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# ![@ROVR_Network Avatar](https://lunarcrush.com/gi/w:26/cr:twitter::1770732283923681280.png) @ROVR_Network ROVR 🌐｜World Model Builder

ROVR 🌐｜World Model Builder posts on X about rovr, ai, the world, $rovr the most. They currently have XXXXX followers and XXX posts still getting attention that total XXXXX engagements in the last XX hours.

### Engagements: XXXXX [#](/creator/twitter::1770732283923681280/interactions)
![Engagements Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1770732283923681280/c:line/m:interactions.svg)

- X Week XXXXXXX -XX%
- X Month XXXXXXXXX +119%
- X Months XXXXXXXXX +2,304%
- X Year XXXXXXXXX +1,295%

### Mentions: XX [#](/creator/twitter::1770732283923681280/posts_active)
![Mentions Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1770732283923681280/c:line/m:posts_active.svg)

- X Month XXX +31%
- X Months XXX +876%
- X Year XXX +721%

### Followers: XXXXX [#](/creator/twitter::1770732283923681280/followers)
![Followers Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1770732283923681280/c:line/m:followers.svg)

- X Week XXXXX +4%
- X Month XXXXX +11%
- X Months XXXXX -XXXX%
- X Year XXXXX -XX%

### CreatorRank: XXXXXXX [#](/creator/twitter::1770732283923681280/influencer_rank)
![CreatorRank Line Chart](https://lunarcrush.com/gi/w:600/cr:twitter::1770732283923681280/c:line/m:influencer_rank.svg)

### Social Influence

**Social category influence**
[finance](/list/finance)  XXXX% [cryptocurrencies](/list/cryptocurrencies)  XXXX% [stocks](/list/stocks)  XXXX% [technology brands](/list/technology-brands)  XXXX% [social networks](/list/social-networks)  XXXX%

**Social topic influence**
[rovr](/topic/rovr) #2, [ai](/topic/ai) 16.86%, [the world](/topic/the-world) 4.07%, [$rovr](/topic/$rovr) #5, [web3](/topic/web3) #1755, [future](/topic/future) 2.91%, [crypto](/topic/crypto) 2.33%, [what is](/topic/what-is) #2760, [if you](/topic/if-you) 1.74%, [closed](/topic/closed) XXXX%

**Top accounts mentioned or mentioned by**
[@thecrypticwolf1](/creator/undefined) [@geodnet](/creator/undefined) [@acouplenomads](/creator/undefined) [@sunshinegingirl](/creator/undefined) [@depinconnection](/creator/undefined) [@marketmaker_hq](/creator/undefined) [@cryptohabibi7](/creator/undefined) [@kryptoinsider1](/creator/undefined) [@danveral11](/creator/undefined) [@mikeahorton](/creator/undefined) [@justinkmarlowe](/creator/undefined) [@0xusurper](/creator/undefined) [@decryptowey](/creator/undefined) [@zelostech](/creator/undefined) [@activemapper](/creator/undefined) [@rovrnetwork](/creator/undefined) [@tanakal2](/creator/undefined) [@cryptorrocus](/creator/undefined) [@rynsolaris](/creator/undefined) [@punkrawk777](/creator/undefined)

**Top assets mentioned**
[Solana (SOL)](/topic/solana) [Costco Wholesale Corporation (COST)](/topic/costco) [GEODNET (GEOD)](/topic/$geod)
### Top Social Posts
Top posts by engagements in the last XX hours

"School buses are one of the most important and most challenging vehicles for autonomous systems to understand. 🚌⚠ They have: 🔸 unique shapes + sizes 🔸 different stopping patterns 🔸 flashing lights 🔸 extended stop signs 🔸 children crossing unpredictably 🔸 strict legal right-of-way rules Most AV datasets barely include them but theyre everywhere in the real world 🌍 Collecting school bus data helps world models learn how to: ✔ identify buses from all angles ✔ react correctly to stop signals ✔ predict loading/unloading behavior ✔ recognize children near the road ✔ follow safety laws that"  
[X Link](https://x.com/ROVR_Network/status/1994832733059895467)  2025-11-29T18:16Z 5211 followers, XXX engagements


