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Summary
The article centers on CodinGame's Ultimate Tic-Tac-Toe bot programming arena and the use of NNUE-based evaluation in AI game bots. It covers constraints, NNUE architectures, optimization tricks (including a Python submission that delivers a compressed C payload within character limits), and search strategies (MCTS vs alpha-beta) with notes on future improvements.