diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.jpg b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.jpg
index e89d8fab4..a9e80aa7f 100644
Binary files a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.jpg and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.webp b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.webp
index 265799ea0..b9b206bc0 100644
Binary files a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.webp and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/preview.webp differ
diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.jpg b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.jpg
index 4bcb31e50..ec6a23027 100644
Binary files a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.jpg and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.png b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.png
new file mode 100644
index 000000000..fa8a90fe4
Binary files /dev/null and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/social_preview.png differ
diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.jpg b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.jpg
index 5c13c276b..b39835319 100644
Binary files a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.jpg and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.jpg differ
diff --git a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.webp b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.webp
index 8e60bc048..d2a5f228e 100644
Binary files a/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.webp and b/qdrant-landing/static/articles_data/predicting-weak-retrieval/preview/title.webp differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/chunked-vectors.png b/qdrant-landing/static/articles_data/product-quantization/chunked-vectors.png
index 00e4157f2..0c681ecef 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/chunked-vectors.png and b/qdrant-landing/static/articles_data/product-quantization/chunked-vectors.png differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/chunks-clustering.png b/qdrant-landing/static/articles_data/product-quantization/chunks-clustering.png
index 514037b70..797f4b8f7 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/chunks-clustering.png and b/qdrant-landing/static/articles_data/product-quantization/chunks-clustering.png differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/distance-calculation.png b/qdrant-landing/static/articles_data/product-quantization/distance-calculation.png
index 85af37938..2e1addad2 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/distance-calculation.png and b/qdrant-landing/static/articles_data/product-quantization/distance-calculation.png differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/full-process.png b/qdrant-landing/static/articles_data/product-quantization/full-process.png
index 38b24e8f7..ae93bc9d7 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/full-process.png and b/qdrant-landing/static/articles_data/product-quantization/full-process.png differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/raw-vectors.png b/qdrant-landing/static/articles_data/product-quantization/raw-vectors.png
index 4f2dda959..325ae23f8 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/raw-vectors.png and b/qdrant-landing/static/articles_data/product-quantization/raw-vectors.png differ
diff --git a/qdrant-landing/static/articles_data/product-quantization/vector-of-ids.png b/qdrant-landing/static/articles_data/product-quantization/vector-of-ids.png
index 01dd273eb..e3ca8ab46 100644
Binary files a/qdrant-landing/static/articles_data/product-quantization/vector-of-ids.png and b/qdrant-landing/static/articles_data/product-quantization/vector-of-ids.png differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.jpg b/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.jpg
index 591613fee..e17a6d66b 100644
Binary files a/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.jpg and b/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.webp b/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.webp
index 77aac321a..808f7bd3d 100644
Binary files a/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.webp and b/qdrant-landing/static/articles_data/rag-is-dead/preview/preview.webp differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.jpg b/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.jpg
index bbab9168a..322b4a14a 100644
Binary files a/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.jpg and b/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.png b/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.png
new file mode 100644
index 000000000..04c178db3
Binary files /dev/null and b/qdrant-landing/static/articles_data/rag-is-dead/preview/social_preview.png differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/title.jpg b/qdrant-landing/static/articles_data/rag-is-dead/preview/title.jpg
index 04296806f..a16304fdd 100644
Binary files a/qdrant-landing/static/articles_data/rag-is-dead/preview/title.jpg and b/qdrant-landing/static/articles_data/rag-is-dead/preview/title.jpg differ
diff --git a/qdrant-landing/static/articles_data/rag-is-dead/preview/title.webp b/qdrant-landing/static/articles_data/rag-is-dead/preview/title.webp
index 0002b763f..c844cb6f9 100644
Binary files a/qdrant-landing/static/articles_data/rag-is-dead/preview/title.webp and b/qdrant-landing/static/articles_data/rag-is-dead/preview/title.webp differ
diff --git a/qdrant-landing/static/articles_data/scalar-quantization/float32-distribution.png b/qdrant-landing/static/articles_data/scalar-quantization/float32-distribution.png
index ce5567b46..6046feda3 100644
Binary files a/qdrant-landing/static/articles_data/scalar-quantization/float32-distribution.png and b/qdrant-landing/static/articles_data/scalar-quantization/float32-distribution.png differ
diff --git a/qdrant-landing/static/articles_data/scalar-quantization/float32-to-int8-conversion.png b/qdrant-landing/static/articles_data/scalar-quantization/float32-to-int8-conversion.png
index ef69fb3df..d9751d3fb 100644
Binary files a/qdrant-landing/static/articles_data/scalar-quantization/float32-to-int8-conversion.png and b/qdrant-landing/static/articles_data/scalar-quantization/float32-to-int8-conversion.png differ
diff --git a/qdrant-landing/static/articles_data/scalar-quantization/int8-value-range.png b/qdrant-landing/static/articles_data/scalar-quantization/int8-value-range.png
index 49a0db23b..817eeabe9 100644
Binary files a/qdrant-landing/static/articles_data/scalar-quantization/int8-value-range.png and b/qdrant-landing/static/articles_data/scalar-quantization/int8-value-range.png differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/preview.jpg b/qdrant-landing/static/articles_data/vector-search-production/preview/preview.jpg
index 60353a810..cc6ec55a6 100644
Binary files a/qdrant-landing/static/articles_data/vector-search-production/preview/preview.jpg and b/qdrant-landing/static/articles_data/vector-search-production/preview/preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/preview.webp b/qdrant-landing/static/articles_data/vector-search-production/preview/preview.webp
index 55b955570..b5386d63b 100644
Binary files a/qdrant-landing/static/articles_data/vector-search-production/preview/preview.webp and b/qdrant-landing/static/articles_data/vector-search-production/preview/preview.webp differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.jpg b/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.jpg
new file mode 100644
index 000000000..5a79c8cf2
Binary files /dev/null and b/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.jpg differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.png b/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.png
new file mode 100644
index 000000000..2d6f28a1b
Binary files /dev/null and b/qdrant-landing/static/articles_data/vector-search-production/preview/social_preview.png differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/title.jpg b/qdrant-landing/static/articles_data/vector-search-production/preview/title.jpg
index 4669fd75b..d6bf11a06 100644
Binary files a/qdrant-landing/static/articles_data/vector-search-production/preview/title.jpg and b/qdrant-landing/static/articles_data/vector-search-production/preview/title.jpg differ
diff --git a/qdrant-landing/static/articles_data/vector-search-production/preview/title.webp b/qdrant-landing/static/articles_data/vector-search-production/preview/title.webp
index d9a31b25d..a7477c925 100644
Binary files a/qdrant-landing/static/articles_data/vector-search-production/preview/title.webp and b/qdrant-landing/static/articles_data/vector-search-production/preview/title.webp differ