"Seasonal data is essential and fall brings challenges the LightCone must learn from. 🍁🌐 When leaves start covering the ground everything changes: 🔸 road markings get hidden 🔸 textures become uneven 🔸 traction zones shift 🔸 colors blend together 🔸 shadows become more complex These conditions push perception systems harder than almost any other season. Capturing data through fall helps the LightCone understand how roads look when theyre covered in leaves layered in color and constantly changing. Every season teaches the world model something new 🍂✨ #ROVRNetwork #LightCone #LiDAR #3DData"  
[X Link](https://x.com/ROVR_Network/status/1994834494046503060)  2025-11-29T18:23Z 5211 followers, XXX engagements


"Most autonomous driving datasets come from perfect conditions. But the real world isnt perfect and thats why non-standard vehicle data is critical. 🚗⚡ Driving data from unusual setups unique vehicle types different heights and diverse sensor placements helps AV models learn to handle: 🔹 different blind spots 🔹 unusual reflections + shadows 🔹 varied camera angles 🔹 non-ideal sensor mounting 🔹 real-world imperfections The world isnt standardized Vehicles arent standardized Training data shouldnt be either Non-standard data makes autonomous systems safer more adaptable and more prepared"  
[X Link](https://x.com/ROVR_Network/status/1995202670341296390)  2025-11-30T18:46Z 5211 followers, XXX engagements


"The era of static maps is over. 🛑 If we want true autonomy (for drones robots and AVs) we have to stop thinking in "HD Maps" and start building "World Models." Here is the critical difference: 🗺 Traditional HD Maps Static snapshots in time. Rigid geometry (lanes curbs). Brittle: If the road changes the map breaks. Output: "Here is a lane line." 🧠 World Models Dynamic living digital twins. Semantic understanding (physics causality). Adaptive: Predicts how the environment changes. Output: "Here is a child chasing a ball and the car ahead is braking." Traditional maps tell a machine where it"  
[X Link](https://x.com/ROVR_Network/status/1995566177696055805)  2025-12-01T18:50Z 5211 followers, XXX engagements


"50 retweets and I try to convince @danveral11 and @mikeahorton to give away a LightCone or two ($2499.99 MSRP) for Christmas Followers only giveaway (if it happens)"  
[X Link](https://x.com/ROVR_Network/status/1995585712511746105)  2025-12-01T20:08Z 5218 followers, 3612 engagements


"Quick question for you 👇 When it comes to data for autonomous vehicles Which future do you want 🔘 Closed proprietary datasets owned by a few companies 🔘 Open and verifiable datasets that anyone can audit and build on Reply with closed or open (Bonus points if you tell us why) #ROVRNetwork #AI #DataOwnership #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1995613880970838464)  2025-12-01T22:00Z 5211 followers, XXX engagements


"@danveral11 @mikeahorton The more retweets the stronger the purpose I'll do my best"  
[X Link](https://x.com/ROVR_Network/status/1995656002071658959)  2025-12-02T00:47Z 5211 followers, XXX engagements


"@JustinKMarlowe @danveral11 @mikeahorton Youve all held up your end. Ill do by best 🫡🫡🫡"  
[X Link](https://x.com/ROVR_Network/status/1995659045978640478)  2025-12-02T00:59Z 5211 followers, XX engagements


"Sensor fusion sounds complicated but heres the simple version: No single sensor sees the full truth. Cameras see color + texture. LiDAR sees shape + distance. GNSS + IMU see position + motion. Sensor fusion combines them into one accurate view of the world The backbone of a reliable world model. This is the stack ROVR is collecting data for. #ROVRNetwork #SensorFusion #WorldModel #3DData"  
[X Link](https://x.com/ROVR_Network/status/1995659180032885147)  2025-12-02T01:00Z 5211 followers, XXX engagements


