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Fancy humanoid robot no longer walks like it urgently needs a toilet
'Years' of training in simulation helped the Figure bipedal robot walk more like a real human. Human-looking bipedal robots can already run, jump, breakdance, punch, and generally perform broad feats of athletic prowess most humans could only dream of. One thing they are still pretty bad at though
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Watch eerie video of humanoid robot 'army' marching naturally, thanks to a major AI upgrade
Figure 02's human-like gait is the product of the company's simulated reinforcement learning system, and is just the beginning of its plans to make its robots perform physical tasks more naturally. A U.S. robotics company has used artificial intelligence (AI) to give its humanoid robots a more
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Figure's humanoid robot no longer walks like it needs the bathroom
We've recently seen humanoid robots that can cartwheel, kung-fu kick, and front flip, but such attention-grabbing stunts aren't the goal of California-based Figure AI. Instead, its team of roboticists is focusing on designing an AI-powered bot that can move quickly and reliably and get things
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Figure AI's 02 Humanoid Can Now Walk Naturally Like a Human
The company has achieved this through an end-to-end neural network trained using reinforcement learning. Figure AI, the California-based robotics company, has introduced a humanoid robot capable of walking with human-like movements. The breakthrough, announced on Tuesday, aims to enhance the
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Figure AI Uses Reinforcement Learning to Teach Robots to Walk Naturally
Figure AI has developed a new humanoid robotic natural walking capability for its humanoid robots, leveraging reinforcement learning (RL) and simulation-based training. This approach enables the humanoid robots to walk with human-like gait patterns, ensuring robust and adaptable locomotion across
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Figure AI has developed a more natural walking gait for its humanoid robot using reinforcement learning and AI simulation, marking a significant advancement in robotics and AI.

Figure AI, a California-based robotics company, has made a significant leap in humanoid robot technology by developing a more natural walking gait for its Figure 02 robot. This advancement addresses one of the long-standing challenges in robotics: making bipedal robots walk in a human-like manner
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.The company achieved this breakthrough using reinforcement learning and AI simulation. By creating thousands of virtual humanoid robots in a simulated environment, Figure AI was able to compress years of training into just days . The robots were rewarded for actions that closely resembled human movement, such as synchronized arm swings, heel strikes, and toe-offs
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.This "Learned Natural Walking" model was then applied to the physical Figure 02 humanoid robot. The result is a more natural stride, particularly noticeable in the heel and lower leg movements
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.This development is particularly noteworthy as it addresses a phenomenon known as Moravec's Paradox. This paradox observes that while robots can excel at complex tasks like chess, they often struggle with simple human actions like walking naturally or gripping objects without crushing them
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.Figure AI's advancements have significant implications for the deployment of humanoid robots in various industries:
The company has already tested its robots in a BMW manufacturing facility in South Carolina
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.Figure AI plans to scale up production and deploy more robots to commercial customers
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.The company aims to introduce robots into home environments, potentially accelerating this timeline by two years
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The Figure 02 robot stands at 5 feet 6 inches (168 cm), weighs 154 pounds (70 kg), and can operate for about five hours on a single charge
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. The robot's natural walking ability is achieved through an end-to-end neural network trained via reinforcement learning in a high-fidelity physics simulator4
.This development positions Figure AI as a significant competitor in the humanoid robotics space, alongside companies like Tesla, Agility Robotics, and Chinese competitors such as UBTECH Robotics and Unitree Robotics
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. The company's focus on natural movement and practical applications could accelerate the adoption of humanoid robots in various industries, potentially addressing labor shortages and safety concerns5
.Summarized by
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