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

Offline educational activities for kids extending tablet lessons through blocks, matching cards, measurement, and spatial play.
9 Hands-On Offline Educational Activities for Kids That Reinforce App Learning
On This Day August 25
On This Day August 25: History, Famous Birthdays, Deaths & Global Events
automations students can build with free tools
9 Best Automations Students Can Build With Free Tools
Top AI Tools People Are Using for Serious Research
What AI Tools People Are Using for Serious Research [10 Top Results]
Infographic of Computer Vision applications, including Medical Imaging, Autonomous Driving, Industrial Quality Control, Retail, and Environmental monitoring.
9 Computer Vision Applications Beyond Facial Recognition

Technology & AI

automations students can build with free tools
9 Best Automations Students Can Build With Free Tools
Top AI Tools People Are Using for Serious Research
What AI Tools People Are Using for Serious Research [10 Top Results]
Infographic of Computer Vision applications, including Medical Imaging, Autonomous Driving, Industrial Quality Control, Retail, and Environmental monitoring.
9 Computer Vision Applications Beyond Facial Recognition
How to Handle SaaS Downtime
How to Handle SaaS Downtime: Status Pages, Comms, and Postmortems
Modern Cybersecurity Threats infographic showing ransomware, phishing, malware, AI attacks, and cloud security.
12 Top Cybersecurity Threats to Watch in 2026

GAMING

Online Color Game Philippines
Online Color Game Philippines: What Every Beginner Should Know Before Playing
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

Business & Marketing

cut company saas spend
How to Cut Company SaaS Spend: 10 Proven Tactics
Best Communities for SaaS Founders
12 Best Communities for SaaS Founders to Find Mentors and Peers
Bootstrapping vs VC for SaaS founders reviewing growth and burn trends, showing how funding choices can affect control, spending, and sustainable company growth
Bootstrapping vs VC for SaaS: How To Evaluate Capital Strategy
Sentiment analysis for business dashboard showing customer feedback trends, emotion signals, and performance charts in a modern workspace, helping readers quickly understand how companies turn raw feedback into practical business insights
Top 8 High-Impact Ways to Leverage Sentiment Analysis for Business Growth
newsletter ideas when uninspired
9 Easy Newsletter Ideas for Weeks You Feel Completely Uninspired

EdTech & E-Learning

Selecting edtech tools through a structured review of learning value, privacy, usability, integration, and cost.
Selecting EdTech Tools: 7 Questions School Leaders Must Ask Before Buying
Alphabet Recognition and Why It Matters
What Is Alphabet Recognition and Why Does It Matter
Assistive Technology for Diverse Learners
How Assistive Technology Supports Diverse Learners
VR and AR in Classrooms
How VR and AR Are Actually Being Used in Classrooms Today
Intelligent Tutoring Systems vs. Chatbot Tutors
Intelligent Tutoring Systems vs. Chatbot Tutors: What’s the Real Difference?

Software & Apps

automations students can build with free tools
9 Best Automations Students Can Build With Free Tools
ImagineLab.art vs adobe for design team
ImagineLab.art vs Adobe for Professional Design Teams: Which One Fits the Real Workflow?
Best SaaS Integration Platforms to Connect Apps
10 Best SaaS Integration Platforms to Connect Your Apps
Choosing a Cloud Provider for SaaS Product
How to Choose a Cloud Provider for Your First SaaS Product
best apps for managing multiple projects
10 Best Apps for Managing Multiple Projects at Once