"The world isnt 2D maps anymore. For autonomous systems its 3D dynamic and constantly changing Thats why static maps arent enough. We need world models that understand depth motion and behavior over time. Thats the leap ROVR Network is helping power. 🚀 #ROVRNetwork #AutonomousVehicles #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1995704477593002261)  2025-12-02T04:00Z 5211 followers, 1392 engagements


"Why are parking lots so hard for autonomous vehicles Because they break every normal road rule. No lane lines. No predictable flow. People walking from every direction. Vehicles backing out blindly. Tight spacing everywhere. This is exactly why high-resolution XXX data matters parking lots expose weaknesses that normal roads hide. #ROVRNetwork #AutonomousVehicles #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1995885679994438039)  2025-12-02T16:00Z 5211 followers, XXX engagements


"City nights are messy Think glare shadows headlights reflections motion everywhere. 🌃🚗✨ Thats why we built the TarantulaX to shine in low-light environments. It captures clean data and accurate depth even under the most chaotic night traffic. Real autonomy needs real-world conditions. The TX handles them. #ROVRNetwork #TarantulaX #NightData #3DData #AI"  
[X Link](https://x.com/ROVR_Network/status/1995930973566107714)  2025-12-02T19:00Z 5211 followers, XXX engagements


"We're making moves on making the LightCone (LC) Christmas giveaway happen 🎅🎁 Here's my conversation with @danveral11 Now we have to convince @mikeahorton If you have any ideas on how to make this happen please let me know (It's a team effort) Since the LightCone uses @GEODNET maybe we can get some assistance from their community (It's also nice that we got approval for TarantulaX (TX) models already. So we know something's for sure happening)"  
[X Link](https://x.com/ROVR_Network/status/1995949469880517017)  2025-12-02T20:13Z 5228 followers, 3191 engagements


"Whats the most chaotic parking lot youve ever tried to exit 😅 Airports Costco A stadium after a game Drop it below Real driving chaos is exactly the kind of data world models need. #ROVRNetwork #DrivingData"  
[X Link](https://x.com/ROVR_Network/status/1995976268618052088)  2025-12-02T22:00Z 5211 followers, XXX engagements


"🏆Big milestone: ROVR is officially Verified Gold on DePIN Hub Gold represents the top tier of DePIN credibility reserved for networks with real revenue real deployments and real operational scale This recognition reflects our progress: X +30m kms traveled X +2k active devices X +600k $ROVR burned through data sales See our verification page"  
[X Link](https://x.com/ROVR_Network/status/1995995546910351554)  2025-12-02T23:16Z 5211 followers, 2113 engagements


"@CrytpoZu ROVR ROVR ROVR"  
[X Link](https://x.com/ROVR_Network/status/1996010926571749406)  2025-12-03T00:17Z 5211 followers, XX engagements


"Extrinsic calibration sounds complicated but heres the simple version: Its how multiple sensors agree on where they are in space. If the calibration is off your whole 3D world model is off. When calibration is tight scenes line up perfectly Even in tight spots like parking lots and city corners. Accuracy starts here. #ROVRNetwork #SensorFusion #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1996021569395851556)  2025-12-03T01:00Z 5211 followers, XXX engagements


"@yRedDogg @KryptoInsider1 @zelostech It's all up to interpretation In some cases we're stronger 💪 (I do think we've got more personality)"  
[X Link](https://x.com/ROVR_Network/status/1996328820803289138)  2025-12-03T21:20Z 5211 followers, XX engagements


"@Just_Ofyy @GEODNET @DePINConnection "We're stacking over here We're stacking over here""  
[X Link](https://x.com/ROVR_Network/status/1996332472347586781)  2025-12-03T21:35Z 5211 followers, XX engagements


"@Tanaka_L2 ROVR ROVR ROVR We're building a world model for AI robotics and autonomous vehicles (We'd greatly appreciate y'all checking out our project)"  
[X Link](https://x.com/ROVR_Network/status/1996334065331651066)  2025-12-03T21:41Z 5211 followers, XXX engagements


