Tech Brew Ride Home - Text-To-World AI Models
Episode Date: November 12, 2025Forget text-to-video AI, we’re rapidly moving into the text-to-world-generating AI models. What if you showed up to your Airbnb and the fridge was already fully stocked? It seems like there is NO un...canney valley when it comes to AI generated music. And does the Big Short guy have a point when he concern trolls about the AI CAPEX buildout? Fei-Fei Li’s World Labs speeds up the world model race with Marble, its first commercial product (TechCrunch) Airbnb Will Test Adding Instacart Grocery Delivery to Its App in Services Push (Bloomberg) Are you listening to bots? Survey shows AI music is virtually undetectable (Reuters) 50,000 AI tracks flood Deezer daily – as study shows 97% of listeners can’t tell the difference between human-made vs. fully AI-generated music (MusicBusinessWorldwide) The AI Bubble Is Ignoring Michael Burry’s Fears (Bloomberg) Learn more about your ad choices. Visit megaphone.fm/adchoices
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Welcome to the TechBrewrite home for Wednesday, November 12th, 2025. I'm Brian McCullough today. Forget text to video AI. We're rapidly moving into the text to world generating AI. What if you showed up to your Airbnb and the fridge was already fully stocked? It seems like there's no uncanny valley when it comes to AI generated music. And does the big short guy have a point when he concerned trolls about the AI CapEx buildout? Here's what you miss today in the world of tech. When your business evolves, so does your risk
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that works for your business at VIMM.com. That's VEEAM.com. A legend in the world of AI has launched a
new model. Phi Phi-Fi Lees, World Labs has launched Marble, its first world model to let users
turn prompts, photos, and other media into editable 3D environments after a recent beta.
According TechCrunch, the launch of the Generative World Model first released in limited
beta preview two months ago comes a little over a year after World Labs came out of stealth
with $230 million in funding and puts the startup ahead of competitors building world models.
World models are AI systems that generate an internal representation of an environment
and can be used to predict future outcomes and plan actions.
Startups like Descartes and Odyssey have released free demos and Google's genie is still in limited
research preview. Marble differs from these and even World Labs' own real-time model RTFM because
it creates persistent downloadable 3D environments rather than generating worlds on the fly as you
explore. This, the company says, results in less morphing or inconsistency and lets users export worlds
as Gaussian splats, meshes, or videos. Marble is also the first month.
model of its kind to offer AI-native editing tools and a hybrid 3D editor that lets users block out
spatial structures before AI fills in the visual details. This is a brand-new category of model
that's generating 3D worlds, and this is something that's going to get better over time.
It's something we've already improved quite a lot. Justin Johnson, co-founder of World Labs,
told TechCrunch. Last December, World Labs showed how its early models could generate interactive
3D scenes based on a single image.
While impressive, the somewhat cartoonish scenes weren't fully explorable since movements were
limited to a small area, and there were occasional rendering errors.
In my trial of the beta preview, I found marble generated impressive worlds from image prompts
alone, from game-like environments to photorealistic versions of my living room.
Scenes morphed at the edges, though that's apparently been improved in today's launch.
That said, a world I'd generated in the beta using a single prompt looked better and matched
my intent more closely than the same prompt does now. Marble's take on creative control starts with
input flexibility, the beta only accepted single images forcing the model to invent unseen details
for a 360-degree view. With the full launch, users can now upload multiple images or short clips
to show a space from different angles and have the model generate fairly realistic digital twins.
Then we have Chisel, an experimental 3D editor that lets users block out coarse spatial layouts,
think walls, boxes, or planes, and then add text prompts to guide the visual style.
Marble generates the world, decoupling structure from style, similar to how HTML provides
the structure of a website and CSS, adds in color. Unlike text-based editing, Chisel lets you directly
manipulate objects. I can just go in there and grab the 3D block that represents the couch
and move it somewhere else, Johnson said. Another new feature that gives you more editing control
is the ability to expand a world.
Once you generate a world, you can expand it up to once, Johnson said.
When you move to a piece of the world that's starting to break apart,
you can basically tell the model to expand there
or generate more world in the vicinity of where you currently are,
and then it can add more detail in that region.
Users who want to create extremely large spaces
can combine multiple worlds with composer mode.
Johnson demonstrated this for me with two worlds he had already built,
a room made of cheese with grape chairs and another,
of a futuristic meeting room and space. Marble is available via four subscription tiers, free,
which allows four generations from text, image, or panorama, standard at $20 a month for 12
generations plus multi-image video input and advanced editing. Pro at $35 a month gets you 25 generations
with scene expansion and commercial rights, and max at $95 a month, all features, and 75 generations.
Johnson thinks the initial use cases for Marble will be gaming visual effects for film and virtual reality.
