Language -controlled robot: Helix from Figure Ai changes everything! Industry, household, future - understanding, learning, executing in real time
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Published on: February 28, 2025 / Updated on: February 28, 2025 – Author: Konrad Wolfenstein

Voice-controlled robots: Helix by Figure AI is changing everything! Industry, household, future – understand, learn, execute in real time – Creative image: Xpert.Digital
The technological breakthrough: Helix ushers in the era of intelligent robotics
Transformation in robotics: Helix and the rise of humanoid AI
Robotics has experienced rapid development in recent years, reaching a new peak with the introduction of Helix, a groundbreaking AI system from Figure AI. Helix represents more than just another technological advancement; it's a paradigm shift in how we think about robots and their interaction with the world. This so-called "Vision-Language-Action" (VLA) model is a revolutionary innovation that brings the dream of the versatile, humanoid robot significantly closer.
What makes Helix so special is its ability to handle complex tasks in real time, solely based on voice commands. Imagine a robot that not only understands your words but also interprets its visual environment and acts accordingly—all without the need for tedious training on specific objects or situations. This ability to generalize is the key to truly useful robots in everyday life.
The technology behind Helix elegantly combines visual perception, natural language processing, and precise motor control into a single, integrated system. This triad of capabilities is crucial for the transition from specialized industrial robots to robots capable of operating in complex, unstructured environments—whether in factories, offices, or even our own homes. With Helix, robotics enters a new era of "general-purpose robotics," where robots can not only perform repetitive tasks but also respond intelligently and flexibly to a wide range of demands.
The significance of this development is underscored by the enormous interest in and investment in Figure AI. An impressive funding round, involving prominent technology companies such as Microsoft, NVIDIA, and Jeff Bezos, demonstrates the immense potential seen in Helix and Figure AI's vision. At the same time, the growing competition from technology giants like Meta, Google DeepMind, and Apple highlights the fact that a race for dominance in AI-powered, humanoid robotics has begun. This competition is a driver of innovation and will significantly advance the development of this technology in the coming years.
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The core of Helix: A dual architecture for intelligence and agility
To understand Helix's remarkable capabilities, a look at its technical architecture is essential. The system is based on an innovative dual-system approach that, in some ways, mirrors the workings of the human brain. One could say that Helix has a "slow-thinking" and a "fast-acting" system that work seamlessly together to enable perception, decision-making, and movement coordination.
System 2: The “Thinker” – Perception and Situational Understanding
The first core component of this architecture is a highly sophisticated, multimodal language model with 7 billion parameters, internally referred to as System 2 (S2). This model is the "brain" of Helix, operating at a frequency of 7-9 Hz. S2 is responsible for processing visual data and voice commands. It analyzes the environment, interprets the user's instructions, and decides which actions the robot should perform.
System 2's strength lies in its ability to generalize. Due to its pre-trained nature, it can understand a wide range of objects and contexts, including those previously unknown to it. This capability is crucial for a robot intended to operate in real-world, dynamic environments where it is constantly confronted with new situations and objects. S2 enables Helix to go beyond simply recognizing familiar objects and develop a genuine understanding of its surroundings and the task at hand.
System 1: The “Doer” – Precise movement and reaction speed
Complementing System 2 is System 1 (S1), a fast and responsive visuomotor control unit with 80 million parameters. S1 is the "doer" of the system, translating the semantic information from S2 into precise and continuous robot movements. With an impressive frequency of 200 Hz, S1 ensures fluid and natural-looking movements, essential for handling objects and interacting with the environment.
While S2 develops plans and makes decisions, S1 is responsible for translating these plans into physical reality. It is the interface between the robot's "thinking" and "action" levels. S1's high update rate allows Helix to react quickly to changes in its environment and adjust its movements in real time, which is crucial for complex manipulation tasks and interaction with humans.
35 degrees of freedom: Masterful control over the robot body
Another remarkable achievement of Helix is its ability to coordinate 35 degrees of freedom simultaneously. This comprehensive control extends from the finest finger movements to the control of the head and torso. Degrees of freedom in robotics refer to the number of independent movement possibilities a robot has. The more degrees of freedom, the more complex and skillful the movements the robot can perform.
Helix's 35 degrees of freedom enable it to handle highly complex manipulation tasks that demand a high degree of precision and dexterity. The robot can control its entire upper body—including wrists, torso, head, and even individual fingers—with high speed and precision. This capability makes Helix one of the most advanced humanoid robots in the world and opens up a wide range of applications previously unattainable for robots.
