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4/ Rubik’s Cube solving has been a long-standing challenging benchmark for robotic manipulation. The task requires fine-grained control under the geometric and kinematic constraints imposed by the cube itself. Prior state-of-the-art is still the single-handed solver from OpenAI’ in 2019. For the first time, we can solve a Rubik's... show more

Genesis AI

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46,869 views • 2 months ago •via X (Twitter)

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Five years ago, OpenAI trained a 5-fingered humanoid hand to solve a Rubik’s Cube using RL and domain randomization, pushing the boundaries of sim-to-real for fine-motor tasks. It underscored the value of creating sufficiently complex simulated worlds in which robots can learn.

Five years ago, OpenAI trained a 5-fingered humanoid hand to solve a Rubik’s Cube using RL and domain randomization, pushing the boundaries of sim-to-real for fine-motor tasks. It underscored the value of creating sufficiently complex simulated worlds in which robots can learn.

The Humanoid Hub

66,761 views • 1 year ago

.Noah Clowney vs. the Rubik’s Cube — can he solve it in under a minute tho? 👀🧩 Don’t miss the latest Nets Pod, presented by Ticketmaster, with sarah kustok →

.Noah Clowney vs. the Rubik’s Cube — can he solve it in under a minute tho? 👀🧩 Don’t miss the latest Nets Pod, presented by Ticketmaster, with sarah kustok →

Brooklyn Nets

30,536 views • 8 months ago

At this point, I’m so deep into vibe coding that I ended up building a cyberpunk 3D Rubik’s Cube game with multiple skins and a 3D AI assistant to help you solve the cube 😎 It’s built using Three.js with matrix mathematics, GLSL shaders, raycasting, and a hybrid shadow system, all developed in Google AI Studio using Gemini 3 Pro. With features, - Automatically rotating Rubik’s Cube in the hero section that continuously solves unsolve itself infinitely - Ability to switch between different themes - Interactive gameplay with drag and drop axis rotations - Keyboard controls for cube movements - 3D AI assistance to help you solve the cube when you get stuck - Built in timer with a stylish completion ticket that confirms when the cube is solved - smooth animations using GSAP Go rubik yourself :) Live: Code:

At this point, I’m so deep into vibe coding that I ended up building a cyberpunk 3D Rubik’s Cube game with multiple skins and a 3D AI assistant to help you solve the cube 😎 It’s built using Three.js with matrix mathematics, GLSL shaders, raycasting, and a hybrid shadow system, all developed in Google AI Studio using Gemini 3 Pro. With features, - Automatically rotating Rubik’s Cube in the hero section that continuously solves unsolve itself infinitely - Ability to switch between different themes - Interactive gameplay with drag and drop axis rotations - Keyboard controls for cube movements - 3D AI assistance to help you solve the cube when you get stuck - Built in timer with a stylish completion ticket that confirms when the cube is solved - smooth animations using GSAP Go rubik yourself :) Live: Code:

The Bugged Dev

15,434 views • 6 months ago

I mean, the SKILL it takes for someone to first be able to solve a Rubik’s cube and then also do this is incredibly impressive 😳

I mean, the SKILL it takes for someone to first be able to solve a Rubik’s cube and then also do this is incredibly impressive 😳

PenasaranGa

34,598 views • 14 days ago

Max Park is the speed cubing goat 🐐 On Sunday, he set a new world record for the fastest time to solve a 3x3x3 cube at 3.13 seconds. He smashed the record by 0.4 seconds. It means he now has the fastest times to solve a 3x3x3, 4x4x4, 5x5x5, 6x6x6 and 7x7x7 cube.

Max Park is the speed cubing goat 🐐 On Sunday, he set a new world record for the fastest time to solve a 3x3x3 cube at 3.13 seconds. He smashed the record by 0.4 seconds. It means he now has the fastest times to solve a 3x3x3, 4x4x4, 5x5x5, 6x6x6 and 7x7x7 cube.

Guinness World Records

219,330 views • 3 years ago

The "reality gap" is narrowing. Sanctuary AI has demonstrated a sim-to-real breakthrough: "zero-shot" transfer for complex in-hand manipulation. By leveraging high-DOF hydraulic hands, the company successfully reoriented a cube in the physical world using a policy trained entirely in simulation.