"🚨 AMA Thursday 12/4 @ 8AM PST Here's the link to add to your calendar: X Hear updates about the Christmas giveaway X A sneak peak of what @GEODNET is cooking X What's been happening with $ROVR If you have any questions feel free to leave it in the comments We hope to see you there #Web3 #AMA #AI #Crypto #Robotics #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1996337663876747501)  2025-12-03T21:56Z 5222 followers, 3044 engagements


"Serious question 👇 Do you think autonomous vehicles should follow stricter school zone rules than human drivers Reply YES or NO (Bonus points for saying why) #ROVRNetwork #AVSafety"  
[X Link](https://x.com/ROVR_Network/status/1996338657083392348)  2025-12-03T22:00Z 5211 followers, XXX engagements


"@SawyerMerritt Situations like this make me hope a bit more for autonomous vehicles 👏"  
[X Link](https://x.com/ROVR_Network/status/1996374673488298153)  2025-12-04T00:23Z 5210 followers, 50.4K engagements


"Imagine putting a device that gathers road data for cars onto these bicycles Maybe that could be a next step towards building a digital twin world model for AI robotics and autonomous vehicles 👀"  
[X Link](https://x.com/ROVR_Network/status/1996375368857796930)  2025-12-04T00:25Z 5211 followers, XXX engagements


"This is one of the reasons why using multiple sensors and possibly multiple reasonings for autonomous vehicles is important"  
[X Link](https://x.com/ROVR_Network/status/1996379838073254189)  2025-12-04T00:43Z 5211 followers, XXX engagements


"@mexonecrypto @Tanaka_L2 ROVR NETWORK MENTIONED"  
[X Link](https://x.com/ROVR_Network/status/1996381336400208055)  2025-12-04T00:49Z 5211 followers, XX engagements


"@0xdogacan @Tanaka_L2 And that's why we at ROVR Network are trying to capitalize on it (Please check out our project and effort)"  
[X Link](https://x.com/ROVR_Network/status/1996381647474971111)  2025-12-04T00:50Z 5211 followers, XX engagements


"School buses introduce signals that AVs must read with zero errors: 🚨 Flashing amber lights (prepare to stop) 🛑 Flashing red lights (stop immediately) 📴 Stop arm extended 🔺 Children crossing from multiple directions World models trained on diverse real-world data help AVs interpret these cues reliably not just in perfect conditions but on real roads. #ROVRNetwork #AI #SensorFusion"  
[X Link](https://x.com/ROVR_Network/status/1996383956951085216)  2025-12-04T01:00Z 5211 followers, XXX engagements


"If an autonomous vehicle cant handle school buses flawlessly its not ready. Period. 🚌⚠ World models need real data from real environments not lab-perfect simulations to protect the most vulnerable road users. #ROVRNetwork #AI #AutonomousVehicles #Safety"  
[X Link](https://x.com/ROVR_Network/status/1996429254628901028)  2025-12-04T04:00Z 5211 followers, XXX engagements


"Oh hey That's us (Go @danveral11 and @GeoCKC)"  
[X Link](https://x.com/ROVR_Network/status/1996635856631955714)  2025-12-04T17:40Z 5211 followers, XXX engagements


"Construction zones create some of the most unpredictable scenarios on the road. ROVR Network captures real driving data through these environments to help world models learn how to handle: Temporary lanes New obstacles Machinery movement Workers on foot Non-standard signage This is the kind of dynamic data AV systems must learn from. #ROVRNetwork #DrivingData #AI"  
[X Link](https://x.com/ROVR_Network/status/1996655745664696742)  2025-12-04T19:00Z 5211 followers, XXX engagements


"Which situation stresses you out more: A construction zone at night or A construction zone during heavy rain Reply with NIGHT or RAIN. #ROVRNetwork #Community"  
[X Link](https://x.com/ROVR_Network/status/1996701048329982382)  2025-12-04T22:00Z 5211 followers, XXX engagements


"We're almost at XXX stars on @CoinMarketCap What a nice milestone for our project and the community 🚀"  
[X Link](https://x.com/ROVR_Network/status/1996714578848502076)  2025-12-04T22:53Z 5211 followers, XXX engagements


