Enable CPU fallback training path and preserve live training-loss graph telemetry.

Upgrade training pipeline with post-eval quality gates and tactical UI controls.

Advance trainer: cancellation, preflight dry-run, run summary, pinned runtime

Initialize math_trainer Space for GPU SOTA training and eval.