Demonstration of excellence: Helix in action
Helix's capabilities were impressively showcased in a series of demonstrations. These demonstrations were not only impressive technical displays, but also illustrated the immense potential of the technology for practical applications in everyday life and industry.
Generalized object recognition and manipulation: A robot that understands almost everything
One of Helix's most outstanding features is its ability to recognize and manipulate virtually any small household object without having been previously trained on its specific characteristics. This "generalized object recognition" capability is a significant advancement over conventional robotics systems, which typically require programming for specific tasks and objects.
Demonstration videos from Figure AI show how Helix robots respond to simple voice commands, identifying and grasping the corresponding objects in their environment. In one remarkable example, the command "take the desert object" was given. Without hesitation, the robot selected a toy cactus from a pile of various items, grasped it securely, and placed it down—all based on a single, natural voice command. This demonstration impressively illustrates how intuitively and flexibly Helix can respond to human instructions.
Robot collaboration: Teamwork of the future
Particularly fascinating is Helix's ability to enable multiple robots to work together. In another demonstration, Figure AI presented two robots that sorted food in a kitchen and put it away in a refrigerator. Remarkably, the robots had not been trained on the specific objects they were handling.
The robots passed objects to each other, precisely coordinated their movements, and communicated in an almost human-like manner through head nods and eye contact. This seemingly “telepathic” collaboration, without the need for verbal communication between the robots, demonstrates the system's high level of coordination capabilities. This robotic collaboration opens up entirely new perspectives for more efficient workflows in various industries, from logistics to manufacturing.
Intuitive voice control: Redefining the human-robot interface
Helix's intuitive control via natural language is another key factor in its user-friendliness and broad application potential. Instead of requiring complex programming skills or specific commands, users can simply communicate with the robot in natural language. This intuitive interface opens the door to widespread use of robotics, even by people without technical expertise.
The robot understands instructions like "put the cookies in the drawer" and carries out this task without needing to be shown beforehand what "cookies" are or where the "drawer" is located. This ability to understand language and interpret tasks makes interacting with robots as easy and natural as communicating with a human assistant.
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Efficiency as the key to success: Helix development and training
In addition to its impressive capabilities, Helix is also distinguished by its efficiency in development and training. This efficiency is not only a technical advantage, but also a crucial factor for the economic viability and widespread market launch of the technology.
Minimal training data for maximum performance: A paradigm shift in robot training
A remarkable aspect of Helix is the efficiency of its training process. With just 500 hours of high-quality, teleoperated training data, a system was created that performs tasks with impressive precision and versatility. This stands in stark contrast to conventional robotics systems, which often require thousands of hours of specific demonstrations to achieve comparable capabilities.
This efficiency underscores the system's technical sophistication and points to a paradigm shift in robot training. Instead of laboriously programming or training robots for each individual task, Helix enables an approach where robots can learn from relatively small amounts of data, generalize tasks, and adapt to new situations. This efficiency is crucial for accelerating the development and deployment of robots at scale.
Embedded-capable processing: Autonomy and independence
Another key aspect that makes Helix ideal for practical use is the fact that the entire AI system runs on embedded, energy-efficient GPUs within the robot itself. This on-board processing eliminates the need for a constant connection to powerful external servers, making the robot more autonomous and flexible in various environments.
The ability to perform complex AI calculations locally is a crucial step towards market-ready robotics solutions for the broad consumer market. Robots that can operate independently of external computing power are more reliable, safer, and more privacy-friendly. Furthermore, embedded processing enables more efficient energy consumption, which is of great importance for mobile robots that operate on battery power.
Potential applications: From industry to household use
Helix's versatile capabilities open up a wide range of potential applications that extend far beyond traditional industrial uses. From factories and warehouses to offices and homes, Helix-powered robots could take on a variety of tasks in the future and change our lives in many ways.
Industrial Applications: The Revolution in the World of Work
Figure AI has already partnered with industrial companies like BMW to test its humanoid robots in real-world work environments. In car factories, for example, the robots could assist with handling sheet metal parts or with complex assembly tasks – activities that are currently often performed by humans and can be physically demanding or even dangerous.
With their ability to take over repetitive, monotonous, or dangerous tasks, helix-guided robots could help alleviate labor shortages in various sectors while simultaneously improving workplace safety. The system's flexibility to adapt to new tasks without specific training makes it particularly valuable in dynamic production environments where requirements and processes can change rapidly. Furthermore, robots could be able to perform tasks in environments inaccessible or dangerous to humans, such as disaster relief or space exploration.