"@CoinMarketCap We also hit XXX stars on our GitHub"  
[X Link](https://x.com/ROVR_Network/status/1996715086950650224)  2025-12-04T22:55Z 5211 followers, XXX engagements


"@CoinMarketCap We're almost at XXX total downloads for our Hugging Face data as well (Almost XXX from last month)"  
[X Link](https://x.com/ROVR_Network/status/1996716069080440947)  2025-12-04T22:59Z 5221 followers, XXX engagements


"What an amazing community we have mapping the world for AI robotics and autonomous vehicles (And those that want to as well) Since we absolutely passed that goal I'm going to discuss with @danveral11 and @mikeahorton on how to reward everyone's efforts 🎁 Let me know what you think the next challenge and reward should be below 👇 Here's what I'm going to push for: X Add XX TarantulaX (TX) to the pool of entrants X Another LightCone (LC) added"  
[X Link](https://x.com/ROVR_Network/status/1997008284851814899)  2025-12-05T18:20Z 5211 followers, XXX engagements


"ROVR Network chose Web3 for a simple reason: Autonomy should be open transparent and community powered. Web3 lets drivers contribute real-world data verify it and earn for it. This creates a shared world model that grows with the network not behind closed doors. 🔗🚗🌍 #ROVRNetwork #AutonomousVehicles #AI"  
[X Link](https://x.com/ROVR_Network/status/1997018258416058369)  2025-12-05T19:00Z 5211 followers, XXX engagements


"The next breakthroughs in autonomy will not come from closed labs. They will come from real roads real drivers and real-world data. The world model is built by the world itself. 🌍✨ #ROVRNetwork #AI #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1997516415604261166)  2025-12-07T04:00Z 5228 followers, XXX engagements


"Most autonomous driving datasets focus on clean perfect conditions. Real roads are nothing like that. 🌧🌙🚧 World models need messy data. Rain. Night. Glare. Construction. Weird reflections. This is how autonomy learns what the real world actually looks like. #ROVRNetwork #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1997700126509338906)  2025-12-07T16:10Z 5226 followers, XXX engagements


"The TarantulaX records in changing city environments and lighting conditions. Night glare. Reflections. Sudden movement. This is what world models need. Photo from our community member @acouplenomads #ROVRNetwork #TarantulaX"  
[X Link](https://x.com/ROVR_Network/status/1998480770286104644)  2025-12-09T19:52Z 5225 followers, XXX engagements


"Which driving condition do you think is harder for AI Night 🌙 Rain 🌧 Fog 🌫 Reply with your answer #ROVRNetwork #Community"  
[X Link](https://x.com/ROVR_Network/status/1998150599783723136)  2025-12-08T22:00Z 5225 followers, 2594 engagements


"🚨ROVR Network XXX Data Released🚨 The team has made a tremendous effort to bring to the AI robotics and autonomous driving community XXX open source data 🙋♂ What does this mean ➡ This means that anyone can download it and use it to teach their own models. They can also simply peruse it or use it to quench their thirst for knowledge 🔗@github: 🔗@huggingface:"  
[X Link](https://x.com/ROVR_Network/status/1998520858122531058)  2025-12-09T22:31Z 5225 followers, XXX engagements


"100 $GEOD for a comment Time to place your vote #Halloween #ROVR #ROVRNetwork #GEODNET"  
[X Link](https://x.com/ROVR_Network/status/1984374503062069488)  2025-10-31T21:38Z 5237 followers, XXX engagements


"School buses are one of the most important vehicles autonomous systems need to understand. 🚌⚠ Unique shape. Flashing lights. Stop arm. Kids crossing unpredictably. Strict right-of-way laws that change by state. Most datasets barely include them but theyre everywhere in real life. Accurate school bus data = safer autonomy for everyone. #ROVRNetwork #AutonomousVehicles #Safety"  
[X Link](https://x.com/ROVR_Network/status/1996248067356700965)  2025-12-03T16:00Z 5233 followers, XXX engagements


