started added SQL Conf() samples

Author: yorek

client/src/SearchPage.jsx

@@ -173,7 +173,7 @@ const SearchPage = () => {
             <TeachingPopoverBody>
               <TeachingPopoverTitle>AI Agent Powered Search</TeachingPopoverTitle>
               <div>
-                This search engine uses AI Agents to find samples from the <Link href="https://aka.ms/sqlai-samples" target="_blank">Azure SQL Database Samples repository</Link> using a RAG pattern with structured output.
+                This search engine uses AI Agents to find samples created over time and available at <Link href='https://github.com/Azure-Samples?q=azure-sql' target="_blank">Azure SQL Database Samples repository</Link> and <Link href='https://aka.ms/sqlai-samples' target="_blank"> Azure SQL AI Samples</Link>using a RAG pattern with structured output.
                 <ul>
                   <li>The searched text is given to an <strong>AI Agent</strong> that decide the best tool to use to answer the question, either using similarity search or generating and executing a SQL query</li>
                   <li>Similiarity search across all available resources is done using the newly introduced <Link href='https://devblogs.microsoft.com/azure-sql/exciting-announcement-public-preview-of-native-vector-support-in-azure-sql-database/' target="_blank">vector support in Azure SQL Database</Link>.</li>

db/samples/sample-data.sql

@@ -501,6 +501,25 @@ exec dbo.add_sample '
 ';
 GO
 
+/*
+    SQL Conf() 2025
+*/
+
+exec dbo.add_sample '
+{
+    "name": "Vectors, AI, Agents: how AI will change the way users interact with databases", 
+    "description": "Discover how AI is revolutionizing the way users and developers interact with databases. In this session we will explore how intelligent agents can generate and execute T-SQL queries to retrieve the precise information requested by users or developers. Dive into the foundational role of vectors in powering these agent-driven interactions and see how SQL Server can serve as the backbone for creating modern, AI-augmented applications. Additionally, gain insights into the critical security implications of these advancements and learn best practices for safeguarding your data in this AI-driven paradigm. Whether you''re a database developer or a technology strategist, this session will equip you with the tools and understanding to leverage AI for the next generation of database interactions.",
+    "url": "https://youtu.be/Uddhx8Bu2ZM",
+    "details": {
+        "author": "Davide Mauri",        
+        "conference": "SQL Conf() 2025"
+    }
+}
+';
+GO
+
+--exec dbo.delete_sample @url = 'https://youtu.be/Uddhx8Bu2ZM'
+
 select id, name, created_on, updated_on from dbo.samples order by created_on desc;
 --where [url] like '%kmeans%'
 GO