Home automation: The dream of the intelligent home assistant
A key objective of Helix's development is the use of humanoid robots in private households. Unlike many other players in the robotics industry, who currently focus primarily on industrial or workplace applications, Figure AI is pursuing a strategically surprising and potentially revolutionary approach with its focus on the home.
The ability of Helix robots to perform everyday tasks such as sorting groceries, stocking the refrigerator, tidying up, doing laundry, or even preparing meals could fundamentally change daily life. The vision is a robot that not only serves as a household helper but also as a companion and assistant in everyday life. Imagine a robot that could brew coffee while you get ready, take the children to school, do the shopping, and care for elderly or disabled family members. Such a "personal robot assistant" could not only simplify daily life but also improve the quality of life for many people.
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Challenges and limitations: The road to perfection is still long
Despite the impressive progress that Helix represents, the technology still faces various challenges and limitations that must be overcome before a broad market launch and widespread use in everyday life can become a reality.
Real-world performance in unstructured environments: The everyday test
A key challenge remains ensuring the reliable performance of humanoid robots in uncontrolled, unstructured environments. While demonstrations in controlled laboratory settings are promising, the real world is more chaotic, unpredictable, and full of surprises. Households are complex environments that differ significantly from the structured and consistent conditions found in warehouses and factories.
The ability of a robot to function reliably in a living room full of playing children, to handle thousands of different objects, to overcome unexpected obstacles, or to react appropriately to unforeseen events remains a challenging task. Helix's robustness and reliability in such real-world scenarios still need to be comprehensively demonstrated.
Technical limitations: speed, battery life, and object complexity
Although Helix demonstrates impressive capabilities, technical limitations remain. These include restrictions regarding the size and weight of manipulable objects, the complexity of longer sequences of actions, and robustness under highly variable environmental conditions such as different lighting conditions or noise levels.
The robots' speed – currently around 1.2 meters per second – is impressive for a robot, but not particularly high compared to human walking speed. Furthermore, the battery life of 5 hours means that the robot can only operate autonomously for half a workday before it needs to be recharged. These technical limitations must be further improved in future development phases to optimize Helix for a wider range of applications and longer operating times in everyday use.
Economic and social factors: affordability and acceptance
In addition to the technical challenges, there are also economic and social aspects to consider that will significantly influence the success and acceptance of humanoid robots like Helix. Figure AI has not yet announced any prices for its robots, suggesting that in its initial phase, the technology may primarily be affordable for large corporations and industrial applications.
The question of affordability for the average consumer is crucial for the widespread adoption of humanoid robots in the home. Furthermore, important social questions arise regarding the impact on the labor market. As robots increasingly take over tasks in factories, warehouses, retail stores, and even offices, this could lead to changes in the world of work and potentially alter or even replace jobs in certain sectors. Society must address these potential impacts and develop strategies to ensure a socially responsible transition to a future with increasing robotics. Ethical questions surrounding the use of autonomous robots, data privacy, and human-robot interaction also need to be carefully discussed and answered to gain public trust and ensure the responsible introduction of this technology.
Market context and competition: A race for the future of robotics
The market for humanoid robots is experiencing dynamic growth, with forecasts predicting an impressive compound annual growth rate of nearly 100% by 2030. Figure AI faces intense competition in this rapidly evolving market from other major players, including some of the world's largest technology companies.
Technology giants in competition: Meta, Google, Apple and others.
Figure AI isn't alone in the race to develop advanced humanoid robots. Tech giants like Meta, Google DeepMind, and Apple are also investing heavily in this field. Meta is planning a major offensive in the humanoid robot sector, with a particular focus on AI-powered household robots. Google DeepMind is present with its own VLA technology called RT-2, which trains robots using a combination of video and large-scale language models. Apple also appears to be active in this area, although perhaps somewhat more cautiously than Meta and Google. Furthermore, Elon Musk is also entering the robotics and AI sector with the release of his "smartest AI model," Grok 3, further increasing the momentum in this field.
This competition between established technology companies and specialized robotics firms like Figure AI is a driver of innovation and will significantly accelerate the development of humanoid robotics in the coming years. Each company pursues its own strategy and focuses on different priorities, resulting in a diversity of technological approaches and potential applications.
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Strategic positioning of Figure AI: Focus on vertical integration
Figure AI has strategically repositioned itself by ending its collaboration with OpenAI and pursuing a vertically integrated strategy, developing both hardware and software in-house. CEO Brett Adcock argued that generic AI models are insufficient to meet the specific requirements of embodied AI—that is, AI integrated into physical robots. This decision underscores Figure AI's approach of developing tailored solutions for the specific challenges of robotics, rather than relying on generic, third-party AI models.
