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This tech maps the physical world in 3d and snaps it perfectly to my camera feed at 60 fps. Visual Positioning Systems (VPS) are the under hyped backbone of spatial computing. This is how we connect the world of bits & atoms.

Bilawal Sidhu

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93,864 views • 3 months ago •via X (Twitter)

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I can no longer walk around a city without seeing a machine-readable 3D model in my head. This is a geometric and semantic 3D model of San Francisco. These maps connect the world of bits and atoms, enabling visual positioning, 3D navigation and geospatial intelligence.

I can no longer walk around a city without seeing a machine-readable 3D model in my head. This is a geometric and semantic 3D model of San Francisco. These maps connect the world of bits and atoms, enabling visual positioning, 3D navigation and geospatial intelligence.

Bilawal Sidhu

260,241 views • 1 year ago

Over the Reality just hit another major milestone in the AI era. We have now surpassed 200,000 mappings in our dataset. 🎉 These are not just images. They are high-quality 3D maps generated from the mapping activity of our global community, which has produced more than 94M images of real-world locations so far. The dataset also includes 900TB+ of spatial data that can power Visual AI models, Robotics VPS for real-world navigation and positioning, XR VPS for precise spatial anchoring and AR experiences, Spatial Computing applications, Digital Twins, and the next generation of real-world AI infrastructure. In just the past 2 weeks, our dataset grew by +17,955 mapped locations. That is nearly +10% growth in just 14 days. More maps. More data. More demand for $OVR.

Over the Reality just hit another major milestone in the AI era. We have now surpassed 200,000 mappings in our dataset. 🎉 These are not just images. They are high-quality 3D maps generated from the mapping activity of our global community, which has produced more than 94M images of real-world locations so far. The dataset also includes 900TB+ of spatial data that can power Visual AI models, Robotics VPS for real-world navigation and positioning, XR VPS for precise spatial anchoring and AR experiences, Spatial Computing applications, Digital Twins, and the next generation of real-world AI infrastructure. In just the past 2 weeks, our dataset grew by +17,955 mapped locations. That is nearly +10% growth in just 14 days. More maps. More data. More demand for $OVR.

Over the Reality 🌐

926,557 views • 6 months ago

Google 3D Maps aren’t as accurate as you think. Everyone knows Google dominates mapping—but here’s what they won’t tell you. Their 3D maps are built with car-mounted cameras, capturing images every ~10 meters. That’s fine for basic navigation, but it’s nowhere near enough for AR, robotics, autonomous systems, or AI-driven spatial intelligence. Now, imagine a map so detailed it captures the world at sub-5cm accuracy. That’s OVRMaps. 🌐 OVER 3D maps are built with 400-1,000 images per 300 sqm, taken from multiple angles at pedestrian level. The result? A new era of hyper-precise localization that changes everything. Why does this matter? ↳ VPS that actually works – Real-world AR anchoring, digital twins, and AI-powered spatial computing with pinpoint accuracy. ↳ Next-gen precision – Essential for ride-sharing, robotics, smart cities, and asset tracking—where even a small error makes a huge difference. ↳ AI-Driven Spatial Intelligence – Our maps fuel Large Geo-Spatial Models (LGMs), the AI revolution enabling machines to understand, navigate, and interact with the real world. ↳ The Spatial Computing revolution – Merging immersive experiences with real-world precision, unlocking applications beyond what Google’s dataset can support. OVRMaps are built for the future. 🌍 Start mapping today:

Google 3D Maps aren’t as accurate as you think. Everyone knows Google dominates mapping—but here’s what they won’t tell you. Their 3D maps are built with car-mounted cameras, capturing images every ~10 meters. That’s fine for basic navigation, but it’s nowhere near enough for AR, robotics, autonomous systems, or AI-driven spatial intelligence. Now, imagine a map so detailed it captures the world at sub-5cm accuracy. That’s OVRMaps. 🌐 OVER 3D maps are built with 400-1,000 images per 300 sqm, taken from multiple angles at pedestrian level. The result? A new era of hyper-precise localization that changes everything. Why does this matter? ↳ VPS that actually works – Real-world AR anchoring, digital twins, and AI-powered spatial computing with pinpoint accuracy. ↳ Next-gen precision – Essential for ride-sharing, robotics, smart cities, and asset tracking—where even a small error makes a huge difference. ↳ AI-Driven Spatial Intelligence – Our maps fuel Large Geo-Spatial Models (LGMs), the AI revolution enabling machines to understand, navigate, and interact with the real world. ↳ The Spatial Computing revolution – Merging immersive experiences with real-world precision, unlocking applications beyond what Google’s dataset can support. OVRMaps are built for the future. 🌍 Start mapping today:

Over the Reality 🌐

1,331,567 views • 1 year ago

We are excited to announce that World Labs is joining AMD. The research and technical breakthroughs we have achieved since our founding in 2024 have given us a clear vision for AI’s potential to solve problems in the spatial and physical world. Accelerating the future of spatial and physical intelligence requires scaling our efforts, scaling our reach, and getting closer to the hardware.

