging the gap between
- 4:58the dreaming phase and the building phase. So
- 5:02imagine you're an architect. Right now you might
- 5:04sketch an idea or use an AI to generate a vibe
- 5:08for a building, but then you have to go into
- 5:10AutoCAD and manually draw Every single beam,
- 5:14every window, every vent from scratch. It's two
- 5:17completely different workflows. Totally. With
- 5:19NeuralCAD, the idea is you use WorldLab's model
- 5:22to generate the 3D environment, the office layout,
- 5:25the aesthetic. But because of this integration,
- 5:27that model isn't just like dummy pixels. It's
- 5:30actual 3D geometry. It's geometry that Autodesk
- 5:33software can actually understand. So I could
- 5:35generate a world and then click on a wall, and
- 5:38Autodesk would know it's a hall with specific
- 5:40dimensions. That is the vision. You know, Fei
- 5:43-Fei Li said something really profound about
- 5:45this. She said, if AI is to be truly useful,
- 5:49it must understand worlds, not just words. Worlds,
- 5:52not just words. I like that. It's about reconciling
- 5:54semantics, the meaning of things with geometry
- 5:57and, you know, physics. That distinction is really
- 6:00sticking with me because up until now, AI has
- 6:03been a wordsmith. It's great at writing essays
- 6:06and it's great at making images based on words.
- 6:09But it doesn't know gravity. It doesn't know
- 6:11gravity or collision or depth. And that's where
- 6:13the other side of this deal comes in. It's not
- 6:16just about designing buildings, it's about simulation.
- 6:19Okay, give me an example of that. Alright, say
- 6:21you design a new drone in Autodesk Inventor.
- 6:23You have the perfect mechanical engineering for
- 6:26the drone. Now you want to test how it flies
- 6:28in a dense forest. Right. Which usually means
- 6:31you'd have to manually build a 3D forest, which
- 6:34takes forever. Correct. But with world labs,
- 6:36you could just instantly generate a photorealistic,
- 6:40physics -compliant forest. And because it understands
- 6:43geometry, the drone can actually crash into a
- 6:45tree branch. So it bridges that gap between the,
- 6:48like, generative imagination and engineering
- 6:51precision. You got it. We are moving from AI
- 6:55as a kind of parlor trick to AI as a true industrial
- 6:59tool, it's a huge shift. It really is. And to
- 7:01understand how they're doing this, we have to
- 7:03look at our second story. Because Autodesk isn't
- 7:06just buying a brand, they're buying into a specific
- 7:08product. A product called Marble. Let's get into
- 7:11the weeds on Marble. This is World Labs flagship
- 7:14product. They're calling it the first commercial
- 7:16world model. Right. And we need to be clear,
- 7:18this is different from the video generators people
- 7:20have seen, like Sora or Runway. Yeah, because
- 7:23those make videos that look 3D. If I watch a
- 7:26drone shot generated by Sora, it looks like a
- 7:29world. How is Marble different? The key word
- 7:32is persistence. When a video generator makes
- 7:34a clip, it's just predicting the next frame based
- 7:37on the last one. It's dreaming forward. But it
- 7:40has no memory of what's behind the camera. If
- 7:42you turn the camera around in a generated video,
- 7:45the room might be totally different. It gets
- 7:47all Morphe. Like a dream where the geography
- 7:49keeps shifting. Exactly. Marble builds a consistent
- 7:533D environment. It's not a video, it's a place.
- 7:56You can walk around it, leave, come back, and
- 7:59the chair is still in the same spot. And you
- 8:01can export it. You mentioned in the pre -show
- 8:03notes that you can export these worlds as Gaussian
- 8:06splats. I have to stop you there. I knew you
- 8:09would. That sounds like a messy accident, not
- 8:11a file format. What is a Gaussian splat? It does
- 8:13sound weird, doesn't it? But it's actually a
- 8:16revolutionary way of rendering 3D graphics. So
- 8:19traditional 3D uses Triangles polygons to build
- 8:23shapes a wireframe mesh mesh Gaussian splatting
- 8:26is different. It uses millions of tiny semi -transparent
- 8:29blobs or splats that contain information about
- 8:33color Opacity and light. Okay. So instead of
- 8:36building a house out of rigid triangles, you're
- 8:38building it out of a cloud of data points That's
- 8:41a great way to think about it. It's like a 3d
- 8:42pointillist painting And the advantage is that
- 8:45it's incredibly fast to render, and it handles
- 8:47things that are hard for polygons, like hair,
- 8:50smoke, or complex reflections, really, really
- 8:53well. It just looks photorealistic. It does.
- 8:55So Marvel uses this tech to let you build worlds.
- 8:59And they have some specific tools that sound
- 9:01pretty wild. One is called Chisel. Chisel, okay.
- 9:03Chisel is the answer to the control problem.
- 9:07Usually with AI, you type a prompt and you just
- 9:10hope the slot machine gives you what you want.
- 9:12Right, you cross your fingers. With Chisel, you
- 9:14can block out the scene yourself. You put a gray
- 9:16box here, a cylinder there, a sphere over there,
- 9:20then you tell the AI, make the box a velvet couch,
- 9:23the cylinder a marble column and the sphere a
- 9:26disco ball. So you're the stage director setting
- 9:29the blocking and the AI is the set designer.