"That's right We're making moves and being compared to giants such as @Waymo and @nvidia We're building a world model for AI robotics and autonomous vehicles With our growing global community we're confident that we can make an impact"  
[X Link](https://x.com/ROVR_Network/status/1996353619051065411)  2025-12-03T22:59Z 5235 followers, XXX engagements


"🚨 AMA Happening now for XX minutes w/ @GEODNET Join us: X Hear updates about the Christmas giveaway X A sneak peak of what @GEODNET is cooking X What's been happening with $ROVR #Web3 #AMA #AI #Crypto #Robotics #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1996607929626116290)  2025-12-04T15:50Z 5233 followers, 1340 engagements


"In Web2 you generate the data and big companies keep the value. In Web3 contributors own what they provide. For autonomous driving this matters because real-world driving data is the foundation of safety. When the community owns the data everyone benefits from better world models. #ROVRNetwork #Web3 #DataOwnership"  
[X Link](https://x.com/ROVR_Network/status/1996972842009731369)  2025-12-05T16:00Z 5233 followers, XXX engagements


"Should drivers earn from the data their vehicles produce Reply YES or NO. We want to hear your thoughts. 💬 #ROVRNetwork #Community #AI"  
[X Link](https://x.com/ROVR_Network/status/1997063433032794349)  2025-12-05T22:00Z 5233 followers, XXX engagements


"Many AV companies operate with black box datasets. No transparency. No verification. No ability to audit. ROVR Network takes the opposite approach. Real data. Verifiable collection. Open participation. Safer autonomy starts with trust. 🔍🤖 #ROVRNetwork #WorldModel #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1997108733915373815)  2025-12-06T01:00Z 5231 followers, XXX engagements


"Web2 keeps your data. Web3 puts it back in your hands. The future of autonomy is community owned verifiable and built on real-world data. ROVR Network is making that possible. 🚀 #ROVRNetwork #Web3 #AI"  
[X Link](https://x.com/ROVR_Network/status/1997154028871119140)  2025-12-06T04:00Z 5233 followers, XXX engagements


"Community collected data means real people driving real roads and contributing real observations. Autonomous systems trained only on perfect corporate-controlled datasets miss the everyday complexity that humans deal with. More drivers. More conditions. More accuracy. That is how world models improve. 🚗🌍 #ROVRNetwork #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1997335229342630110)  2025-12-06T16:00Z 5233 followers, XXX engagements


"What is one thing about self-driving technology you wish more people understood 🤔 Drop your thoughts below. We love hearing from the community. 💬 #ROVRNetwork #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1997425819057303634)  2025-12-06T22:00Z 5231 followers, XXX engagements


"Autonomous systems need constant updates. Roads change. Weather changes. Cities evolve. Community data scales because people drive every day in every condition. This creates world models that stay fresh instead of falling behind. 🚗💡 #ROVRNetwork #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1997473382137303284)  2025-12-07T01:09Z 5232 followers, XXX engagements


"Here is a quick look at what ROVR Network mapped this week. Different weather. Different lighting. Different traffic patterns. Every drive helps build a stronger and more reliable world model. Thank you to everyone contributing real-world data. 🚗🌍 #ROVRNetwork #DrivingData"  
[X Link](https://x.com/ROVR_Network/status/1997745676437057763)  2025-12-07T19:11Z 5233 followers, XXX engagements


"Ask us anything. What do you want to understand about world models AV safety or real driving data 🤔💬 Drop any question below and we will reply throughout the day. #ROVRNetwork #Community"  
[X Link](https://x.com/ROVR_Network/status/1997791226561798648)  2025-12-07T22:12Z 5231 followers, XXX engagements


"The real test of autonomy is not sunny highways. It is everything else. 🌧🌃🚧 If a system cannot handle the messy parts of the world it is not ready. Real-world data is the difference. #ROVRNetwork #AI #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1997881949239787808)  2025-12-08T04:12Z 5237 followers, XXX engagements


