We Tried ISO-AdamW. AdamW Kept Its Job.

A small GRPO experiment: ISO-AdamW scored 75.8% versus AdamW's 75.4% on GSM8K, with 47% more GPU memory. The idea, the 44x kernel detour, and what four answers mean.