Card: standardized form with hero

Standardize card: usage-first

SR test uses off-grid midpoint lr=2^-9

SR unbiasedness test drives sub-ULP update via lr/grad, not a pre-rounded param

Uploaded using `kernel-builder`.

adamw-sr v1: fused AdamW with stochastic rounding

initial commit