"🚨12/15 staking for devices goes live🚨 After bringing it to the attention of our community and addressing their concerns we have decided to move forward with the staking-for-devices model What does this mean for current devices and users X Support and updates will continue as normal X We are looking into options for trade-ins for future generation models What does this mean for future devices and users X ROVR Network will be able to better target certain areas that we do not have much coverage in X If someone is looking to create a fleet of multiple devices they are able to do so through"  
[X Link](https://x.com/ROVR_Network/status/1993739026151473312)  2025-11-26T17:50Z 5235 followers, 2929 engagements


"Today were grateful for our community our contributors and the incredible real-world data that powers the future of autonomy. Heres a look at a XXX LiDAR point cloud captured by the LightCone (LC). A reminder of how much detail depth and clarity goes into building a safer smarter world model. 🌍✨ Thank you for helping us shape the future of AI robotics and autonomous systems one drive at a time. 🚗💡 #Thanksgiving #ROVRNetwork #LiDAR #3DMapping #WorldModel #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1994109969927430482)  2025-11-27T18:24Z 5235 followers, 1309 engagements


"Fall hits different when you see it through a XXX point cloud 🍂🌐✨ Every tree every shadow every shifting color captured in millions of points They're all stitched into a living map of the season Real-world data isnt static. It moves with the seasons and our world models learn from it. 🍁🚗 #ROVRNetwork #PointCloud #LiDAR #3DMapping #WorldModel #AutonomousVehicles #Fall #LightCone"  
[X Link](https://x.com/ROVR_Network/status/1994471854736634283)  2025-11-28T18:22Z 5249 followers, XXX engagements


"ROVR is now Verified Gold on DePIN Hub the highest tier in the Verified Projects by DePIN Hub 🏆 Gold is reserved for mature DePIN networks with demonstrated traction: real deployments six-figure+ revenue a launched token and operational scale that places them among the top-performing X% of the sector. DePIN Hubs Verified Program evaluates projects across eight critical categories combining on-chain transparency with off-chain diligence to highlight networks built on fundamentals not speculation. Through the continued time and effort of the community ROVR has earned its place among DePINs"  
[X Link](https://x.com/ROVR_Network/status/1995675232187941251)  2025-12-02T02:03Z 5241 followers, 6403 engagements


"$ROVR is one of the first tokens that will be featured on this project We're excited to be building with @GEODNET and @solanamobile 👷♂🏗"  
[X Link](https://x.com/ROVR_Network/status/1996287056914665929)  2025-12-03T18:34Z 5237 followers, XXX engagements


"At ROVR Network we prioritize real driving scenarios that actually impact safety (Including school bus interactions.) Our data pipeline captures: stop-and-go behavior approach angles distance changes lighting alerts pedestrian movement patterns If AVs dont handle school buses perfectly theyre not ready for the road. Were building the world model to get them there. #ROVRNetwork #WorldModel #AI"  
[X Link](https://x.com/ROVR_Network/status/1996293361569780010)  2025-12-03T19:00Z 5237 followers, XXX engagements


"That's right ROVR Network and @GEODNET are coming together with @YourFriendAndy to take community questions and discuss what's new with our projects You too can ask all the questions you'd like 🗣"  
[X Link](https://x.com/ROVR_Network/status/1996669462196719677)  2025-12-04T19:54Z 5255 followers, 1923 engagements


"Parking lots are not simple environments. No lane structure kids walking cars reversing blind corners. Perfect for testing real-world awareness. 🚗 #ROVRNetwork #AI"  
[X Link](https://x.com/ROVR_Network/status/1998434465098424679)  2025-12-09T16:48Z 5225 followers, 1659 engagements


"🔥$ROVR BURN🔥 We've hit an all time high What number do you think we'll hit next week 👀"  
[X Link](https://x.com/ROVR_Network/status/1995913360551112950)  2025-12-02T17:50Z 5228 followers, 4012 engagements


"The Co-Founder @danveral11 had the great opportunity to meet with @Intercognitive and @broodsugar from @Auki Community and insights were shared We're looking forward to the bright future that all of us share together"  
[X Link](https://x.com/ROVR_Network/status/1996653516807721335)  2025-12-04T18:51Z 5225 followers, XXX engagements


