diff --git a/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs b/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
index 1a164e286..7f5c7429f 100644
--- a/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
+++ b/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
@@ -7884,7 +7884,7 @@ impl GpuDqnTrainer {
             self.launch_isv_feature_gate(batch_size)?;
             self.launch_recursive_confidence_forward(batch_size)?;
             self.launch_trade_plan_forward(batch_size)?;
-            self.launch_plan_noise_inject(batch_size)?;
+            // plan_noise_inject runs outside graph (pre-replay) — see fused_training.rs
         }
 
         // ── 2+3. Loss + gradient (blended MSE + C51 via c51_alpha ramp) ─