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The article introduces a browser-based demo for an open-source Clash Royale reinforcement learning environment, where a small REINFORCE policy learns defensive placements with comparisons to brute-force optimal strategies.
ClashRoyaleAi is an open-source, deterministic Clash Royale simulator designed for reinforcement learning, featuring a PPO agent with lookahead search and expert iteration, showing improved win rates through simple lookahead techniques.