Inside Peaky Blinders film's world premiere

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When shape similarity lies: size-ratio artifacts in confusable detection Confusable detection pipelines normalise characters to a fixed canvas before measuring similarity. This hides natural size differences. We re-rendered 2,203 scored pairs (TR39 baseline + novel discoveries) at their original sizes and found 254 with width or height ratios above 2x.

An AI agent coding skeptic tries AI agent coding, in excessive detailFebruary 27, 2026 · 33 min

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