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Quoted whole from the 2017 thread, since the article author asked to merge it and never did. Verified line by line against the thread cache. Covers sample size from a cumulative-mean plot, KLD/Dice on unbalanced data, augmentation bounded by feature std, dummy metrics, jumpy validation loss, testing the framework itself, activation swaps, and loss-curve shapes.