The "reality gap" is narrowing. Sanctuary AI has demonstrated a sim-to-real breakthrough: "zero-shot" transfer for complex in-hand manipulation. By leveraging high-DOF hydraulic hands, the company successfully reoriented a cube in the physical world using a policy trained entirely in simulation.

Humanoids daily

12,391 views • 4 months ago

Tesla Optimus can arrange batteries in their factories, ours can do skincare (on Yuzhe Qin)! We opensource Bunny-VisionPro, a teleoperation system for bimanual hand manipulation. The users can control the robot hands in real time using VisionPro, flexible like a bunny. 🐇 We also have kitchen tasks, playing Rubik's Cube, and dynamic motion tasks. Imitation learning policies are trained on sweeping with a broom, serving a drink, and wiping glasses. Check our website for more details: The project is led by Runyu Ding Runyu Ding, Yuzhe Qin Yuzhe Qin , and Jiyue Zhu

Tesla Optimus can arrange batteries in their factories, ours can do skincare (on Yuzhe Qin)! We opensource Bunny-VisionPro, a teleoperation system for bimanual hand manipulation. The users can control the robot hands in real time using VisionPro, flexible like a bunny. 🐇 We also have kitchen tasks, playing Rubik's Cube, and dynamic motion tasks. Imitation learning policies are trained on sweeping with a broom, serving a drink, and wiping glasses. Check our website for more details: The project is led by Runyu Ding Runyu Ding, Yuzhe Qin Yuzhe Qin , and Jiyue Zhu

Xiaolong Wang

90,902 views • 2 years ago

Late to the game, but I finally took the GitHub Copilot app for a spin tonight… wow. In a few prompts & few minutes, I had a self-solving 3D Rubik’s Cube visualizer + solver with smooth animations, speed controls, and GitHub contribution graph mode 🤯

Late to the game, but I finally took the GitHub Copilot app for a spin tonight… wow. In a few prompts & few minutes, I had a self-solving 3D Rubik’s Cube visualizer + solver with smooth animations, speed controls, and GitHub contribution graph mode 🤯

Lee Reilly

32,275 views • 1 month ago

The Ministry of Health and Wellness recently visited the Darliston Health Centre in Westmoreland, where residents and staff have been affected by the aftermath of Hurricane Melissa. The Bhishm Cube, donated by the Government of India, was utilized to support patient care and treatment at the facility. Stay tuned to our pages for a demonstration of the Bhishm Cube in action.

The Ministry of Health and Wellness recently visited the Darliston Health Centre in Westmoreland, where residents and staff have been affected by the aftermath of Hurricane Melissa. The Bhishm Cube, donated by the Government of India, was utilized to support patient care and treatment at the facility. Stay tuned to our pages for a demonstration of the Bhishm Cube in action.

MOHW JA

12,464 views • 8 months ago

🇺🇸 ROBOTS ARE NOW YOUR FARMERS IN PHOENIX Apollo Farm, the world’s first robotic vertical farm, is cranking out greens for Whole Foods like a cyberpunk salad factory straight out of The Matrix. This AI-powered Rubik’s Cube of veggies grows crops in 15 days, guzzles 95% less water, and doesn’t even need soil. Forget farmers, your spinach is now being raised by the robot overlords. Source: Mashable

🇺🇸 ROBOTS ARE NOW YOUR FARMERS IN PHOENIX Apollo Farm, the world’s first robotic vertical farm, is cranking out greens for Whole Foods like a cyberpunk salad factory straight out of The Matrix. This AI-powered Rubik’s Cube of veggies grows crops in 15 days, guzzles 95% less water, and doesn’t even need soil. Forget farmers, your spinach is now being raised by the robot overlords. Source: Mashable