In gaming, Johnson sees developers using Marble to generate background environments and ambient spaces
and then importing those assets into game engines like Unity or Unreal Engine to add interactive
elements, logic and code. It's not designed to replace the entire existing pipeline for gaming,
but to just give you assets that you can drop into that pipeline, he said.
For VFX work, Marble sidesteps the inconsistency and poor camera control.
plague AI video generators per Johnson. Its 3D assets let artists stage scenes and control camera movements
with frame perfect precision, he said. While Johnson said World Labs isn't focusing on virtual reality
applications right now, he noted the industry is, quote, starved for content and excited about the launch.
Marble is already compatible with the Vision Pro and Quest 3 VR headsets, and every generated world
can be viewed in VR today. Marble may also have potential use cases.
for robotics. Johnson noted that unlike image and video generation, robotics doesn't have the benefit
of a large repository of training data. But with generators like marble, it becomes easier to
simulate training environments, end quote. You might soon be able to show up to your Airbnb rental
and almost instantly have a fully stocked fridge. That's because Airbnb plans to launch a three-month
pilot on January 5th to let guests order groceries via Instacart within its app for rentals in Phoenix,
Orlando and L.A. quoting Bloomberg. The short-term rental company will offer kitchen stocking through a
three-month pilot program, Airbnb said in an email Wednesday sent to some hosts. During the pilot,
Airbnb will pay host $25 for every completed order and a $100 bonus for their first one if they
receive guests pre-orders and put them away before they check in, according to a copy of the email
viewed by Bloomberg News. The pilot program is open to select hosts with available listings in Phoenix,
Orlando and Los Angeles, according to a help page on Airbnb's website. Guests will be allowed to
place an Instacart order within the Airbnb app up to three weeks before their stay. An Instacart
spokesperson said in response to a Bloomberg inquiry, the new grocery ordering option, is the
latest addition to Airbnb's services offering that launched in May, which lets guests book
a la carte hotel-like services such as personally cooked meals, massages, fitness training, and hair,
makeup, and nail appointments. Chief Executive Officer Brian Chesky has said experiences
and services will help add $1 billion or more in revenue a year, though he cautioned last week
that it may take years before the new product lines become a material part of Airbnb's business.
The integration with Airbnb also marks the latest embedded partnership that Instacart has announced
in recent weeks as it seeks to increase orders and deepen customer loyalty in the face of
growing competition from DoorDash and Uber. Last month, it rolled out its ordering interface
to Grubhub's app, Ryan Hamburger, Instacart's vice president of commercial partnerships,
said at the time that the company is focused on striking similar partnerships over the next six to 12 months
so it can, quote, meet customers where they already are, end quote.
We know there's an uncanny valley problem for AI pictures and video, and even audio, as we've heard on this very podcast,
but maybe there is not an uncanny valley for a specific type of audio, which would be music, like at all.
Quoting Reuters.
A staggering 97% of listeners cannot distinguish between artificial intelligence generated and human-composed songs.
A D-ZER Ipsos survey showed on Wednesday underscoring growing concerns that AI could upend how music is created, consumed, and monetized.
The findings of the survey for which Ipsos polled 9,000 participants across eight countries, including the U.S., Britain, and France,
highlight rising ethical concerns in the music industry as AI tools capable of generating songs, raise copyright concerns, and threaten the law.
livelihoods of artists. It also showed that most listeners want clear labeling on AI-generated music.
Music streaming platform, Deezer said. The study found that 73% of respondents supported disclosure
when AI-generated tracks are recommended. 45% sought filtering options, and 40% said they
would skip AI-generated songs entirely. Around 71% expressed surprise at their inability to
distinguish between human-made and synthetic tracks. Deezer, which has 9.7 million subscribers,
has seen daily AI music submissions rise to more than 50,000,
about a third of total uploads up sharply from 18% in April.
These are said more than half of the respondents felt uncomfortable at not being able to tell the difference.
Pollsters also asked broader questions about the impact of AI,
with 51% saying the technology would lead to more low-quality music on streaming platforms
and almost two-thirds, believing it will lead to a loss of creativity.
The survey results clearly show that people care about music
and want to know if they're listening to AI or human-made tracks or not.
Dezer CEO Alexis Latiner said in a statement, end quote,
and quoting music business worldwide.
Although fully AI-generated music currently accounts for only around
a half of 1% of all streams on Dizer,
the company maintains that fraudulent activity remains the primary motivation behind these uploads.
The platform says it removes all 100% AI-generated tracks
from algorithmic recommendations and excludes them from editorial playlists,
to minimize their impact on the royalty pool. Deezer has been among the most aggressive streaming services
in detecting AI-generated content building on its broader efforts to combat low-quality uploads.
