The checkpoint input_scale is a calibration value that produces wrong gs at runtime (too small → block scales saturate → garbage output → EOS). Now calls compute_activation_global_scales() with sample data during weight finalization, before cudagraph capture. This observes actual activation magnitudes and computes correct L1 and L2 gs values.