Davide Cuttini retweeted
We just reached 300,000 locations mapped worldwide across 170+ countries! π
Streets π, buildings ποΈ, parks ποΈ, shopping malls π’, and entire environments . All mapped by our global community, all contributing to something much bigger.
As Physical AI, Robotics, and Spatial intelligence continue to advance, some of the world's leading AI companies are looking for exactly this kind of data: real-world environments that can help machines understand, navigate, and interact with the physical world.
And we're already working with them.
We're already collaborating with some major AI companies and research labs, while actively engaging in discussions with others to explore new opportunities to license our growing dataset.
Over the Reality is among the few projects worldwide building this kind of real-world 3D data infrastructure at scale, with a global community continuously expanding its coverage.
300,000 maps today. More locations, more data, more potential applications, and more opportunities to turn real-world spatial data into a valuable asset for the entire $OVR ecosystem.
Become a mapper: app.ovr.ai/insta360
Davide Cuttini retweeted
crypto data businesses might be one of the biggest opportunities right now.
microagi just went from 0 to $100M ARR in 6 months, the fastest revenue ramp on this entire chart, beating OpenAI, Cursor, Higgsfield and everyone else.
interestingly the engine behind this was Shift, their platform for collecting real world data to train robots and physical AI.
let that sink in for a second.
the demand for high quality real world data is so insane right now that a data business can outscale the fastest growing AI frontier and the fastest scaling software companies in history.
this is exactly why I keep saying the most overlooked opportunities in crypto are the former DePINs that quietly turned into exactly these kinds of data businesses.
@silencioNetwork, @NATIXNetwork and @OVRtheReality are sitting in the exact same category, sitting at ridiculous valuations given that no one is paying attention to them.
massive opportunity in there for those who are connecting the dots.
Davide Cuttini retweeted
Ansem gets it.
$GRASS is just the biggest and currently most prominent example of this, but there are several old DePINs that have transformed into some of the most exciting data and AI businesses out there.
Working with frontier AI labs and leading big tech companies whose demand for data is practically infinite, and so is their budget.
I know it's hard to verify, since their revenue and sales pipelines are offchain. but all it takes is a bit of digging to realize how wildly mispriced projects like @silencioNetwork, @NATIXNetwork and @OVRtheReality really are.
Once you've checked which of these teams are actually aligned with their token (teaser: all of the above are), you just want to accumulate as much as you can while their FDVs are still ridiculously low like they are right now, then stay long as long as the AI bubble (or do we call it the SI bubble now?) hasn't burst yet.
It's not often the market hands you an opportunity this obvious and this asymmetric at the same time, and that's exactly why it's so rare.
Better make sure not to fumble it.
what stands out to me with Grass is how different AI infrastructure looks from most crypto businesses
the founder says they work with Fortune 100 companies, Magnificent 7 companies and several leading AI labs, but pre-training relationships often come with restrictions around what can actually be disclosed
that creates a weird dynamic where some of the most meaningful usage can be happening behind the scenes while the crypto market has very little visibility into it
Davide Cuttini retweeted
One of the biggest opportunity zone in liquid markets right now is still businesses that chose a token as their ownership structure and are therefore mispriced.
My best example is always solana:7JA5eZdCzztSfQbJvS8aVVxMFfd81Rs9VvwnocV1mKHu.
It is NOT a crypto business, the same way Amazon isn't in the equity business. They are crushing it in their industry, though. You just have to approach it differently and step out of CT bubble and learn a new field if you want to invest in them.
Differnet markets but similar ownership projects like @grass, @silencioNetwork, @OVRtheReality, @NATIXNetwork or @onocoyRTK are heavily overlooked right now.
You can see it in the price action: the ones performing best are those who found pmf, maybe moats and good sales pipelines.
An underappreciated skill is knowing how to talk to investors and doing the best job of educating their investor base (people who invested in SoV assets and DeFi). IMO, @GEODNET did this by far the best: they never cared about narrative and delivered on fundamentals, while choosing @Blockworks early as their partner to present their business. @mikeahorton is doing what a public market CEO would do, since those investing long-term need assurances and ways to constantly underwrite the business. Focus on longterm investors and ignore traders.
The wind is changing, and more founders are starting to see that this is part of their business. Not everyone is operating on their or @grass 's level when it comes to investor relations right now, but its memetic. Those who weren't as transparent but have good fundamentals will feel the difference which will start change.
You can't just bid "DePIN" and expect to hit it big, but it definitely feels like seeing early DeFi in liquid markets, even though there's obviously not as much beta to the underlying SoV.
Valuations have hit levels similar to 2019 DeFi coins.
Your job is not to buy the category but find generational winners.
Davide Cuttini retweeted
We just released OverMaps360-50: 50 real-world 360Β° walk-throughs, each one shipped as a physics-certified simulation environment for MuJoCo and Isaac Sim.
Free for research. 1.13 TB. On @huggingface now π§΅
π₯π€100 Unitree G1s in one MuJoCo world, tracking kung fu motions with a pretrained whole-body policy, on a real 360Β°-scanned plaza.Contacts, knockdowns, pile-ups: all physics.Sim-to-real starts with real environments. @OVRtheReality
Davide Cuttini retweeted
One operator, three off-the-shelf AI agents, 27 retailers breached in five days β 600,000 cards gone at ~$25 a target. The skimmer hides on the box. The card data leaving your checkout server to a never-seen host does not β that part is on the wire.
zerohunt.ai/blog/autonomous-β¦
Davide Cuttini retweeted
Build on top of the real world, directly from your phone.
The OVER In-App Builder is now live.
Open the app, create an experience, and place 3D assets directly into the physical world around you, in real time.
