The Unbeatable AI: A Three-Year Journey in Trackmania

TLDRAfter three years of development, an AI in Trackmania has become unbeatable, surpassing the skills of its creator. The AI uses reinforcement learning and artificial neural networks to improve its racing skills over time. Despite initial challenges, the AI has mastered the game and consistently outperforms human players. The creator acknowledges the AI's superior skills and reflects on the journey of creating an unbeatable opponent.

Key insights

🚗The AI in Trackmania uses reinforcement learning and artificial neural networks to improve its racing skills over time.

🏆After three years of development, the AI has become unbeatable, surpassing the skills of its creator.

🔄The AI goes through a trial and error loop to learn the game and gradually improve its performance.

💡The AI uses a reward system to learn from its actions and make decisions that lead to higher rewards.

⚙️The creator explores different strategies and techniques to train the AI, including enabling drifting and implementing a bonus system for successful drifting.

Q&A

How does the AI in Trackmania learn to race?

The AI in Trackmania learns to race through a process called reinforcement learning, where it receives rewards for its actions and uses this feedback to improve its performance over time.

How long did it take to train the AI to become unbeatable?

It took the creator three years to train the AI in Trackmania to become unbeatable. The AI went through multiple iterations and improvements during this time.

What techniques were used to train the AI?

The creator used reinforcement learning and artificial neural networks to train the AI in Trackmania. The AI learns from trial and error and gradually improves its racing skills.

What challenges did the creator face during the development of the AI?

The creator faced challenges such as the AI getting stuck in sub-optimal strategies and not understanding when to brake or drift. Adjustments and improvements were made to overcome these challenges.

Can the AI be beaten on other tracks in Trackmania?

While the AI is unbeatable on the tracks it was trained on, it may not perform as well on other tracks. The AI's performance may vary depending on the track design and its familiarity with it.

Timestamped Summary

00:00An AI in Trackmania has become unbeatable after three years of development.

02:09The AI learns through reinforcement learning and artificial neural networks.

06:03The AI surpasses the skills of its creator and consistently outperforms human players.

08:56The AI's training involves trial and error and rewards for successful actions.

12:38The creator challenges the AI on different tracks and explores new techniques such as drifting.

16:08The AI masters the neo-drift technique and continues to improve its racing skills.

18:50In a final test, the AI outpaces the creator and proves its superiority on multiple tracks.

19:19The AI's skills are acknowledged, and the creator reflects on the journey of creating an unbeatable opponent.