One Qwen J-lens keeps reading the next checkpoint with zero refitting
A Jacobian lens (J-lens) fitted on an earlier Qwen checkpoint can still read and steer the updated model with zero refitting. This writeup shows a pre-fitted instrument surfacing hidden concepts before they are spoken, pointing to interpretability tooling that transfers across model-line updates without retraining.