And if the asset you need doesn't exist, you can create it on the spot with our AI 3D Asset Generator. Just describe what you want, generate it, and place it directly into your experience.
Now available FOR FREE in the OVER app.
link.ovr.ai/download
A fly offers a glimpse of a bigger possibility: biologically inspired agents exploring digital twins of real places.
Closing the sim-to-real gap means bringing perception, geometry and physics into agreement. This concept video explores some of those building blocksβand the potential of grounding simulation in the world itself.
Behind the scene is @OVRtheReality, our growing collection of 290,000+ mapped locations. πͺ° π§ π
π Explore the interactive maps:
marketplace.ovr.ai/mappings
π€ Explore the dataset on Hugging Face:
huggingface.co/datasets/Overβ¦
For the first time, scientists have mapped the complete brain and central nervous system of an adult male fruit fly β a key model organism in science. πͺ°
Working alongside HHMI Janelia Research Campus and the scientific community, @GoogleResearch scientists and researchers used AI to combine millions of 2D images into 3D neural shapes, reconstructing a record-breaking 166,000+ neurons. This foundational map of the adult male fruit fly brain can help accelerate our understanding of the brain, and is a major milestone in neuroscience.
Davide Cuttini retweeted
Can 1,000 real-world 3D scenes make a state-of-the-art model better?
At OVER Research, we tested it by fine-tuning R3, a state-of-the-art streaming 3D reconstruction model, on roughly 1,000 scenes from the OVER dataset.
The result: 25% lower trajectory error on our real-world environments compared to the deployed public checkpoint.
And we did it using only 1,000 scenes, the same open dataset anyone can download for free, out of the 285,000+ real-world 3D scenes OVER has today.
Read the full OVER Research publication:
research.ovr.ai/posts/2026-0β¦
Download the 1,000-scene dataset on Hugging Face:
huggingface.co/datasets/Overβ¦
Davide Cuttini retweeted
Physical AI won't be limited by compute.
It will be limited by reality.
The next generation of robots doesn't just need more intelligence. It needs orders of magnitude more real-world experience.
That's our Physical AI Thesis. π§΅
Davide Cuttini retweeted
"Survey-grade" deserves a number, not an adjective.
LIDAR on the same pole as our 360Β° camera. One walk, two independent reconstructions.
3.9 cm median agreement. 0.08% drift over 118 m. Plus a 2.9% scale offset we traced instead of dividing out.
research.ovr.ai/posts/2026-0β¦
Davide Cuttini retweeted
They say the SpaceX IPO will be a rocket.
We couldn't wait.
So we launched one in the middle of Udine.
Thanks to Over the Reality's city-scale 3D mapping and VPS technology, anyone can place and experience massive AR content anchored to the real world with centimeter-level precision.
The future isn't on a screen.
It's in the world around you.
Big milestone from @OVRtheReality:
VPS now live at CittΓ Fiera (150k+ sqm, 230+ stores, multi-floor).
True app-less indoor navigation β phone camera only, no infrastructure needed.
Centimeter precision where GPS completely fails.
This is the scalable indoor positioning the industry has been waiting for.
#OVR #VPS #SpatialComputing #IndoorNavigation #RetailTech
Davide Cuttini retweeted
A museum in France. Accessible from anywhere in the world.
One of our mappers captured the MusΓ©e ArchΓ©ologique du Val-d'Oise, home to more than 35,000 archaeological artifacts and over 3,000 objects on display.
Using an Insta360 X5 and Over the Reality's reconstruction technology, the entire museum, including its multiple floors, has been transformed into a high-fidelity 3D Gaussian Splat and digital twin.
This means anyone can now explore the museum remotely, walk through its galleries, move across different floors, and experience the space as if they were there in person.
What was once a physical location is now a machine-readable 3D environment, preserved digitally and accessible through a browser, smartphone, or XR headset.
From museums and cultural landmarks to entire cities, Over the Reality has built the largest 3D map of the world.
The link to explore the experience remotely is available in the first comment.
Davide Cuttini retweeted
Visualizing Large Scale Gaussian Spalts on Mobile with @sparkjsdev RAD.
This beast was built by the @OVRtheReality β kudos for pushing mobile 3D this hard!
Test it yourself π: app.freegaussian.ai/spark-viβ¦
P.S. Got 360 videos? Turn them into Gaussian Splats FOR FREE at freegaussian.ai (also by the same team)
Davide Cuttini retweeted
And this is what I mean by city scale 3D Map! 30 minutes mapping with @insta360 X5, making our hometown, Udine, machine readable.
Davide Cuttini retweeted
The first global, city-scale 3D map is taking shape, and itβs machine-readable.
City-scale environments can now be reconstructed in high-fidelity, reaching a level of detail that is becoming almost indistinguishable from reality.
This leap is made possible by large-scale mapping using just an Insta360 X5 and Over the Reality technology.
So far, our dataset includes:
- 220,000+ 3D mapped locations
- 97M images
- 1,000TB of spatial data
Growing by more than 10,000+ newly mapped locations every week.
Enabling Visual AI, Robotics, VPS, XR, and Digital twins.
Big thanks @DAnconia_Crypto for the shoutout π
Calling @OVRtheReality the βsleeper pick of DePINβ hits different.
From an AR/XR NFT project in 2020 β quietly built one of the largest real-world image datasets: 95M+ images, 900TB, 200K locations.
Now those pixels are feeding next-gen world models at the biggest AI labs.
The future ahead is massive.
Real data Γ DePIN Γ AI = unstoppable.
Grateful to be seen. The journey is just getting started π₯
$OVR #DePIN #PhysicalAI















