diff --git a/docs/finetuning/overview.mdx b/docs/finetuning/overview.mdx
index 289d754..90732c4 100644
--- a/docs/finetuning/overview.mdx
+++ b/docs/finetuning/overview.mdx
@@ -8,6 +8,19 @@ sidebar_position: 1
 
 Finetuning lets you customize Moondream for your specific use case, training it to be better at exactly what you need. Training runs entirely in Moondream Cloud — no GPU required on your end.
 
+<video
+  className="docs-video"
+  controls
+  playsInline
+  preload="metadata"
+  poster="https://depot.moondream.ai/lens_tutorial_keyframe_0.png"
+  src="https://depot.moondream.ai/v/lens_player_with_ball_tutorial.mov"
+>
+  <a href="https://depot.moondream.ai/v/lens_player_with_ball_tutorial.mov">
+    <span>Open the video tutorial.</span>
+  </a>
+</video>
+
 ## Training modes
 
 **RL (reinforcement learning)** — the model generates multiple attempts, you score them, and it learns to produce more of what scores well.
diff --git a/src/css/custom.css b/src/css/custom.css
index 91ffdb9..4440367 100644
--- a/src/css/custom.css
+++ b/src/css/custom.css
@@ -455,6 +455,17 @@ article {
   padding-bottom: 3rem;
 }
 
+.markdown .docs-video {
+  display: block;
+  width: 100%;
+  aspect-ratio: 16 / 9;
+  margin: 0 0 1.5rem;
+  border: 1px solid var(--md-border);
+  border-radius: var(--ifm-global-radius);
+  background: var(--ifm-background-surface-color);
+  object-fit: cover;
+}
+
 /* ─── Breadcrumbs ────────────────────────────────────────────────────── */
 .breadcrumbs {
   margin-bottom: 1.25rem;