Single integration test that verifies the complete train → checkpoint → validate pipeline works on real 6E.FUT data. 7 assertions covering loss convergence, Q-value divergence, checkpoint round-trip, epsilon decay, and Sharpe improvement vs untrained baseline. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>