Vertical integration allows Figure AI to optimally coordinate hardware and software development and to optimize the entire system from the ground up for the requirements of humanoid robotics. This approach could give Figure AI a competitive advantage, as it enables greater control over the performance and functionality of the robots and promotes the development of specific AI algorithms tailored to robotics.
Financial support and investments: Confidence in the future of humanoid robotics
The massive financial backing Figure AI has received demonstrates the strong confidence investors have in the technology and the company's potential. With an impressive $675 million funding round involving tech giants like Microsoft, NVIDIA, and Jeff Bezos, Figure AI has substantial resources to advance its vision and accelerate the development and market launch of its robots.
This massive investment sends a clear signal that humanoid robotics is no longer just a futuristic vision, but a real growth market where significant progress and breakthroughs are expected in the coming years. The commitment of technology giants and renowned investors underscores the transformative power of this technology and its potential to fundamentally change our lives and our society.
Future implications and societal impacts: A world with humanoid robots
The development of Helix and similar technologies has the potential to have far-reaching effects on various aspects of our lives, from the way we work and do business to our everyday lives at home and our social interactions.
Transformation of the working world: Humans and robots in a new partnership
Humanoid robots like those from Figure AI could fundamentally change the world of work. They could take over repetitive, monotonous, dangerous, or physically demanding tasks, potentially leading to improved working conditions and a reduction in the burden on human labor. At the same time, however, there is a legitimate concern about job losses, particularly in industries with a high proportion of manual labor.
The challenge will be to find a balance where technology complements human labor rather than completely replacing it. One possible vision of the future is a working world in which people can focus on more demanding, creative, and interpersonal tasks, while robots take over routine and physically strenuous work. This could lead to increased productivity, improved work quality, and a new form of human-robot partnership.
Changing domestic life: The intelligent home assistant in everyday life
The vision of a robot that takes over household tasks and acts as an intelligent home assistant could significantly change domestic life. From relieving us of tedious routine tasks like cleaning, washing, and cooking to supporting elderly or disabled people in their daily lives – the potential applications are diverse and could make life easier and more enriching for many.
The idea of having a “tireless and always-available helper that takes over the most boring and repetitive tasks” could free up valuable time that people could use for other activities, their families, hobbies, or personal development. However, the acceptance of such robots in the home environment will depend heavily on factors such as cost, ease of use, perceived safety, data privacy, and trust in the technology.
Ethical and security considerations: Responsible use of autonomous technology
With the increasing integration of AI-controlled robots into our daily lives, new ethical questions and safety concerns arise that must be carefully discussed and addressed. The possibility of malfunctions, misinterpretations of commands, or unforeseen behavior by autonomous robots raises safety concerns, especially when robots operate with potentially dangerous tools or near vulnerable groups such as children or the elderly.
Developing robust safety standards, ethical guidelines, and clear lines of accountability will be crucial to gaining public trust and ensuring the responsible adoption of this technology. Issues of data privacy, algorithmic fairness, and the potential bias of AI systems must also be addressed to ensure that humanoid robots are used for the benefit of society and do not lead to new forms of inequality or discrimination.
The future of robotics has begun
Helix represents a significant advancement in the development of humanoid robots and marks an important milestone on the path to versatile, adaptive, and user-friendly robotic systems. The combination of visual perception, speech understanding, and precise motor control in a single, integrated system opens up new possibilities for the use of robots in a wide range of fields, from industry to the home.
The efficiency of the training process, the ability to generalize, and the intuitive voice control represent a paradigm shift in robotics and pave the way for broader application and acceptance of robots in everyday life. Instead of having to be laboriously programmed or trained for each new task, Helix-controlled robots can adapt to different situations, respond to natural voice commands, and operate in complex, unstructured environments.
Despite the impressive progress, challenges remain. Reliable performance in unstructured environments, technical limitations, economic factors, social acceptance, and ethical questions still need to be addressed before humanoid robots can become a common sight in our homes and workplaces.
With the ongoing development of technologies like Helix, the growing interest, and the massive investments in this field, the vision of ubiquitous, helpful humanoid robots seems closer to reality than ever before. The coming years will show how quickly and to what extent this vision becomes a reality and how it will change our lives, our work, and our society. The journey into the future of robotics has only just begun, and Helix is at the forefront of this exciting development.
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