diff --git a/qdrant-landing/content/articles/muvera-embeddings.md b/qdrant-landing/content/articles/muvera-embeddings.md
index 5a36cc271..9f83fb26b 100644
--- a/qdrant-landing/content/articles/muvera-embeddings.md
+++ b/qdrant-landing/content/articles/muvera-embeddings.md
@@ -6,7 +6,7 @@ preview_dir: /articles_data/muvera-embeddings/preview
 social_preview_image: /articles_data/muvera-embeddings/preview/social_preview.jpg
 author: Kacper Łukawski
 author_link: https://kacperlukawski.com
-date: 2025-08-27T00:00:00.000Z
+date: 2025-09-05T00:00:00.000Z
 category: vector-search-manuals
 ---
 
diff --git a/qdrant-landing/static/articles_data/muvera-embeddings/fde-document-processing.png b/qdrant-landing/static/articles_data/muvera-embeddings/fde-document-processing.png
index 8d20c5dde..a0950207e 100644
Binary files a/qdrant-landing/static/articles_data/muvera-embeddings/fde-document-processing.png and b/qdrant-landing/static/articles_data/muvera-embeddings/fde-document-processing.png differ
diff --git a/qdrant-landing/static/articles_data/muvera-embeddings/fde-query-processing.png b/qdrant-landing/static/articles_data/muvera-embeddings/fde-query-processing.png
index 2a73c99ec..ea0efc330 100644
Binary files a/qdrant-landing/static/articles_data/muvera-embeddings/fde-query-processing.png and b/qdrant-landing/static/articles_data/muvera-embeddings/fde-query-processing.png differ
diff --git a/qdrant-landing/static/articles_data/muvera-embeddings/muvera-high-level.png b/qdrant-landing/static/articles_data/muvera-embeddings/muvera-high-level.png
index f84359848..97b93be75 100644
Binary files a/qdrant-landing/static/articles_data/muvera-embeddings/muvera-high-level.png and b/qdrant-landing/static/articles_data/muvera-embeddings/muvera-high-level.png differ
diff --git a/qdrant-landing/static/articles_data/muvera-embeddings/simhash-cluster-assignment.png b/qdrant-landing/static/articles_data/muvera-embeddings/simhash-cluster-assignment.png
index c12d5026b..09696700d 100644
Binary files a/qdrant-landing/static/articles_data/muvera-embeddings/simhash-cluster-assignment.png and b/qdrant-landing/static/articles_data/muvera-embeddings/simhash-cluster-assignment.png differ
diff --git a/qdrant-landing/static/articles_data/muvera-embeddings/simhash-space-partitioning.png b/qdrant-landing/static/articles_data/muvera-embeddings/simhash-space-partitioning.png
index 684bfd42b..f741b20b2 100644
Binary files a/qdrant-landing/static/articles_data/muvera-embeddings/simhash-space-partitioning.png and b/qdrant-landing/static/articles_data/muvera-embeddings/simhash-space-partitioning.png differ