"🚨 LIGHTCONE GIVEAWAY CONFIRMED🎅🎁 Here's how to enter: X Follow us (@ROVR_Network) X Like this post X Retweet this post X Tag a friend Here's what we have to reach as a community: ➡ XXX likes ➡ XXX retweets ➡ XX comments The deadline is January 1st 2026 at PST 🙋♂ What is a LightCone (LC) ✅ An LC ($2499.99 MSRP) is a device that you attach to your car in order to aid in mapping the world for AI robotics and autonomous vehicles For the data you collect you are rewarded $ROVR (Which can be exchanged for USD) (If we hit the goal sooner I'll look into pushing them for more presents) A big"  
[X Link](https://x.com/ROVR_Network/status/1996746518691566000)  2025-12-05T01:00Z 5225 followers, 12K engagements


"Autonomous systems do well in normal situations. The real challenge comes from the rare unusual moments that happen once in a thousand drives. Sudden stops. Odd angles. Strange shadows. Unexpected obstacles. These moments shape world model reliability. #ROVRNetwork #AI #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1997836525116256575)  2025-12-08T01:12Z 5225 followers, XXX engagements


"ROVR Network turns real-world driving data into trustable world understanding. Real conditions. Real challenges. Real movement. 🚗🌧 #ROVRNetwork #DrivingData"  
[X Link](https://x.com/ROVR_Network/status/1998105298712609150)  2025-12-08T19:00Z 5225 followers, 1908 engagements


"We at ROVR Network are happy to state that we are one of the first tokens to be featured on TokenRun A game developed by @GEODNET and built on @solana"  
[X Link](https://x.com/ROVR_Network/status/1998121275806597480)  2025-12-08T20:03Z 5225 followers, XXX engagements


"@GEODNET @solanamobile @solana Were one of the first featured on TokenRun"  
[X Link](https://x.com/ROVR_Network/status/1998121595077001667)  2025-12-08T20:04Z 5225 followers, XXX engagements


"@GEODNET @solana @solanamobile Wondering what is $ROVR Were a project powered by @GEODNET Through our global community were building a world model for AI robotics and autonomous vehicles (Check us out)"  
[X Link](https://x.com/ROVR_Network/status/1998122436307702016)  2025-12-08T20:08Z 5225 followers, XXX engagements


"Sensor fusion means combining multiple signals to get one clear truth. It reduces confusion improves safety and strengthens perception. #ROVRNetwork #AI"  
[X Link](https://x.com/ROVR_Network/status/1998207217598869659)  2025-12-09T01:45Z 5225 followers, XXX engagements


"Maps show where things are. World models show how things change. That difference unlocks autonomy. 🌍✨ #ROVRNetwork #WorldModel"  
[X Link](https://x.com/ROVR_Network/status/1998253019431886952)  2025-12-09T04:47Z 5225 followers, 6343 engagements


"What is more stressful in a parking lot Backing out or Looking for a spot Reply with SPOT or REVERSE. 😅 #ROVRNetwork #Community"  
[X Link](https://x.com/ROVR_Network/status/1998527326842163651)  2025-12-09T22:57Z 5225 followers, 1897 engagements


"Extrinsic calibration aligns all sensors into one shared space. If alignment is off the world model is off. #ROVRNetwork #SensorFusion"  
[X Link](https://x.com/ROVR_Network/status/1998572876933292093)  2025-12-10T01:58Z 5225 followers, XXX engagements


"Parking lots challenge autonomy more than highways. They reveal what the system can really handle. (This might be too niche. Do you get it) #ROVRNetwork #AutonomousVehicles"  
[X Link](https://x.com/ROVR_Network/status/1998603582157832669)  2025-12-10T04:00Z 5225 followers, XXX engagements


"School buses require precision and attention. Flashing lights. Children crossing. Stop arm rules. 🚌⚠ Autonomy must handle this flawlessly. #ROVRNetwork #Safety"  
[X Link](https://x.com/ROVR_Network/status/1998785026180218937)  2025-12-10T16:01Z 5225 followers, XXX engagements