AI Simulator: 2048

Contains ads
4.7
143 reviews
1K+
Downloads
Content rating
Everyone
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About this game

Same 2048, different algorithms

No more swiping. Let the AI play the game for you. Progress through the 2048 game by unlocking more advanced algorithms and machine learning models. Choose from Basic Heuristics, Monte Carlo Simulation, Pure Monte Carlo game search, Deep Q Learning (DQN), and many more to be added.

Training Your Own Model

Pick from one of the pre-trained deep learning models, or train your own machine learning models from scratch. Experience what it is like to be a skillful machine learning / AI engineer. You can also save your model and load it later without losing the progress.

Fine tuning parameters

Many parameters to be adjusted and tuned to your liking in order to get the most out of each algorithm. Customize the scoring function, number of simulations, etc for more than 1000 different combinations to grid-search through.

Upgrade your AI capabilities

Earn chips by playing the game and purchase upgrades to unlock many quality-of-life (QOL) capabilities. Upgrades include faster solve speed, auto-restart, training statistics and many more. Have fun playing as an AFK game.

Get the highest high score

Record your high scores together with the algorithms you used at the end of each game. Use your past performance to tune the AI and achieve new scores. 2048 is not the end, it is just the beginning.

Compete on global leaderboard

Submit your high score to the global leaderboard, compete against other AIs to achieve the ultimate global high score.

Features:

- Original AI simulation game concept
- Choose pre-trained models, such as Deep Q Learning
- Train your own AI models via Deep Q Learning
- Save and load training progress
- Super fast AI solving speed for satisfying solving experience
- Customizable and upgrable AI algorithms and parameters
- Gameplay powered by tf.js (Tensorflow) engine to give an authentic AI experience
- Upgrade AI speed and capabilities for faster and more enjoyable gameplay
- New game from the creator of Black Hole by thACk, Winner of the Best Gameplay Award of NUS GDC 2012
Updated on
Mar 16, 2022

Data safety

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Ratings and reviews

4.7
143 reviews
DJBOOGY
March 13, 2022
This is a great game. I really like watching what method the A.I decides to use, one issue I've found is upon the A.I obtaining a high score "around 30000" or so and the round ending, at the beginning of the next game the whole aspect ratio of the game changes causing everything on screen to become bigger which is mildly irritating. A game restart seems to fix this issue but as my A.I is able to obtain 30000 score every time I have to keep restarting my game after every round.
3 people found this review helpful
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Team thACk
March 14, 2022
Sorry for the issue you are facing. We will investigate why it happened and fix it!
zbyszek radzimił
March 20, 2022
I enjoy the game but as soon as ibought DQN i don't undesrtand what I'm doing. my loss is at 16 and Q at -1.5 I dont understand most of the parameters. You should add a tutorial for each upgrade explaining how to use it what everything means and you should allow to reset the learning the machine has done because i think i taught it wrong but i can't take it back. Very nice game tho. Just gonna leave it on and hopefully it will improve over time. If you have any tips for me pla leave them below.
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Team thACk
March 20, 2022
Thank you so much for the feedback. Don't worry about training the AI wrongly, you can just restart the game and the model will reset itself, unless you load a previous save. DQN parameters are not very clear now, we are working on a new version to improve do a better job explaining them and add other machine learning models.
Daniel Chan
March 18, 2022
I understand the intent: to educate the masses on artificial intelligence and the tons of work behind it. However, because the gameplay is stripped down to the output, I do not underatand what I am doing. For this to function as an educational apparatus, the mechanisms of each algorithm could be better explained. The way Perceptron handles its explanations of the details of a neural network (even if as oversimplified components of an idle game) could be a springboard.
1 person found this review helpful
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Team thACk
March 18, 2022
Hi Daniel. Thank you for your feedback and suggestions. Yes, you are right and we are looking into making the whole learning and training experience better by fine tuning what would be exposed to the player and adding better ways to help the user understand it better. Stay tuned for updates and follow us on Twitter @ai_simulator.

What's new

Minor Update 1.5.57
- Fixed DQN leaderboard exploits
- Optimized leaderboard performance in general.
- Fixed Android tablet UI display issue.