machine learning1 min read
ClashRoyaleAi: an open-source, deterministic Clash Royale simulator for RL, with recurrent PPO, lookahead search and expert iteration [P]
The opponent plans by simulation: every second it scores each candidate play by running the match 10 seconds ahead in the engine. Our PPO agent learned to park its Cannon behind its own King. Losing a building in a fight cost reward, and letting it decay cost nothing, so it found the loophole.
By /u/Potential-Barber8658Reddit - r/ML
![ClashRoyaleAi: an open-source, deterministic Clash Royale simulator for RL, with recurrent PPO, lookahead search and expert iteration [P]](https://d3qy4oidjlxje0.cloudfront.net/news/original/reddit-r-ml-5d685e6e7a0ebdaf.webp)
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Originally published by Reddit - r/ML on Sep 27, 2026.
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