The platform previously launched an artist-centric payment model with Universal Music Group in 2023
and reported deleting 23 million, quote, useless tracks as part of those efforts.
In September, rival Spotify reported that it had deleted over 75 million spammy tracks
and unveiled a suite of new AI music policies, end quote.
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Michael Burry, he of the big show,
short fame is causing a stir by warning that hyperscalers are underestimating AI chip depreciation.
It's possible some big players know this, and that might be contributing to the recent wave
of tech layoffs. Quoting Bloomberg, costing tens of thousands of dollars each in Vidia's
pioneering AI chips make up a hefty chunk of the $400 billion that big tech plans to invest this
year, a bill expected to hit $3 trillion by 2029. But unlike 19th century railroads or the dot-com
boom's fiber optic cables, the GPUs fueling today's AI mania are short-lived assets with a shelf
shelf life of perhaps five years. As with your iPhone, this stuff tends to lose value and may
need upgrading soon because Nvidia and its rivals aim to keep launching better models.
Customers like OpenAI will have to deploy them to stay competitive. So while it's comforting
that the companies spending most wildly have mountains of cash to throw around, open AI aside,
the brief, useful life of the chips and the generous accounting assumptions underpinning
all of this investment are less consoling. Michael Burry, who made his name betting against
U.S. housing and whose recently turned to the AI boom waited in this week, warning on X that
hypers, industry jargon for the giant companies building gargantuan data centers, are
underestimating depreciation.
Far from being a one-off outlay, there's a danger of AI
CAPEX becoming a huge recurring expense.
That's great for an Nvidia and company, but not necessarily for hyperscalers such as Google
and Microsoft.
Some face a depreciation tsunami that's forcing them to be extra vigilant about controlling
other costs.
Amazon has plans to eliminate roughly 14,000 jobs.
And while Wall Street is used to financing fast, depreciating,
assets such as aircraft and autos, it's worrying that private credit funds are increasingly using
GPUs as collateral to finance loans. This includes lending to more speculative startups known as
Neo-Clouds who offer GPUs for rent. Microsoft alone has signed more than $60 billion of
neocloud deals. Magnetar Capital, Blackstone, and McCory Group are among those providing such
financing. Invidia, meanwhile, is reportedly looking at using special purpose vehicles to raise
debt to buy and rent chips to customers such as OpenAI and Elon Musk's XAI. The problem is we're
about to go from tens of billions of debt that's funding quickly depreciating GPUs to hundreds
of billions of dollars. And then there could be serious trouble. Gil Luria, head of technology
research at DA Davidson, tells me, such worries may seem arcane when tech firms boast of colossal
revenue and sizable productivity gains from AI investments, but tech investors may have forgotten how much
depreciation hurts. Starting from around 20-20, hyperscalers began extending the depreciable life of servers
to about six years from as little as three years, meaning the earnings hit from their heavy spending
was more spread out. At the time, this seemed justified because the pace of computing advances
known as Moore's Law appeared to be slowing, and tech companies found ways to keep their
equipment running longer. Those changes have certainly helped profit. Meta Platform's January decision
to adopt a five-and-a-half-year useful life for most of its servers and network assets,
up from four to five years previously, boosted its net income by close to $2 billion in the nine
months to September. Of course, GPUs don't suddenly become useless when a new version arrives.
Not everyone needs leading-edge kit to train frontier AI models.
Processors can be repurposed for less demanding AI inference and other computing tasks,
or they can be resold in emerging markets.
And software innovations can extend their economic life, the head of Alphabet,
AI and infrastructure team. Amin Vadat has said that its 7 and 8-year-old custom chips known as
TPUs have 100% utilization. You won't always need a Porsche 9-11 engine to run these workloads.
A VW engine will do fine, says Anurag Rana, senior technology analysts at Bloomberg Intelligence.
As GPUs become an asset class, their residual value will depend on a cocktail of unknowables,
warns short-seller Carisdale Capital. This includes future semiconductor.
architecture shifts, hyperscalers developing their own custom silicon, and trade politics such as
the U.S. export ban on advanced chips to China. I'd add that electricity constraints holding back
data center construction could make it less economic to operate older, less efficient chips.
If tech companies underestimate how rapidly processors lose value and technological relevance,
they may have to book impairments. In the short term, you'd expect to see reported profit
much higher than cash flows because the former doesn't include all the upfront capital spending.
But if this gap persists, it could be a sign that replacement costs are starting to bite and earnings are overstated.
Rowe's tinted neocloud financial models may be undone if GPUs lose value quicker than expected.
A lack of demand or AI breakthroughs that are less thirsty for computing power could create a need to offload chips en masse.
InVidio's soaring stock price is the simplest barometer for AI mania, but it's the more opaque, more complicated world of debt finance and accounting depreciation
that could yet puncture the AI bubble, end quote.
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