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Defines architecture for eliminating all 10 GPU→CPU sync barriers from the training loop via 4 new GPU components: Training Guard (pinned memory predicates), Q-Value Monitor (on-device accumulator), GPU-resident action selection, and async experience collector readback. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>