diff --git a/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs b/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
index eb6a876ea..8dc152265 100644
--- a/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
+++ b/crates/ml/src/cuda_pipeline/gpu_dqn_trainer.rs
@@ -2769,12 +2769,12 @@ impl GpuDqnTrainer {
             .map_err(|e| MLError::ModelError(format!("selectivity_forward load: {e}")))?;
         let sel_bwd_kernel = cpbi_module.load_function("selectivity_backward")
             .map_err(|e| MLError::ModelError(format!("selectivity_backward load: {e}")))?;
-        let vsn_kernel = cpbi_module.load_function("vsn_bottleneck_fwd")
-            .map_err(|e| MLError::ModelError(format!("vsn_bottleneck_fwd load: {e}")))?;
-        let glu_combine_kernel = cpbi_module.load_function("glu_gate_combine")
-            .map_err(|e| MLError::ModelError(format!("glu_gate_combine load: {e}")))?;
-        let glu_backward_kernel = cpbi_module.load_function("glu_gate_backward")
-            .map_err(|e| MLError::ModelError(format!("glu_gate_backward load: {e}")))?;
+        let vsn_kernel = cpbi_module.load_function("variable_select_bottleneck")
+            .map_err(|e| MLError::ModelError(format!("variable_select_bottleneck load: {e}")))?;
+        let glu_combine_kernel = cpbi_module.load_function("glu_combine")
+            .map_err(|e| MLError::ModelError(format!("glu_combine load: {e}")))?;
+        let glu_backward_kernel = cpbi_module.load_function("glu_backward")
+            .map_err(|e| MLError::ModelError(format!("glu_backward load: {e}")))?;
         info!("GpuDqnTrainer: Q-attn + selectivity + VSN + GLU kernels loaded");
 
         // ── Compile CQL penalty kernel (if enabled) ──────────────────────