diff --git a/engine/display/backends/kitty.py b/engine/display/backends/kitty.py
index 61f1ac7..9174a3d 100644
--- a/engine/display/backends/kitty.py
+++ b/engine/display/backends/kitty.py
@@ -81,7 +81,7 @@ class KittyDisplay:
         monitor = get_monitor()
         if monitor:
             stats = monitor.get_stats()
-            avg_ms = stats.get("avg_ms", 0) if stats else 0
+            avg_ms = stats.get("pipeline", {}).get("avg_ms", 0) if stats else 0
             frame_count = stats.get("frame_count", 0) if stats else 0
             if avg_ms and frame_count > 0:
                 fps = 1000.0 / avg_ms
diff --git a/engine/display/backends/pygame.py b/engine/display/backends/pygame.py
index 0ae9811..2c9a85e 100644
--- a/engine/display/backends/pygame.py
+++ b/engine/display/backends/pygame.py
@@ -173,7 +173,7 @@ class PygameDisplay:
         monitor = get_monitor()
         if monitor:
             stats = monitor.get_stats()
-            avg_ms = stats.get("avg_ms", 0) if stats else 0
+            avg_ms = stats.get("pipeline", {}).get("avg_ms", 0) if stats else 0
             frame_count = stats.get("frame_count", 0) if stats else 0
             if avg_ms and frame_count > 0:
                 fps = 1000.0 / avg_ms
diff --git a/engine/display/backends/sixel.py b/engine/display/backends/sixel.py
index d692895..52dfc2b 100644
--- a/engine/display/backends/sixel.py
+++ b/engine/display/backends/sixel.py
@@ -135,7 +135,7 @@ class SixelDisplay:
         monitor = get_monitor()
         if monitor:
             stats = monitor.get_stats()
-            avg_ms = stats.get("avg_ms", 0) if stats else 0
+            avg_ms = stats.get("pipeline", {}).get("avg_ms", 0) if stats else 0
             frame_count = stats.get("frame_count", 0) if stats else 0
             if avg_ms and frame_count > 0:
                 fps = 1000.0 / avg_ms
diff --git a/engine/display/backends/terminal.py b/engine/display/backends/terminal.py
index 61106c9..e8e89b6 100644
--- a/engine/display/backends/terminal.py
+++ b/engine/display/backends/terminal.py
@@ -93,7 +93,7 @@ class TerminalDisplay:
         monitor = get_monitor()
         if monitor:
             stats = monitor.get_stats()
-            avg_ms = stats.get("avg_ms", 0) if stats else 0
+            avg_ms = stats.get("pipeline", {}).get("avg_ms", 0) if stats else 0
             frame_count = stats.get("frame_count", 0) if stats else 0
             if avg_ms and frame_count > 0:
                 fps = 1000.0 / avg_ms
diff --git a/engine/display/backends/websocket.py b/engine/display/backends/websocket.py
index 5c0c141..d9a2a6d 100644
--- a/engine/display/backends/websocket.py
+++ b/engine/display/backends/websocket.py
@@ -111,7 +111,7 @@ class WebSocketDisplay:
         monitor = get_monitor()
         if monitor:
             stats = monitor.get_stats()
-            avg_ms = stats.get("avg_ms", 0) if stats else 0
+            avg_ms = stats.get("pipeline", {}).get("avg_ms", 0) if stats else 0
             frame_count = stats.get("frame_count", 0) if stats else 0
             if avg_ms and frame_count > 0:
                 fps = 1000.0 / avg_ms