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1748cbe8e0
The PR converted the SGD markdown cell to a raw string (r""") but kept \\ in the redrawn ASCII art. In a raw string \\ is two literal backslashes, so the loss-surface, oscillation, and momentum diagrams rendered with doubled backslashes in the generated notebook (correct-looking in the .py source). Normalize the art to single backslashes, matching the foundations cell.