Mario Nawfal

166,947 views • 1 year ago

Every beautiful story has an ending. We honor 10 years of history-making, record-breaking and ever-lasting achievements with CUBE Bikes 🚴 Our journey together began in 2015, and since then, we shared many milestones, rising to the WorldTour and reaching first place in the UCI World Ranking in February 2023. From winning the Amstel Gold Race in the early years of our collaboration to the historic wins in Gent-Wevelgem, the Giro d'Italia, Tour de France, the Vuelta and the German national title, our partnership has been defined by iconic victories that reflect both sporting progress and technical excellence. Together, we celebrated over 120 victories, including 9 in the Grand Tours, making History in the Tour de France 2024, winning the Green Jersey and three stages. Throughout this partnership, the close technical cooperation with CUBE has played a crucial role in the team’s continuous growth and in the many victories achieved across disciplines and terrains : in the mountains, on the cobbles, in sprints, in time trials and in the mud alike. Our partnership extended beyond the WorldTour squad. Since 2023, our development team Wanty-NIPPO-ReUz has raced on CUBE bikes, providing young riders with the same high-performance technology as the elite level. In cyclocross, theCharles Liégeois Roastery CX has been competing with CUBE bikes since 2019, producing multiple World, European, and national champions. We look back with great pride on what we achieved together. We are grateful to CUBE Bikes for their trust, professionalism, and technical expertise throughout this decade-long successful partnership.

Every beautiful story has an ending. We honor 10 years of history-making, record-breaking and ever-lasting achievements with CUBE Bikes 🚴 Our journey together began in 2015, and since then, we shared many milestones, rising to the WorldTour and reaching first place in the UCI World Ranking in February 2023. From winning the Amstel Gold Race in the early years of our collaboration to the historic wins in Gent-Wevelgem, the Giro d'Italia, Tour de France, the Vuelta and the German national title, our partnership has been defined by iconic victories that reflect both sporting progress and technical excellence. Together, we celebrated over 120 victories, including 9 in the Grand Tours, making History in the Tour de France 2024, winning the Green Jersey and three stages. Throughout this partnership, the close technical cooperation with CUBE has played a crucial role in the team’s continuous growth and in the many victories achieved across disciplines and terrains : in the mountains, on the cobbles, in sprints, in time trials and in the mud alike. Our partnership extended beyond the WorldTour squad. Since 2023, our development team Wanty-NIPPO-ReUz has raced on CUBE bikes, providing young riders with the same high-performance technology as the elite level. In cyclocross, theCharles Liégeois Roastery CX has been competing with CUBE bikes since 2019, producing multiple World, European, and national champions. We look back with great pride on what we achieved together. We are grateful to CUBE Bikes for their trust, professionalism, and technical expertise throughout this decade-long successful partnership.

Lotto-Intermarché

91,398 views • 9 months ago

dbrand has sold out of both versions of its Companion Cube case for the Steam Machine. >The full Companion Cube version costs 129.95 dollars. It includes a special box that looks like a test chamber, a skin for the Steam Controller, and other extras. >The simpler Poverty Cube version costs 99.95 dollars and comes with basic cardboard packaging. Both versions sold out quickly on the dbrand website even though the Steam Machine itself is not shipping until summer 2026.

dbrand has sold out of both versions of its Companion Cube case for the Steam Machine. >The full Companion Cube version costs 129.95 dollars. It includes a special box that looks like a test chamber, a skin for the Steam Controller, and other extras. >The simpler Poverty Cube version costs 99.95 dollars and comes with basic cardboard packaging. Both versions sold out quickly on the dbrand website even though the Steam Machine itself is not shipping until summer 2026.

Pirat_Nation 🔴

75,306 views • 1 month ago

Introducing 𝗥𝗼𝗯𝗼𝗣𝗶𝗮𝗻𝗶𝘀𝘁 🎹🤖, a new benchmark for high-dimensional robot control! Solving it requires mastering the piano with two anthropomorphic hands. This has been one year in the making, and I couldn’t be happier to release it today! Some highlights below:

Introducing 𝗥𝗼𝗯𝗼𝗣𝗶𝗮𝗻𝗶𝘀𝘁 🎹🤖, a new benchmark for high-dimensional robot control! Solving it requires mastering the piano with two anthropomorphic hands. This has been one year in the making, and I couldn’t be happier to release it today! Some highlights below:

Kevin Zakka

259,990 views • 3 years ago

Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.

