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Weight-space model editing no longer requires fine-tuning, as forward-pass activation vectors can be analytically converted into composable rank-one weight edits for precise behavioral control.
Distilling patch-text alignment knowledge from a teacher model to a student surprisingly *improves* the student's alignment beyond that of the teacher.
