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Reconstruction models must generalize beyond the training set. Datasets with limited semantic diversity restrict the feature space that models can learn. If your test set is truly independent (see first point), this limitation will typically become visible in reconstruction quality.

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Pull-through transforms

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Leak. Nobody reads from a channel, so the sender blocks forever. The shared queue retains a reference to the goroutine, preventing cleanup. The Kubernetes bug above is this pattern: a resource leak caused by a dangling reference to shared state.