Milestone! We (robotic arms for gadgets assembly) finished the first commercial order, which brought the first revenue. Here are some learnings from this: The customer was a smart toy manufacturer. The task was to add a heatsink to Raspberry Pi. We received parts from them and returned the assembled modules back. Currently, it's done by teleoperation. Later it will be done by a remote employee via the Internet. Then it will be automated action by action, reducing the operator's time on this and making the task profitable. ps. If you have an assembly task that we can do for you asynchronically - leave a comment below. Learning 1. It's possible! This task which is usually done by the human arm with 5 fingers can be done with a two-finger gripper with the addition of a couple of simple tooling. The task was not simplified. We peeled off thin films from stickers, unpacked paper boxes, moved PCB boards full of components, etc. And no unsolvable problems have been encountered yet. Challenges: 1) The paper box shifted during the opening Solved with the plastic walls that you can lean against 2) Heat pad, stuck to the gripper instead of heat sync. Can be solved by gripper with a pump, but this time solved with the patience of the operator 3) The film on the pad is very thin. Turned out that sub-millimeter arm precision is enough to peel it off with just a regular gripper. 4) The working area has not enough space. You'll only know this by doing real tasks in bulk. This could be solved by an extra pair of long arms, but in this case, solved with the patience of the operator. I think that in the end, we will have 5-10 types of universal tooling and 5-10 types of grippers to solve almost all the problems in such assembly tasks. Learning 2. It's slow. It took 5 times more time, than doing it with human hands. But the good news is there's a lot of room for improvement. We now have specific “time for task” metrics, which we will decrease with iterations. The main reasons for slowness: 1) To rotate the gripper to a steep angle you are forced to control one robot arm with two hands instead of using both arms. We can fix this by just making more room for rotations. 2) Grabbing PCB board with two arms is hard. A slight difference in rotation can break the board, and it's hard to control these angles visually. To solve this, the best way is to use force feedback so you can feel the pressure applied to the item. 3) Accuracy and steadiness is still can be improved We will try a metal version and double the motors to do this. 4) It is physically difficult for the human hands to move with such precision To solve this, we will add a pad for the hands like in surgical robots Learning 3. It's a good business model The "Factory in the cloud" is a good business model for this stage. You send us parts and we send back assembled modules. Currently, it's more convenient than sending a robot to your place, as we can iterate/fix the robot quickly and utilize it 100% of the time. When we polish the set-up over time - we can send robots to your place. So if we can assemble something for you in the USA with Chinese prices by using modern automation - leave a comment below.

Igor Kulakov

37,266 views • 1 year ago

“This dude Bam is different. Like trying to solve a Rubik’s Cube. It’s always so hard to spar him. You think you’re solving it and then the next thing you know, all the colors are mixed around…now you’re kind of in a panic.” Albert “Chop” Gonzalez on Bam Rodriguez’s brilliance.

“This dude Bam is different. Like trying to solve a Rubik’s Cube. It’s always so hard to spar him. You think you’re solving it and then the next thing you know, all the colors are mixed around…now you’re kind of in a panic.” Albert “Chop” Gonzalez on Bam Rodriguez’s brilliance.

Sean Zittel

26,679 views • 4 months ago

🇺🇸 STUDENTS DESTROYS MITSUBISHI’S CUBE RECORD: FASTER THAN A BLINK Mitsubishi held the world record… until some Purdue undergrads said, “watch this.” Their robot solves a Rubik’s Cube in under 200 milliseconds, faster than your eyeballs, your reflexes, or your last excuse in math class. By the time you say “wait, what’s it doing?” it’s already flexing on you. Source: Purdue University College of Engineering

🇺🇸 STUDENTS DESTROYS MITSUBISHI’S CUBE RECORD: FASTER THAN A BLINK Mitsubishi held the world record… until some Purdue undergrads said, “watch this.” Their robot solves a Rubik’s Cube in under 200 milliseconds, faster than your eyeballs, your reflexes, or your last excuse in math class. By the time you say “wait, what’s it doing?” it’s already flexing on you. Source: Purdue University College of Engineering

Mario Nawfal

221,792 views • 1 year ago

Coming soon to mjlab and a long time in the making: RGB-D camera rendering! We can solve cube lifting with the YAM arm from 32×32 RGB frames in about <5 minutes of wall-clock time. Here's a clip showing emergent "search" behavior along with our upcoming viser visualization.

