From ffae5535d9226d4f3a99206d744423988ef82fef Mon Sep 17 00:00:00 2001
From: Woody Walton <12531513+woodywalton@users.noreply.github.com>
Date: Wed, 12 Nov 2025 12:39:18 -0500
Subject: [PATCH] Revise README for blog title and context updates

Updated the README to reflect changes in the blog title and link.
---
 supporting-blog-content/you-know-for-context/README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/supporting-blog-content/you-know-for-context/README.md b/supporting-blog-content/you-know-for-context/README.md
index 2b8e8b0a..d7b92e78 100644
--- a/supporting-blog-content/you-know-for-context/README.md
+++ b/supporting-blog-content/you-know-for-context/README.md
@@ -1,8 +1,8 @@
-# You know, for Context\! 
+# You Know, for Context\! 
 
-## The power of Hybrid Search in Context Engineering
+## The evolution of hybrid search and context engineering
 
-_**NOTE**_: This gist is a companion to the Elastic Search Labs blog "You know, for Context! The power of Hybrid Search in Context Engineering". This page contains sample code that is for illustration purposes only, it does not include any supporting data sets and these examples may not work without a proper data set.
+_**NOTE**_: This gist is a companion to the Elastic Search Labs blog "[You Know, for Context! The evolution of hybrid search and context engineering](https://www.elastic.co/search-labs/blog/context-engineering-hybrid-search-evolution-agentic-ai)". This page contains sample code that is for illustration purposes only, it does not include any supporting data sets and these examples may not work without a proper data set.
 
 There are a multitude of ways to query your content for providing context to generative and agentic AI operations. Here are a few examples to get you started and please check back later as we continue to update these techniques for supporting context engineering\!