diff --git a/skills/ms-ai-engineering/references/rag-architecture/late-chunking-patterns.md b/skills/ms-ai-engineering/references/rag-architecture/late-chunking-patterns.md
index da97f39..f99e06d 100644
--- a/skills/ms-ai-engineering/references/rag-architecture/late-chunking-patterns.md
+++ b/skills/ms-ai-engineering/references/rag-architecture/late-chunking-patterns.md
@@ -1,6 +1,6 @@
 # Late Chunking Patterns — Chunking etter embedding
 
-**Last updated:** 2026-02
+**Last updated:** 2026-06-24
 **Status:** GA (Jina Embeddings), Preview (Azure Marketplace)
 **Category:** RAG Architecture & Semantic Search
 **Source:** https://learn.microsoft.com/azure/foundry/openai/tutorials/embeddings