Bringing AlphaGo Zero to a Simple, Addictive Game



Hey everyone!
Today, I'm excited to share something truly special — a small game that started as an experiment and turned into something much more impressive than I expected.
At first glance, it looks like a simple twist on Tic Tac Toe.
But behind the scenes?
It’s powered by the same deep reinforcement learning algorithm used in AlphaGo Zero — the AI that changed the world of artificial intelligence forever.
How it all began:
I wondered:
Could we take one of the most powerful AI learning techniques ever created... and apply it to something incredibly simple — yet smart and fun?
I didn’t use a massive server farm or endless computing power.
I trained a lightweight version of the AlphaGo Zero algorithm on just a Mac mini.
Through self-play, it learned from scratch — just like AlphaGo Zero did — no human strategies, no shortcuts. Pure learning.
The Game Twist:
It’s not just standard Tic Tac Toe.
In this version, you stack stronger units on top of weaker ones, opening up a whole new layer of strategy.
Every move feels fresh — do you block, conquer, or set a trap?
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Stronger units conquer weaker ones.
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Run out of a unit type? You’ll need to adapt.
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Win the classic way — three in a row — but with much deeper thinking.
It’s simple enough for anyone to pick up, yet deep enough to surprise you every time you play.
Why I'm Proud of It:
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AI Intelligence — built on real AlphaGo Zero techniques.
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Training on a personal Mac mini — proving that innovation doesn’t need huge resources.
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A simple, smart, addictive twist — making every match exciting and new.
Ready to challenge yourself?
If you love games that are easy to learn but hard to master — and if you’re curious about how powerful AI can transform even the simplest ideas — this is for you.
🚀 Play now and see if you can outsmart an AI born from AlphaGo Zero!
Zero Tic Tac Toe
Simple to play, smarter than you think — experience a game powered by AlphaGo Zero's genius!
Status | Released |
Author | Nanyka |
Genre | Puzzle, Strategy |
Tags | 2D, AI Generated, Brain Training, Chess |
Languages | English |
Accessibility | Interactive tutorial, One button |
Comments
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I played the game for a while. Could not defeat the bot level one. Amazing to see that you could train something like this on a laptop, awesome work!
Thank you so much. I'm really grad you tried it out.