8 bite-sized tasks with TDD approach, exact file paths, and complete code. Covers: DeviceConfig relocation, GpuCapabilities detection, ModelMemoryEstimate per-model profiles, and wiring into PPO trainer and hyperopt campaign. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>