diff --git a/skills/detection/yolo-detection-2026-coral-tpu-macos/scripts/detect.py b/skills/detection/yolo-detection-2026-coral-tpu-macos/scripts/detect.py
index cc9633a2..330b695b 100644
--- a/skills/detection/yolo-detection-2026-coral-tpu-macos/scripts/detect.py
+++ b/skills/detection/yolo-detection-2026-coral-tpu-macos/scripts/detect.py
@@ -445,9 +445,9 @@ def detect_frame(self, frame_path: str) -> Tuple[List[Dict[str, Any]], Dict[str,
         t_post = time.perf_counter()
 
         timings = {
-            "read": round((t_read - t0) * 1000.0, 2),
+            "file_read": round((t_read - t0) * 1000.0, 2),
             "preprocess": round((t_pre - t_read) * 1000.0, 2),
-            "infer": round((t_infer - t_pre) * 1000.0, 2),
+            "inference": round((t_infer - t_pre) * 1000.0, 2),
             "postprocess": round((t_post - t_infer) * 1000.0, 2),
             "total": round((t_post - t0) * 1000.0, 2),
         }
diff --git a/skills/detection/yolo-detection-2026-coral-tpu-win-wsl/scripts/detect.py b/skills/detection/yolo-detection-2026-coral-tpu-win-wsl/scripts/detect.py
index 464d20ea..3c1f5a05 100644
--- a/skills/detection/yolo-detection-2026-coral-tpu-win-wsl/scripts/detect.py
+++ b/skills/detection/yolo-detection-2026-coral-tpu-win-wsl/scripts/detect.py
@@ -481,9 +481,9 @@ def detect_frame(self, frame_path: str) -> Tuple[List[Dict[str, Any]], Dict[str,
         t_post = time.perf_counter()
 
         timings = {
-            "read": round((t_read - t0) * 1000.0, 2),
+            "file_read": round((t_read - t0) * 1000.0, 2),
             "preprocess": round((t_pre - t_read) * 1000.0, 2),
-            "infer": round((t_infer - t_pre) * 1000.0, 2),
+            "inference": round((t_infer - t_pre) * 1000.0, 2),
             "postprocess": round((t_post - t_infer) * 1000.0, 2),
             "total": round((t_post - t0) * 1000.0, 2),
         }