--- a/training/fine_tune.py
+++ b/training/fine_tune.py
@@ -14,6 +14,8 @@
 import time
 from datetime import datetime
 from pathlib import Path
+
+import trackio
 
 
 def parse_args() -> argparse.Namespace:
@@ -43,6 +45,12 @@
     random.seed(args.seed)
     args.out_dir.mkdir(parents=True, exist_ok=True)
 
+    # Initialize Trackio tracking
+    trackio.init(
+        project=args.project,
+        name=args.run_name,
+    )
+
     history: list[dict[str, float]] = []
 
     print(f"Starting run: {args.run_name}")
@@ -52,6 +60,10 @@
     for step in range(1, args.steps + 1):
         metric = simulate_metrics(step, args.steps)
         history.append(metric)
+
+        # Log metrics to Trackio
+        trackio.log(metric)
+
         print(
             f"[step {metric['step']:03d}] "
             f"loss={metric['loss']:.4f} "
@@ -73,9 +85,12 @@
     summary_path = args.out_dir / f"{args.run_name}-stdout-summary.json"
     summary_path.write_text(json.dumps(summary, indent=2), encoding="utf-8")
 
+    # Finalize Trackio tracking
+    trackio.finish()
+
     print("Training complete.")
     print(f"Local stdout summary saved to: {summary_path}")
-    print("Note: this script does NOT publish metrics to Trackio yet.")
+    print("Metrics tracked and synced to Trackio dashboard.")
     return 0