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

work-life balance guide
How To Create Work-Life Balance Without Sacrificing Ambition: The Ultimate Guide!
flexible work Australia
13 Things Every Reader Must Know About How Aussie Companies Are Using Flexible Work as the Ultimate Talent Magnet
Study Medicine Abroad on a Budget
Top 8 Best Countries for Canadian Students to Study Medicine Abroad on a Budget
Bank Accounts with Low Monthly Fee
The 10 Best South African Bank Accounts with Zero or Low Monthly Fees in 2025
Future of Dating Apps 2026
Love on Airplane Mode: Why 2026 Dating Apps and Relationships are Turning Hyper-Intentional 

Fintech & Finance

How Small Businesses Use Credit Cards for Early Expenses
How Small Businesses Use Credit Cards for Early Expenses
Best High Yield Savings Accounts 2026
10 Best American High-Yield Savings Accounts Beating Inflation in 2026
TSX investing guide for Canadians
7 Critical Facts About TSX Investing Guide for Canadians
Consumer Data Right Australia
12 Essential Facts About How Australia's Consumer Data Right Is Transforming Open Banking
best canadian travel credit cards 2026
8 Best Canadian Credit Cards for Travel Rewards Compared in 2026

Sustainability & Living

sustainable meal prep
Sustainable Meal Prep: Containers, Tools, And Waste Reduction At Home!
Luxury Resale Market
Secondhand Is the New Status Symbol: Why Gen Z Is Quietly Rewriting Luxury
Solar Panels Increase Home Resale Value
How Solar Panels Affect Your Home's Resale Value
Solar vs Coal
How Solar Energy Is Becoming Cheaper Than Coal
UK Blockchain Food Traceability Startups
12 UK Blockchain Solutions Ensuring Complete Farm-to-Fork Traceability

GAMING

Why is Pokémon still popular?
Why Is Pokémon Still Popular and How It Continues To Captivate New Generations!
Top 10 Video Games You Must Play Before You Die
Top 10 Video Games You Must Play Before You Die
How Cloud Gaming Is Changing Mobile Experiences
How Cloud Gaming Is Changing Mobile Experiences
The Rise of Hyper-Casual Games What's Driving Downloads
Hyper-Casual Games Growth: Key Drivers Behind Massive Downloads
M&A in Gaming
Top 10 SMEs Specializing in M&A in Gaming in USA

Business & Marketing

work-life balance guide
How To Create Work-Life Balance Without Sacrificing Ambition: The Ultimate Guide!
flexible work Australia
13 Things Every Reader Must Know About How Aussie Companies Are Using Flexible Work as the Ultimate Talent Magnet
Americas unionization wave
12 Critical Facts About America's Unionization Wave
How Small Businesses Use Credit Cards for Early Expenses
How Small Businesses Use Credit Cards for Early Expenses
Navigating Transformation and Inclusion
10 Key Ways South African Corporates Are Navigating Transformation and Inclusion

Technology & AI

Future of Dating Apps 2026
Love on Airplane Mode: Why 2026 Dating Apps and Relationships are Turning Hyper-Intentional 
Midjourney v7 vs Flux 1.1 Pro vs DALL-E 4
Midjourney v7 vs Flux 1.1 Pro vs DALL-E 4: Which Is Better Performing
Why is Pokémon still popular?
Why Is Pokémon Still Popular and How It Continues To Captivate New Generations!
caregiver economy
The Caregiver Economy Is Bigger Than Big Tech: Why Founders Ignore It
Serverless Architecture: Pros, Cons, And Use Cases
Serverless Architecture: Pros, Cons, And Use Cases [The Ultimate Guide]

Fitness & Wellness

Mediterranean Diet
How The Mediterranean Diet Became The World's Healthiest?
Codependency Recovery Stages
What Codependency Really Means And How To Break Free: Escape the Cycle!
understanding Attachment Styles
Understanding Attachment Styles And How They Affect Relationships!
Digital Fitness Apps in Germany
Digital Fitness Apps in Germany: 15 Startups Turning Phones Into Personal Trainers 
modern therapy misconceptions
Why Therapy Is Still Misunderstood And How To Find The Right Help