Coming soon to mjlab and a long time in the making: RGB-D camera rendering! We can solve cube lifting with the YAM arm from 32×32 RGB frames in about <5 minutes of wall-clock time. Here's a clip showing emergent "search" behavior along with our upcoming viser visualization.

Kevin Zakka

18,226 views • 7 months ago

🌀 Portal Question: What happens if you press a moving portal down over a point/rigidbody/cube, connected to a non-moving portal on the wall? Do you know the answer to the 'Portal Dilemma'? > the cube comes out of the stationary portal, and... 🔵🅰️ ...simply falls or plops down due to gravity. 🟠🅱️ ...comes hurtling/ejected/flying out. Scenario: a 'hydraulic' press with a portal on its surface descends over a stationary cube below it. The vertically descending portal is linked seamlessly to another static portal (example, on the wall to the side). By the time the portal from above exactly finishes slamming down over the cube, what is the state of the cube? Is it A, or B? Or perhaps, you have some other answer? I'm curious to know how you reason about this! 🧠 Consider: this 'dilemma' (popularly) seems to originate from Valve's game, Portal (2007). Simplifying the scenario to an infinite point or "atom" (rather than an actual cube structure) may offer something of insight...

🌀 Portal Question: What happens if you press a moving portal down over a point/rigidbody/cube, connected to a non-moving portal on the wall? Do you know the answer to the 'Portal Dilemma'? > the cube comes out of the stationary portal, and... 🔵🅰️ ...simply falls or plops down due to gravity. 🟠🅱️ ...comes hurtling/ejected/flying out. Scenario: a 'hydraulic' press with a portal on its surface descends over a stationary cube below it. The vertically descending portal is linked seamlessly to another static portal (example, on the wall to the side). By the time the portal from above exactly finishes slamming down over the cube, what is the state of the cube? Is it A, or B? Or perhaps, you have some other answer? I'm curious to know how you reason about this! 🧠 Consider: this 'dilemma' (popularly) seems to originate from Valve's game, Portal (2007). Simplifying the scenario to an infinite point or "atom" (rather than an actual cube structure) may offer something of insight...

Mirza Beig

30,226 views • 11 months ago

**The Orion Cube** Since Eisenhower received the translucent 8 cm Orion Cube from the P-52 faction in 1954 as part of the Greada Treaty, every U.S. president has been quietly passed the artifact under P A. It is not a mere relic. It is a living quantum interface — a crystalline lattice that stores and projects probable timelines using the same ER=EPR wormhole principles detailed in the declassified DIA 2010–2018 papers. John G. Trump reviewed Tesla’s scalar-wave notes in 1943; those equations became the Cube’s activation key. When activated with focused presidential intent, it opens micro-wormholes stabilized by Casimir negative energy, allowing direct communion with interdimensional noospheric beings — the Orange from Barnard’s Star, the J-Rods, and the Echoes. Trump now holds it. He is using it to collapse the bloodline harvest timeline. Quantum coherence doesn’t lie. The Cube shows the final convergence is here. The war in Heaven is no longer hidden.

The Orion Cube Since Eisenhower received the translucent 8 cm Orion Cube from the P-52 faction in 1954 as part of the Greada Treaty, every U.S. president has been quietly passed the artifact under P A. It is not a mere relic. It is a living quantum interface — a crystalline lattice that stores and projects probable timelines using the same ER=EPR wormhole principles detailed in the declassified DIA 2010–2018 papers. John G. Trump reviewed Tesla’s scalar-wave notes in 1943; those equations became the Cube’s activation key. When activated with focused presidential intent, it opens micro-wormholes stabilized by Casimir negative energy, allowing direct communion with interdimensional noospheric beings — the Orange from Barnard’s Star, the J-Rods, and the Echoes. Trump now holds it. He is using it to collapse the bloodline harvest timeline. Quantum coherence doesn’t lie. The Cube shows the final convergence is here. The war in Heaven is no longer hidden.

IWNH

65,515 views • 3 months ago