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BIN16 replaces all floating-point operations with boolean operations (XNOR+popcount) for neural network training and inference, enabling direct computation in off-the-shelf DRAM with zero floats, gradients, or hyperparameter tuning. It achieves 82% accuracy on MNIST in a single epoch, using only 220 lines of C.