diff --git a/pom.xml b/pom.xml
index 4f20e63..53ef84c 100644
--- a/pom.xml
+++ b/pom.xml
@@ -66,6 +66,11 @@
             <artifactId>java-uuid-generator</artifactId>
             <version>4.0.1</version>
         </dependency>
+        <dependency>
+            <groupId>io.github.jbellis</groupId>
+            <artifactId>jvector</artifactId>
+            <version>3.0.0-beta.3</version>
+        </dependency>
         <!-- test scope -->
 		<dependency>
 			<groupId>org.springframework.boot</groupId>
diff --git a/src/main/java/com/datastax/ai/agent/vector/AiAgentVector.java b/src/main/java/com/datastax/ai/agent/vector/AiAgentVector.java
index 47983d5..71896b7 100644
--- a/src/main/java/com/datastax/ai/agent/vector/AiAgentVector.java
+++ b/src/main/java/com/datastax/ai/agent/vector/AiAgentVector.java
@@ -21,9 +21,10 @@
 
 import com.datastax.ai.agent.base.AiAgent;
 import com.datastax.ai.agent.base.AiAgentDelegator;
-
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
+import io.github.jbellis.jvector.vector.VectorizationProvider;
+import io.github.jbellis.jvector.vector.types.VectorFloat;
+import io.github.jbellis.jvector.vector.types.VectorTypeSupport;
+import org.apache.commons.lang3.ArrayUtils;
 
 import org.springframework.ai.chat.messages.UserMessage;
 import org.springframework.ai.chat.prompt.Prompt;
@@ -35,6 +36,9 @@
 
 public class AiAgentVector extends AiAgentDelegator {
 
+
+    private static final VectorTypeSupport VTS = VectorizationProvider.getInstance().getVectorTypeSupport();
+
     private static final int CHAT_DOCUMENTS_SIZE = 3;
 
     private final CassandraVectorStore store;
@@ -56,6 +60,9 @@ public Prompt createPrompt(UserMessage message, Map<String,Object> promptPropert
         promptProperties = promptProperties(promptProperties);
 
         // any re-ranking happens here
+        VectorFloat<float[]> v0  = (VectorFloat<float[]>) VTS.createFloatVector(ArrayUtils.toPrimitive(
+                (Float[])similarDocuments.get(0).getEmbedding().stream().map(Double::floatValue).toArray()));
+
 
         promptProperties.put("documents", similarDocuments);
         return super.createPrompt(message, promptProperties);