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The neural network evaluator framework is extensible with current implementations for executing using random, Leela Chess Zero, and NVIDIA Tensor RT (experimental) backends, including a promising prototype 8-bit version. Game Benchmarks Preliminary test results are provided below which attempt to assess the search speed and play quality of Ceres.