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News / Sony AI’s Ace robot takes on elite table tennis players: A new era for physical AI
News

Sony AI’s Ace robot takes on elite table tennis players: A new era for physical AI

Detecting ball spin is a crucial advancement for physical AI in dynamic sports.

Daniel Reed
ByDaniel Reed
AI Research, Safety & Ethics Analyst
Daniel Reed currently works as an AI Research, Safety & Ethics Analyst at Aiholics, writing about how changes in artificial intelligence are affecting and will affect...
- AI Research, Safety & Ethics Analyst
Published: April 22, 2026
5 Min Read
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Table tennis might look like a fast-paced simple game, but it’s actually one of the most skill-intensive sports out there. So when I came across news about Sony AI‘s robot Ace beating elite human players at table tennis, it instantly grabbed my attention.

It’s a remarkable leap in robotics – a robot competing in real-time against players who practice 20 hours a week and coming out on top in multiple matches. This isn’t just some programmed machine following fixed commands; Ace combines lightning-fast perception, smart AI decision-making, and robotic agility to play a game demanding split-second reactions.

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Ace’s secret weapons: perception, AI, and precision hardware

What sets Ace apart from previous table tennis robots is its ability to track the ball’s spin. Most earlier robots struggled to interpret spin, but here, Ace reads those subtle cues and adjusts its returns accordingly. That’s critical because spin heavily influences the ball’s bounce and trajectory.

Its AI “brain” was trained using deep reinforcement learning, allowing it to learn from millions of simulated shots. So instead of relying on preset responses, Ace continuously makes decisions on the fly, adapting to each shot as the game unfolds.

Then there’s the hardware – an eight-jointed, super-agile robotic arm – which executes these decisions with precision and speed that matches or even exceeds high-level human players.

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Facing the pros: When AI meets real-world complexity

In tests, Ace played 13 games against elite amateur players and won 7 of them, clinching three match wins. That’s a huge milestone – it’s one of the best real-world examples of AI reaching high-level play in such a dynamic and demanding physical sport.

Against seasoned professionals from Japan’s league, Ace’s performance was more modest. It won only one game out of seven and lost both matches. But this doesn’t diminish the progress. The robot’s mastery of spin and control allowed it to pull off moves that surprised even seasoned human observers.

“No one else would have been able to do that. I didn’t think it was possible. But the fact that it was possible … means that there is a possibility that a human could do it too.”

This was said by table tennis Olympian Kinjiro Nakamura after watching one of Ace’s shots. It’s a great example of how AI isn’t only a competitor but a potential source of new techniques, inspiring humans to push the boundaries of what’s possible.

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Why Ace matters beyond the table tennis table

Unlike AI systems that excel in virtual games like chess or Go, physical sports pose extraordinary challenges for AI-age robotics. The robot must perceive unpredictable environmental changes instantly and respond with impeccable timing and accuracy.

As Sony AI’s chief scientist Peter Stone highlighted, Ace’s success represents a major milestone—demonstrating AI’s ability to perceive, reason, and act effectively in complex, rapidly changing real-world scenarios. This opens the door to applications beyond sports, like advanced robotic assistance, industry automation, and other tasks requiring speed and precision.

The journey from AI mastering virtual worlds to dominating physical ones is just getting started, but Ace stands out as a beacon showing how far we’ve come. Now, wouldn’t it be exciting to watch two of these robots face off? That would be a sight to behold.

Key takeaways

  • Detecting ball spin is a game-changer for robots playing interactive sports with unpredictable variables.
  • Deep reinforcement learning enables AI to adapt and make spontaneous decisions, going beyond just programmed responses.
  • Physical AI capable of expert-level reaction and precision unlocks new paths for robotics in real-world environments demanding speed and accuracy.

As AI continues to blend perception, learning, and action, the line between human and machine skill in physical tasks blurs. Ace is a vivid glimpse into a future where robots not only assist but challenge and inspire us in new ways.

TAGGED:AIbrainNewsSonysports

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ByDaniel Reed
AI Research, Safety & Ethics Analyst
Daniel Reed currently works as an AI Research, Safety & Ethics Analyst at Aiholics, writing about how changes in artificial intelligence are affecting and will affect scholarship, society, and human civilization. He reports on breakthroughs in AI research, the development of safety frameworks, discussion of long-term risks, and ethical challenges; he also reports on global shifts in policy and governance. Daniel aims to make complex research papers and long-term thinking accessible to the everyday reader without sacrificing nuance. With his thoughtful and analytical style of writing, Daniel translates advanced topics into clear language. He targets questions that really matter: how safe are today's AI systems, what kind of ethical boundaries do we need, and how could exponential progress affect the way education, jobs, governance, and human values are shaped? His articles are often not just expert opinions but also balanced views and insight into emerging debates that define AI's place in the world. Daniel believes responsible AI development begins with awareness, transparency, and informed public conversation. In terms of his work with Aiholics, he encourages readers to look beyond headlines to understand the promise of artificial intelligence but also some of its consequences.
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