We are excited to announce that World Labs is joining AMD. The research and technical breakthroughs we have achieved since our founding in 2024 have given us a clear vision for AI’s potential to solve problems in the spatial and physical world. Accelerating the future of spatial and physical intelligence requires scaling our efforts, scaling our reach, and getting closer to the hardware.

World Labs

1,441,583 views • 8 days ago

OVER x Silencio We’re partnering with Silencio | Voice Data for AI to add a new layer of data to the OVER mapping experience. Starting today, users can optionally capture real-world sound while creating their 3D maps inside the OVER app, and we seamlessly share the noise data with Silencio. This will soon allow mappers who capture both visuals and sound to also unlock additional rewards for their contribution. 🌎 We map physical locations around the world. 🌎 Silencio maps the world through sound. Together combining visual + audio signals , we’re enriching the foundation of Physical AI with deeper, multi-layered real-world data.

OVER x Silencio We’re partnering with Silencio | Voice Data for AI to add a new layer of data to the OVER mapping experience. Starting today, users can optionally capture real-world sound while creating their 3D maps inside the OVER app, and we seamlessly share the noise data with Silencio. This will soon allow mappers who capture both visuals and sound to also unlock additional rewards for their contribution. 🌎 We map physical locations around the world. 🌎 Silencio maps the world through sound. Together combining visual + audio signals , we’re enriching the foundation of Physical AI with deeper, multi-layered real-world data.

Over the Reality 🌐

144,126 views • 10 months ago

These are not CGI. Reinforcement learning is so back. When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that can master both the world of bits and the world of atoms. Give me a reward function, and I shall move the world. 2025, Year of RL.

These are not CGI. Reinforcement learning is so back. When operating on strings, it gives us o3. When operating on physical motors, it gives us a perfect humanoid backflip and a robot creature that out-maneuvers almost every animal on earth. RL is one of the only learning algorithms that can master both the world of bits and the world of atoms. Give me a reward function, and I shall move the world. 2025, Year of RL.

Jim Fan

356,986 views • 1 year ago

I love 3d maps like this because they’re inherently an abstraction of reality. Unlike 3d scans, the goal isn’t to create a 1:1 mirror world. The goal is to create a stylized distillation down to its visual essence, so you can recognize it effortlessly.

I love 3d maps like this because they’re inherently an abstraction of reality. Unlike 3d scans, the goal isn’t to create a 1:1 mirror world. The goal is to create a stylized distillation down to its visual essence, so you can recognize it effortlessly.

Bilawal Sidhu

249,351 views • 9 months ago

Houthi fighter: Believe it or not, today we are at the most important point in the world. We are in Bab el-Mandeb. This is the Red Sea. This is Mayun Island, and this is the continent of Africa. Here is the Gulf of Aden, and over there is the Arabian Sea.

Houthi fighter: Believe it or not, today we are at the most important point in the world. We are in Bab el-Mandeb. This is the Red Sea. This is Mayun Island, and this is the continent of Africa. Here is the Gulf of Aden, and over there is the Arabian Sea.

Clash Report

192,549 views • 24 days ago

What a day to go racing at one of the nicest places in the world doing the greatest sport in the world! How lucky are we to have this on our island ☘️

What a day to go racing at one of the nicest places in the world doing the greatest sport in the world! How lucky are we to have this on our island ☘️

Glenn Irwin

21,650 views • 2 years ago

UI/UX Designers, this might be one of the best free resources for exploring world-class design systems. Design Systems Surf is a massive curated collection of design systems featuring visual styles, UI components, patterns, and references from some of the best product teams in the industry. Can’t believe this resource is free. Bookmark it for later 💜

UI/UX Designers, this might be one of the best free resources for exploring world-class design systems. Design Systems Surf is a massive curated collection of design systems featuring visual styles, UI components, patterns, and references from some of the best product teams in the industry. Can’t believe this resource is free. Bookmark it for later 💜

Abraham John 🦄🦓

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In 1954 we awakened monsters and the world changed forever. This is the story of how it happened. Watch the short film here:

In 1954 we awakened monsters and the world changed forever. This is the story of how it happened. Watch the short film here:

Tarrell Christie

434,449 views • 2 years ago

We just hit a new huge milestone. 🏆 Thanks to our amazing community, we have now reached 170,000 3D Maps across the world. Here are the numbers that define what we’ve built so far: ↳ 170,000 mapped locations ↳ 767 TB of world data ↳ 85.2M+ images captured ↳ And a steady, unstoppable month over month growth. A single dataset designed to help machines see, understand, and navigate space, also used to train spatial AI and visual models, and to geolocalize robots and experiences with precision through our VPS, in order to interact seamlessly with the real world. And yes... you read that right! We are already in talks with several top AI companies that want access to our dataset to train their AI models and to support what comes next, including robotics and advanced visual and video models. It is all one story, one ecosystem, one vision, and it is called Over the Reality.