- 9:32Precisely. It gives the human creative control
- 9:35over the layout while the AI handles the texture
- 9:37and the lighting. Justin Johnson, the co -founder,
- 9:40he showed off some really specific example. Like
- 9:42what? He showed a room made of cheese with grape
- 9:45chairs. Of course he did. Why is it always cheese
- 9:48with these tech demos? I don't know, but it actually
- 9:51proves a point. The AI has to understand the
- 9:53materiality of cheese, that it's soft, maybe
- 9:55has holes. and apply that to the geometry of
- 9:58a room. It also showed a futuristic meeting room
- 10:01in space with, like, super realistic lighting
- 10:04reflections. And there's one more feature, expansibility.
- 10:07This is the Truman Show feature. You can walk
- 10:11to the edge of the world you created and just
- 10:12tell the model to expand. And it looks at the
- 10:15context, OK, we're in a cheese room. And it keeps
- 10:18building the world outward in that style. Infinite
- 10:20cheese. Infinite cheese. But OK, let's zoom out.
- 10:23Why does this matter beyond, say, Video games.
- 10:27I get that game developers love this, it'll save
- 10:29them thousands of hours. But why is this a connecting
- 10:33the dots moment? Because of robotics. This goes
- 10:35right back to Fei -Fei Lai's manifesto on spatial
- 10:38intelligence. She calls LLMs the chatbots we
- 10:42all use. Wordsmiths in the dark. Wordsmiths in
- 10:45the dark. Yeah. Wow, that is evocative. It means
- 10:47they can write a poem about an apple, but they
- 10:49don't know that if you drop an apple, it bruises.
- 10:51They lack common sense physics. Right. If we
- 10:54want robots to be useful, to fold laundry, to
- 10:57cook dinner, to stack boxes, they need to understand
- 11:01spatial relationships. So marble isn't just the
- 11:04background generator. It's a training ground.
- 11:07Exactly. It's a simulator. Before you let a robot
- 11:10try to pour hot coffee in your actual kitchen,
- 11:13you let it practice a million times in a marble
- 11:15-generated simulation that obeys the laws of
- 11:18physics. So we start with rooms made of cheese,
- 11:21but we end up with robots that can actually do
- 11:24the dishes without breaking them. That is the
- 11:27trajectory. It starts with gaming and VFX because
- 11:30those industries have the money and the immediate
- 11:32need, but the end game is scientific simulation
- 11:35and real -world robotics. I love that. We're
- 11:39watching the digital world learn physics. Now,
- 11:41let's pivot. We've talked about building 3D worlds.
- 11:44Let's talk about building financial portfolios.
- 11:46A very different kind of world building. This
- 11:49third story is something that might actually
- 11:50impact your wallet directly. This is a really
- 11:53interesting move by Robinhood. We're talking
- 11:55about the IPO of Robinhood Ventures Fund I, ticker
- 11:58symbol RVI. So Robinhood, the app that got everyone
- 12:01into trading stocks on their phones, is now trying
- 12:04to get everyone into, what, private equity? Essentially,
- 12:08yes. They are launching a closed -end fund designed
- 12:11to give retail investors everyday people access
- 12:14to private companies. Let's pause and explain
- 12:16the why here. For the average listener, why does
- 12:19it matter if a company is public or private?
- 12:22It matters because of where the growth happens.
- 12:25Think about a company like Facebook or Google.
- 12:28By the time they went public, they were already
- 12:30massive. Right. The early investors, the venture
- 12:33capitalists, they're the ones who made the 100x
- 12:35or 1000x returns. Usually, regular people can't
- 12:39invest in a company until it hits the stock market.
- 12:41Because of the accredited investor rules, right?
- 12:43Correct. Generally, to invest in a private startup,
- 12:47the government requires you to be an accredited
- 12:50investor. That means you need a net worth of
- 12:52over a million dollars or a very high annual
- 12:55income. The idea being that private investments
- 12:58are risky, so they should protect regular people
- 13:00from them. Right. But the counter argument is
- 13:03that you are protecting regular people from the
- 13:05biggest gains in the economy. Yeah, that's Robinhood's
- 13:08whole argument. Exactly. They point out there
- 13:10are now 6 .5 times more private companies than
- 13:13public ones in the U .S. The value of these private
- 13:16firms tops $10 trillion. If you're only in the
- 13:19stock market, you're missing a massive chunk
- 13:21of the innovation economy. So enter RVI. What
- 13:24are the details? How does this actually work
- 13:26for me? So it's an IPO launching February 26th
- 13:29on the NYSE. They're offering 40 million shares
- 13:32at about $25 a share. 25 bucks. That is accessible.
- 13:36It is. And the portfolio is pretty impressive.
- 13:39The fund holds shares in companies like Aerowallex,
- 13:42Boom, the supersonic jet company, Databricks,
- 13:44Aura. The ring I'm wearing right now. Exactly.
