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NVIDIA Veteran Discusses the Future of Physical AI Beyond Robotics

NVIDIA Veteran Discusses the Future of Physical AI Beyond Robotics

Sable Maranth

Edited by Sable Maranth

Regulation & Business · Updated October 17, 2026

Amulya Vishwanath, a former product marketing lead at NVIDIA for robotics platforms, argues that the current state of robotics is akin to a 'Lego era' where foundational components are still being developed. This perspective challenges the notion that robotics is on the verge of a breakthrough powered by general foundation models. Vishwanath's insights highlight the ongoing need for innovation in basic robotics elements such as actuators and safety standards.

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Why it matters

  • ✓Developers need to focus on building robust foundational components for robotics, as the current market is still in the early stages of development.
  • ✓Product teams should be aware that the integration of advanced AI in robotics may take longer than anticipated, affecting project timelines and expectations.
  • ✓Investors and builders should consider the importance of investing in basic robotics technologies rather than solely focusing on high-level AI applications.

Introduction

Amulya Vishwanath, who previously led product marketing for NVIDIA’s robotics platforms, has recently shared insights on the current state and future of physical AI, emphasizing that it encompasses much more than just robotics. His perspective sheds light on the foundational work that still needs to be done in the robotics space, which is often overlooked in discussions about advanced AI applications.

What happened

In a recent discussion, Vishwanath characterized the current phase of robotics as being in its 'Lego era.' He explained that the industry is still rebuilding essential components such as actuators, robotic hands, software, and safety standards. This assertion stands in stark contrast to the prevailing belief that robotics is on the brink of a major leap forward, driven by general foundation models that could revolutionize the field.

Vishwanath's comments highlight a crucial aspect of the robotics industry: while there is significant excitement surrounding AI's potential, the practical implementation of robotics technology is still very much in its infancy. The implication is that many of the foundational elements that support advanced robotics applications are not yet fully developed or standardized.

Why it matters

Vishwanath's insights have several concrete implications for various stakeholders in the robotics and AI sectors:

  • Developers: They should prioritize creating and refining foundational components for robotics, as the current market is still in the early stages of development. This focus will be essential for future advancements in the field.
  • Product Teams: Awareness of the extended timeline for integrating advanced AI into robotics is crucial. Teams may need to adjust project timelines and expectations accordingly, as the foundational work is still ongoing.
  • Investors and Builders: There is a need to invest in basic robotics technologies rather than solely focusing on high-level AI applications. Understanding the importance of foundational elements can lead to more informed investment decisions and project planning.

Context and caveats

Vishwanath's perspective is particularly relevant given the rapid advancements in AI technologies and the increasing interest in robotics across various industries. However, it is important to note that while there is a strong push towards integrating AI into robotics, the foundational work must be completed to ensure that these technologies are safe, effective, and reliable.

The notion that robotics is in a 'Lego era' serves as a reminder that the excitement surrounding AI should not overshadow the critical need for development in basic components. As the industry evolves, the focus on foundational elements will be key to unlocking the full potential of robotics and AI.

What to watch next

As the robotics industry continues to develop, stakeholders should keep an eye on several key areas:

  • Advancements in foundational technologies: Watch for innovations in actuators, sensors, and safety standards that could pave the way for more advanced robotics applications.
  • Investment trends: Monitor how investment flows into basic robotics technologies versus high-level AI applications. This could indicate where the industry is heading and where opportunities may arise.
  • Regulatory developments: As robotics technology evolves, regulatory frameworks will also need to adapt. Keeping abreast of these changes will be essential for compliance and safety.

In conclusion, Amulya Vishwanath's insights provide a valuable perspective on the current state of robotics and physical AI. By understanding that the industry is still in its foundational stages, developers, product teams, and investors can better navigate the challenges and opportunities that lie ahead.

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