We just hit a new huge milestone. 🏆 Thanks to our amazing community, we have now reached 170,000 3D Maps across the world. Here are the numbers that define what we’ve built so far: ↳ 170,000 mapped locations ↳ 767 TB of world data ↳ 85.2M+ images captured ↳ And a steady, unstoppable month over month growth. A single dataset designed to help machines see, understand, and navigate space, also used to train spatial AI and visual models, and to geolocalize robots and experiences with precision through our VPS, in order to interact seamlessly with the real world. And yes... you read that right! We are already in talks with several top AI companies that want access to our dataset to train their AI models and to support what comes next, including robotics and advanced visual and video models. It is all one story, one ecosystem, one vision, and it is called Over the Reality.

Over the Reality 🌐

93,234 views • 10 months ago

We just filed a Patent for a private Visual Positioning System (VPS) that runs inside Trusted Execution Environments (TEEs) As we step into the era of Physical AI, this could redefine how smart glasses, robots, and AR apps understand space, without sacrificing your privacy. Here’s why that matters 🧵👇🏼

We just filed a Patent for a private Visual Positioning System (VPS) that runs inside Trusted Execution Environments (TEEs) As we step into the era of Physical AI, this could redefine how smart glasses, robots, and AR apps understand space, without sacrificing your privacy. Here’s why that matters 🧵👇🏼

Over the Reality 🌐

108,524 views • 1 year ago

‼️All of this is just from tonight in Kyiv, Thursday, August 20, 2026. People have already been killed and injured. The world sees. The world knows. The world has air defense systems capable of protecting Ukrainians, but it is not giving them to Ukraine. The world has excuses.

‼️All of this is just from tonight in Kyiv, Thursday, August 20, 2026. People have already been killed and injured. The world sees. The world knows. The world has air defense systems capable of protecting Ukrainians, but it is not giving them to Ukraine. The world has excuses.

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362,170 views • 1 month ago

So, what does it take to connect the physical world to blockchain? MPC’s approach is simple: VERIFY → STRUCTURE → TOKENIZE → MANAGE. We connect mining data with professional verification, build traceable digital records, and connect assets to digital infrastructure when the right legal structures are in place. And it doesn’t stop at tokenization - assets need to be managed as projects evolve. That’s the infrastructure MPC is building. Next: where this work is happening.

So, what does it take to connect the physical world to blockchain? MPC’s approach is simple: VERIFY → STRUCTURE → TOKENIZE → MANAGE. We connect mining data with professional verification, build traceable digital records, and connect assets to digital infrastructure when the right legal structures are in place. And it doesn’t stop at tokenization - assets need to be managed as projects evolve. That’s the infrastructure MPC is building. Next: where this work is happening.

MPC Global

37,964 views • 20 days ago

World Models are the path for some AI Models in the future. But how can we efficiently train these models to not only see the world the way humans do but to see the world in a new and unique way. By visualizing, what is normally sequenced audio patterns, we can derive much more insights. Here we see Paganini in a visual form that can than be described and transcribed into a World Model. We can observe connections in a manner that may not have been clear prior to the digitalization of music and sound in this way. The company with the most valuable potential in building a World Model is Tesla. Not that this type of visualization is being used, but that the mechanisms are in place, and the technology is in place for the company to thrive in this new form of AI.

World Models are the path for some AI Models in the future. But how can we efficiently train these models to not only see the world the way humans do but to see the world in a new and unique way. By visualizing, what is normally sequenced audio patterns, we can derive much more insights. Here we see Paganini in a visual form that can than be described and transcribed into a World Model. We can observe connections in a manner that may not have been clear prior to the digitalization of music and sound in this way. The company with the most valuable potential in building a World Model is Tesla. Not that this type of visualization is being used, but that the mechanisms are in place, and the technology is in place for the company to thrive in this new form of AI.

Brian Roemmele

57,454 views • 10 months ago

🔥“We are all mortal. We are all under the God. And we all will leave this world one day. It is inevitable. The question is how we lived” - President Putin Do you agree with the President?

🔥“We are all mortal. We are all under the God. And we all will leave this world one day. It is inevitable. The question is how we lived” - President Putin Do you agree with the President?

🇷🇺Russia is not Enemy

128,746 views • 2 years ago

We’re excited to share the OVER roadmap for 2026. The roadmap is focused on one core objective: scaling a machine-readable, world-scale 3D map of the physical world. Everything we’re building in 2026 ties back to this 🧵👇

We’re excited to share the OVER roadmap for 2026. The roadmap is focused on one core objective: scaling a machine-readable, world-scale 3D map of the physical world. Everything we’re building in 2026 ties back to this 🧵👇

Over the Reality 🌐

176,485 views • 8 months ago

ICYMI: we collaborated with Mous Lamrabat to tell a visual story of the complexity of cross-cultural identity and explore the meaning of “home” in today’s world. Click the link to explore the virtual gallery, wherever you are in the world:

ICYMI: we collaborated with Mous Lamrabat to tell a visual story of the complexity of cross-cultural identity and explore the meaning of “home” in today’s world. Click the link to explore the virtual gallery, wherever you are in the world:

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