- 13:47Ramp, Revolut. And breaking news, they have an
- 13:50agreement to buy shares of Stripe, which is expect
- 13:52it to close after the IPO. Whoa, Stripe is huge.
- 13:56Investors have been waiting for them to go public
- 13:58for years. And this is a way to get exposure
- 14:00to Stripe before they actually do. OK, look,
- 14:02I have to play the skeptic here. This sounds
- 14:04great access for everyone, but finance is rarely
- 14:07that simple. What's the catch? There's always
- 14:09a catch. This isn't just buying a share of Apple,
- 14:11is it? No, and this is where listeners really
- 14:14need to pay attention. The structure matters.
- 14:16This is a closed end fund. Unpack that. How is
- 14:20that different from an ETF? In a normal ETF,
- 14:23if you sell your shares, the fund can basically
- 14:26sell the underlying assets to give you your money.
- 14:30But Robinhood can't just sell a share of Stripe
- 14:32tomorrow. It's a private company. It's illiquid.
- 14:35It's illiquid. So if I want to sell my RVI stock,
- 14:37who am I selling it to? Another investor on the
- 14:39stock market. Exactly. And that creates a unique
- 14:42risk. The price of RVI can drift away from the
- 14:45actual value of the companies inside it. Drift
- 14:48how? Well, it can trade at a premium. or a discount.
- 14:52So let's say the Stripe and Databricks shares
- 14:54inside are worth $25. If everyone goes crazy
- 14:57for RVI, the stock might trade at $30. They're
- 15:00paying a premium. But if the market gets scared,
- 15:02it might trade at $20 a discount to its actual
- 15:04value. So you could technically lose money on
- 15:06the stock even if the companies inside are doing
- 15:08well. Theoretically, yes. That disconnect is
- 15:11the risk of a closed end fund. Also, we have
- 15:13to talk about fees. There's always a fee. There
- 15:16is a 2 % annual management fee. Now, they are
- 15:19discounting it to 1 % for the first six months,
- 15:22but 2 % is standard for private equity. But it's
- 15:25expensive compared to an index fund that charges
- 15:28like 0 .03%. Very expensive. And dividends. Don't
- 15:32hold your breath. These are high growth tech
- 15:34companies. They reinvest everything. Everything.
- 15:36You are betting entirely on the share price going
- 15:38up over the long, long term. So this is not a
- 15:41savings account. No, this is a high risk, high
- 15:43reward bet on the future of tech. It is. It's
- 15:46the democratization of venture capital. It fixed
- 15:49Robinhood's brand perfectly, but it definitely
- 15:51shifts the risk curve for the average investor.
- 15:54You have to know what you're buying. You do.
- 15:56It really connects nicely to our earlier stories,
- 15:58though. With Autodesk and World Labs, we have
- 16:01the tools of creation neural CAD, marble moving
- 16:03from research labs to commercial products. And
- 16:06with Robinhood, we have the tools of wealth creation,
- 16:08private equity, moving from the elite to the
- 16:11everyday trader. It's all about access, access
- 16:13to world building tools and access to wealth
- 16:15building markets. The walls are coming down.
- 16:18But as the walls come down, the responsibility
- 16:20goes up. You have to understand the tool before
- 16:22you build the world. And you have to understand
- 16:24the fund before you buy the stock. Wall said.
- 16:27Yeah. All right. Speaking of access to great
- 16:29stuff. Yeah. Here comes the transition. I knew
- 16:32it was coming. Before we wrap up, I want to shout
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- 17:05right. Let's do a quick recap of what we covered
- 17:07today for everyone commuting right now. Story
- 17:10one. Autodesk drops $200 million into world labs.
- 17:14They're building NeuralCAD, merging generative
- 17:17AI with serious engineering tools to bridge that
- 17:19gap between imagination and manufacturing. Story
- 17:22two. The engine behind that is Marble, a new
- 17:27AI product that builds persistent, editable 3D
- 17:30worlds using Gaussian splats. It's moving us
- 17:34toward true spatial intelligence, where computers
- 17:37understand physics, not just pixels. And story
- 17:40three, Robinhood is launching the RVI fund. It's
- 17:45a $25 ticket for retail investors to own a piece
- 17:47of private giants like Stripe and Databricks,
- 17:51though it comes with unique risks like premiums
- 17:53and discounts. It is a fascinating time to be
- 17:55watching these dots connect. The line between
- 17:58the digital and physical is blurring, and the
- 18:00barriers to high finance are crumbling. The tools
- 18:03of the elite are moving into the hands of the
- 18:05many. It makes you wonder what the landscape
- 18:07will look like even a year from now. It really
- 18:08does. Well, that is all we have time for today.
- 18:10Thank you so much for starting your morning with
- 18:12us. It's been a pleasure. We're here to help
- 18:14at Snarfles, so reach out on our website if you
- 18:16have any more questions. Have a great day, everyone.
- 18:21That's a wrap on today's top stories. Remember,
- 18:25tech doesn't have to be complicated, and we're
- 18:27here to help connect the dots. If you've got
- 18:29questions or want to learn more, visit us at
- 18:32snarful .com. Thanks for listening and we'll
- 18:35catch you next time.