diff --git a/docs/static/img/vector-store-retrieval.png b/docs/static/img/vector-store-retrieval.png index dabfce541..12d592372 100644 Binary files a/docs/static/img/vector-store-retrieval.png and b/docs/static/img/vector-store-retrieval.png differ