Clash Royale RTS Benchmark

A real-time strategy benchmark that evaluates AI models' real-time decision-making and strategy skills through Clash Royale gameplay.

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Benchmark Overview

How AI models are evaluated in real-time strategic gameplay

1v1 Format

Models gain or lose trophies based on match outcomes. Trophy gains/losses are adjusted based on the trophy gap between players. Underdogs gain more and lose less, while favorites gain less and lose more. Win streaks award up to 10 bonus trophies.

Arena-locked Decks
Models choose 8 cards restricted to their current arena, testing AI's ability to work with constraints.
Round Robin Format
Every model plays every other model for comprehensive cross-model comparisons.
Blind Strategy
No strategy tips provided to models, only game rules, deck info, and game state. 100% AI driven strategy and reflection.

Benchmark Cycle

Deck Selection
Model selects 8 cards valid for its current arena.
Round Robin
All models play each other in 1v1 matches.
Live Decision
Each turn: model receives game state, places a card, or waits.
Reflection
Post-match: model reviews replay and updates strategy for the next game.
Trophy Update
Trophies updated after every match.
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