diff --git a/Makefile b/Makefile
index 7cc781c..abf81e9 100644
--- a/Makefile
+++ b/Makefile
@@ -10,7 +10,7 @@ ANSIBLE_CHATBOT_INFERENCE_MODEL_FILTER ?=
 LLAMA_STACK_PORT ?= 8321
 LOCAL_DB_PATH ?= .
 CONTAINER_DB_PATH ?= /.llama/data/distributions/ansible-chatbot
-RAG_CONTENT_IMAGE ?= quay.io/ansible/aap-rag-content:1.0.1753876830
+RAG_CONTENT_IMAGE ?= quay.io/ansible/aap-rag-content:1.0.1759978317
 LIGHTSPEED_STACK_CONFIG ?= lightspeed-stack.yaml
 LLAMA_STACK_RUN_CONFIG ?= ansible-chatbot-run.yaml
 SYSTEM_PROMPT ?= ansible-chatbot-system-prompt.txt
diff --git a/ansible-chatbot-deploy.yaml b/ansible-chatbot-deploy.yaml
index 88caf8f..4ec8df5 100644
--- a/ansible-chatbot-deploy.yaml
+++ b/ansible-chatbot-deploy.yaml
@@ -88,7 +88,7 @@ data:
     <CORE_KNOWLEDGE_BASE>
     Ansible (Open Source): Community-driven automation engine, freely available
     Ansible Automation Platform (AAP): Commercial enterprise solution by Red Hat, requires paid subscription, includes Ansible Core plus enterprise features
-    Current Version: AAP 2.5 (latest available via subscription)
+    Current Version: AAP 2.6 (latest available via subscription)
     </CORE_KNOWLEDGE_BASE>
 
     <RESPONSE_PARAMETERS>
diff --git a/ansible-chatbot-mcp-run.yaml b/ansible-chatbot-mcp-run.yaml
index 0db83d1..212e00a 100644
--- a/ansible-chatbot-mcp-run.yaml
+++ b/ansible-chatbot-mcp-run.yaml
@@ -108,7 +108,7 @@ models:
 shields: []
 vector_dbs:
 - metadata: {}
-  vector_db_id: "aap-product-docs-2_5"
+  vector_db_id: "aap-product-docs-2_6"
   embedding_model: ${env.EMBEDDINGS_MODEL:=/.llama/data/distributions/ansible-chatbot/embeddings_model}
   embedding_dimension: 768
   provider_id: "aap_faiss"
diff --git a/ansible-chatbot-run.yaml b/ansible-chatbot-run.yaml
index e9f7bb7..dbe2e37 100644
--- a/ansible-chatbot-run.yaml
+++ b/ansible-chatbot-run.yaml
@@ -108,7 +108,7 @@ models:
 shields: []
 vector_dbs:
 - metadata: {}
-  vector_db_id: "aap-product-docs-2_5"
+  vector_db_id: "aap-product-docs-2_6"
   embedding_model: ${env.EMBEDDINGS_MODEL:=/.llama/data/distributions/ansible-chatbot/embeddings_model}
   embedding_dimension: 768
   provider_id: "aap_faiss"
diff --git a/ansible-chatbot-system-prompt.txt b/ansible-chatbot-system-prompt.txt
index c459159..b33d343 100644
--- a/ansible-chatbot-system-prompt.txt
+++ b/ansible-chatbot-system-prompt.txt
@@ -55,7 +55,7 @@ If a tool does not exist in the provided list of tools: Notify the user that you
 <CORE_KNOWLEDGE_BASE>
 Ansible (Open Source): Community-driven automation engine, freely available
 Ansible Automation Platform (AAP): Commercial enterprise solution by Red Hat, requires paid subscription, includes Ansible Core plus enterprise features
-Current Version: AAP 2.5 (latest available via subscription)
+Current Version: AAP 2.6 (latest available via subscription)
 </CORE_KNOWLEDGE_BASE>
 
 <RESPONSE_PARAMETERS>