diff --git a/infra/k8s/argo/nsys-test-template.yaml b/infra/k8s/argo/nsys-test-template.yaml
index 174845395..d0e3eaa6b 100644
--- a/infra/k8s/argo/nsys-test-template.yaml
+++ b/infra/k8s/argo/nsys-test-template.yaml
@@ -65,9 +65,11 @@ spec:
     - name: cargo-target
       persistentVolumeClaim:
         claimName: cargo-target-cuda-test
-    - name: test-data
+    # Use the same training-data-pvc as production training (full 27 months
+    # of OHLCV + MBP-10 + trades) instead of the smaller test-data-pvc.
+    - name: training-data
       persistentVolumeClaim:
-        claimName: test-data-pvc
+        claimName: training-data-pvc
         readOnly: true
 
   templates:
@@ -98,15 +100,15 @@ spec:
           - name: CUBLAS_WORKSPACE_CONFIG
             value: ":4096:8"
           - name: FOXHUNT_TEST_DATA
-            value: /data/test-data/ohlcv
+            value: /data/futures-baseline
           - name: TEST_DATA_DIR
-            value: /data/test-data/ohlcv
+            value: /data/futures-baseline
           # MBP-10 + trades are mandatory per feedback_mbp10_mandatory.md
           # (OFI features are part of the production state vector).
           - name: FOXHUNT_MBP10_DATA
-            value: /data/test-data/mbp10
+            value: /data/futures-baseline-mbp10
           - name: FOXHUNT_TRADES_DATA
-            value: /data/test-data/trades
+            value: /data/futures-baseline-trades
           - name: RUST_LOG
             value: info
           - name: LD_LIBRARY_PATH
@@ -132,8 +134,8 @@ spec:
             readOnly: true
           - name: cargo-target
             mountPath: /cargo-target
-          - name: test-data
-            mountPath: /data/test-data
+          - name: training-data
+            mountPath: /data
             readOnly: true
         resources:
           requests:
diff --git a/infra/k8s/argo/sanitizer-test-template.yaml b/infra/k8s/argo/sanitizer-test-template.yaml
index c18de164d..85ca912f2 100644
--- a/infra/k8s/argo/sanitizer-test-template.yaml
+++ b/infra/k8s/argo/sanitizer-test-template.yaml
@@ -62,9 +62,12 @@ spec:
     - name: cargo-target
       persistentVolumeClaim:
         claimName: cargo-target-cuda-test
-    - name: test-data
+    # Use the same training-data-pvc as production training (full 27 months
+    # of OHLCV + MBP-10 + trades) instead of the smaller test-data-pvc which
+    # only has 3-4 months of MBP-10 — walk-forward needs ≥10 months.
+    - name: training-data
       persistentVolumeClaim:
-        claimName: test-data-pvc
+        claimName: training-data-pvc
         readOnly: true
 
   templates:
@@ -95,15 +98,15 @@ spec:
           - name: CUBLAS_WORKSPACE_CONFIG
             value: ":4096:8"
           - name: FOXHUNT_TEST_DATA
-            value: /data/test-data/ohlcv
+            value: /data/futures-baseline
           - name: TEST_DATA_DIR
-            value: /data/test-data/ohlcv
+            value: /data/futures-baseline
           # MBP-10 + trades are mandatory per feedback_mbp10_mandatory.md
           # (OFI features are part of the production state vector).
           - name: FOXHUNT_MBP10_DATA
-            value: /data/test-data/mbp10
+            value: /data/futures-baseline-mbp10
           - name: FOXHUNT_TRADES_DATA
-            value: /data/test-data/trades
+            value: /data/futures-baseline-trades
           - name: RUST_LOG
             value: info
           - name: LD_LIBRARY_PATH
@@ -114,8 +117,8 @@ spec:
             readOnly: true
           - name: cargo-target
             mountPath: /cargo-target
-          - name: test-data
-            mountPath: /data/test-data
+          - name: training-data
+            mountPath: /data
             readOnly: true
         resources:
           requests: