Solo independent developer exploring CatForge Accelerated Skill Review: an auditable workflow for reviewing robot skill plans, simulations and execution evidence. The current CatForge baseline runs locally; the event-specific work will target AMD cloud GPUs and ROCm after the final tracks are announced. AMD performance and GPU results remain to be measured. Online participation only. Closed one-person team; no teammates or invitations.