diff --git a/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md b/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
index 5bed48290..3eb1935c1 100644
--- a/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
+++ b/qdrant-landing/content/blog/when-music-just-doesnt-match-our-vibe-can-ai-help-filip-makraduli-vector-space-talks-003.md
@@ -9,7 +9,7 @@ description: Filip Makraduli discusses using human language and AI to capture
   music vibes, encoding text with sentence transformers, generating
   recommendations through vector spaces, integrating Streamlit and Spotify API,
   and future improvements for AI-powered music recommendations.
-preview_image: /blog/from_cms/filip-makraduli.png
+preview_image: /blog/from_cms/filip-makraduli-cropped.png
 date: 2024-01-09T10:44:20.559Z
 author: Demetrios Brinkmann
 featured: false
@@ -34,7 +34,7 @@ Filip is not only professionally engaged but also passionate about tech startups
 
 <iframe width="560" height="315" src="https://www.youtube.com/embed/WIBtZa7mcCs?si=szfeeuIAZ5LEgVI3" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>
 
-<iframe style="border-radius:12px" src="https://open.spotify.com/embed/episode/6a517GfyUQLuXwFRxvwtp5/video?utm_source=generator" width="496" height="279" frameBorder="0" allowfullscreen="" allow="autoplay; clipboard-write; encrypted-media; fullscreen; picture-in-picture" loading="lazy"></iframe>
+<iframe src="https://podcasters.spotify.com/pod/show/qdrant-vector-space-talk/embed/episodes/When-music-just-doesnt-match-our-vibe--can-AI-help----Filip-Makraduli--Vector-Space-Talks-003-e2bskcq/a-aajslv4" height="102px" width="400px" frameborder="0" scrolling="no"></iframe>
 
 ## **Top Takeaways:**
 
diff --git a/qdrant-landing/static/blog/from_cms/filip-makraduli-cropped.png b/qdrant-landing/static/blog/from_cms/filip-makraduli-cropped.png
new file mode 100644
index 000000000..db6e5a4b1
Binary files /dev/null and b/qdrant-landing/static/blog/from_cms/filip-makraduli-cropped.png differ