AI Beats Human in a Game of Physical Skill, Marking a Significant Milestone

AI Beats Human at a Game of Physical Skill

A robot with artificial intelligence beat people at a game of Labyrinth marbles. This is the first time a machine has shown it can learn and be physically skilled at the same time.
 
You have to move a marble around a set of obstacles and keep the ball from falling into any of the holes. This game takes skill, patience, and a light touch.
 
The record time to get through the maze is 15.41 seconds, set by Lars Goran Danielsson of Sweden, who has played the game for 35 years.
 
But CyberRunner, a robot made by experts at ETH Zurich in Switzerland, ran a time of 14.48 seconds after only six hours of practice.
 
Prof. Raffaello D’Andream of Dynamic Systems and Control at ETH Zurich said, “It’s not just about beating people at games.” You have to be very physically skilled and quick to beat people at a game.
 
“It was important that the first model let a machine beat a person at a game. It’s not just a change of task that we’re making here. We’re adding measurements and more lines that need to be broken.
 
Labyrinth is a board game that was first made by the British company Brio in 1946. The marble moves on tipped or tiled boards that are handled by two handles.
 
Even though the game is pretty simple, you need to be good at fine motor skills and spatial thinking to get good at it, and it takes a lot of practice to get good at it.
 
The robot moves the handles with two motors, and a camera on top of the board lets it see how it’s doing.
 
CyberRunner learns by doing, just like people do. It figures out which behaviors and techniques work best by doing them over and over again. This is called model-based reinforcement learning.
 
Computer scientists were surprised to learn that CyberRunner’s first instinct was to cheat, skipping parts of the maze to get through it faster.
 
A doctoral student at ETH Zurich named Thomas Bi said, “It’s interesting that CyberRunner found shortcuts naturally as it learned.” Some parts of the puzzle were skipped so it could “cheat.”
 
“We had to step in and tell it very clearly not to use any of those short-cuts.”
 
AI has been beating people for a long time. In 1997, it beat grandmaster Garry Kasparov in chess, winning its first competition.
 
AlphaGo, an AI system from Google DeepMind, beat Lee Sedol, the world champion at Go, in 2016. It did this by coming up with new moves that no one had seen before.
 
Experts say that this new discovery is the first time that AI has been used physically to beat a person.
 
Bi also said, “The AI robot beats the previous fastest recorded time, which was set by a very skilled human player, by more than 6%.”
 
The team is going to soon share the CyberRunner’s code and hardware information.
 
The work was written up in a paper that was put on the arxiv.org preprint website.

Subscribe to Our Newsletter

Related Articles

Top Trending

Notion vs Obsidian personal productivity tool
Notion vs Obsidian: Which One Wins for Long-Term Knowledge?
ai audio and voice generation guide
AI Audio and Voice Generation Guide: Create Voices and Music with AI
alphabet teaching myths
9 Common Alphabet Teaching Myths Parents Still Believe
A person speaking into a microphone with glowing audio waves passing through an AI chip to display real-time text transcription and positive sentiment analysis metrics on a screen.
Sentiment Analysis Explained: How Machines Read Emotion in Text
Scrum explained
Scrum Explained: Roles, Rituals, and Where It Goes Wrong

Technology & AI

Notion vs Obsidian personal productivity tool
Notion vs Obsidian: Which One Wins for Long-Term Knowledge?
ai audio and voice generation guide
AI Audio and Voice Generation Guide: Create Voices and Music with AI
A person speaking into a microphone with glowing audio waves passing through an AI chip to display real-time text transcription and positive sentiment analysis metrics on a screen.
Sentiment Analysis Explained: How Machines Read Emotion in Text
Scrum explained
Scrum Explained: Roles, Rituals, and Where It Goes Wrong
Digital marketing strategies for startups shown through analytics dashboards and campaign planning tools that help explain coordinated online growth.
15 Proven Digital Marketing Strategies for Startups to Fuel Growth

GAMING

Ways to Reduce Game Development Costs
12 Ways Studios Cut Game Development Costs
NFT game development cost
How Much Does NFT Game Development Cost? A Realistic Budget Breakdown
Reasons Why You No Longer Need the Best Roblox AI Scripter
Forget Best Roblox AI Scripter: 10 Reasons Why You No Longer Need It
Blockchain Platforms for Game Development
The 9 Best Blockchain Platforms for Game Development
Free Game Engines for Beginners
Top 10 Best Free Game Engines for Beginners

Business & Marketing

manufacturer vs supplier vs broker
Manufacturer, Supplier or Broker: How to Verify Who is Actually Building What You Buy
How To Start A Digital Marketing Consultancy From Scratch
How To Start A Digital Marketing Consultancy From Scratch
Ecommerce Data Analysis with Claude
The Complete Guide to Ecommerce Data Analysis with Claude
SaaS valuation decline
Why $50B SaaS Valuations Won't Survive: 10 Top Reasons Explained
Enterprise AI Agent Strategy
The Age of AI Agents: How to Build an Enterprise AI Agent Strategy

EdTech & E-Learning

How EdTech Will Transform Everyday Life
How EdTech Will Transform Everyday Life: 10 Ways Are Explained
Primavera Online School
Primavera Online School Celebrates 25 Years of Results as Class of 2026 Tops 1,000 Graduates
Adaptive Learning
What Is Adaptive Learning and How Does It Personalize Education?
How Online Assessment Prevents Cheating
How Online Assessment Prevents Cheating Without Overreaching
Counting games for kids shown through a preschool child using blocks, counting bears, toy animals, dice, and snacks, helping readers quickly understand how hands on play builds early number skills
7 Hands-On Counting Games for Kids That Make Numbers Stick

Software & Apps

Notion vs Obsidian personal productivity tool
Notion vs Obsidian: Which One Wins for Long-Term Knowledge?
ai audio and voice generation guide
AI Audio and Voice Generation Guide: Create Voices and Music with AI
AI tool features bloat shown through a central AI workspace crowded by extra tools, helping viewers understand growing product complexity.
Why AI Tool Features Bloat Is Ruining Modern Product Strategy
best note-taking apps for every thinker
10 Best Note-Taking Apps for Every Kind of Thinker
Recoverit Data Recovery Review A Practical Option for Lost Files
Recoverit Data Recovery Review: A Practical Option for Lost Files