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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.
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For more than two decades, Emil Michael has operated at the fault line between Silicon Valley ambition and American geopolitical power, helping scale one of tech’s most disruptive companies before returning to government to shape how artificial intelligence will be used in war. Self-proclaimed “one of the best deal guys” Michael has now become the Pentagon’s most aggressive public combatant in its escalating standoff with Anthropic.
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and billing data. Over the following years, CICS was extensively expanded for