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Exploratory journey reveals geometric compression techniques in transformers, suggesting new manipulation methods.
An exploratory journey into a transformer model. We can see how it “breathes,” how it behaves, and where and how to manipulate it. A dedicated knowledge structure that maps the entire model to axes.The canonical-basis realignment is lossless. The realigned model enables 2× geometric compression without calibration data.The black box has a geometry. All it took was looking at it from the right angle.
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Gianluca Gernone (2026) studied this question.
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