Rewrite card: fresh 3/1/4 benchmark results + TokenSpeed launch command

Refresh with best EAGLE3 checkpoint iter_0081001

Update model card for Stage-3 iter_0019195

Update to K3 Stage-3 2-epoch checkpoint iter_0019195

Update K3 EAGLE3 draft to epoch-2 iter_0012469

Initial commit