diff --git a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/01-strands-with-bedrock-model/runtime_with_strands_and_bedrock_models.ipynb b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/01-strands-with-bedrock-model/runtime_with_strands_and_bedrock_models.ipynb
index ccaa48f56..19248ad1e 100644
--- a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/01-strands-with-bedrock-model/runtime_with_strands_and_bedrock_models.ipynb
+++ b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/01-strands-with-bedrock-model/runtime_with_strands_and_bedrock_models.ipynb
@@ -252,7 +252,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/02-langgraph-with-bedrock-model/runtime_with_langgraph_and_bedrock_models.ipynb b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/02-langgraph-with-bedrock-model/runtime_with_langgraph_and_bedrock_models.ipynb
index 31be04c20..12f6b732e 100644
--- a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/02-langgraph-with-bedrock-model/runtime_with_langgraph_and_bedrock_models.ipynb
+++ b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/02-langgraph-with-bedrock-model/runtime_with_langgraph_and_bedrock_models.ipynb
@@ -432,7 +432,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/03-strands-with-openai-model/runtime_with_strands_and_openai_models.ipynb b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/03-strands-with-openai-model/runtime_with_strands_and_openai_models.ipynb
index 40158888e..c2c442fdb 100644
--- a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/03-strands-with-openai-model/runtime_with_strands_and_openai_models.ipynb
+++ b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/03-strands-with-openai-model/runtime_with_strands_and_openai_models.ipynb
@@ -268,7 +268,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/04-crewai-with-bedrock-model/runtime-with-crewai-and-bedrock-models.ipynb b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/04-crewai-with-bedrock-model/runtime-with-crewai-and-bedrock-models.ipynb
index 0e7be44e9..fd4e7bb8f 100644
--- a/01-tutorials/01-AgentCore-runtime/01-hosting-agent/04-crewai-with-bedrock-model/runtime-with-crewai-and-bedrock-models.ipynb
+++ b/01-tutorials/01-AgentCore-runtime/01-hosting-agent/04-crewai-with-bedrock-model/runtime-with-crewai-and-bedrock-models.ipynb
@@ -426,7 +426,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/01-AgentCore-runtime/03-advanced-concepts/04-async-agents/01_weekly_report_generator_async/weekly_update_agentcore_deploy.ipynb b/01-tutorials/01-AgentCore-runtime/03-advanced-concepts/04-async-agents/01_weekly_report_generator_async/weekly_update_agentcore_deploy.ipynb
index c29549cb5..ce77f356d 100644
--- a/01-tutorials/01-AgentCore-runtime/03-advanced-concepts/04-async-agents/01_weekly_report_generator_async/weekly_update_agentcore_deploy.ipynb
+++ b/01-tutorials/01-AgentCore-runtime/03-advanced-concepts/04-async-agents/01_weekly_report_generator_async/weekly_update_agentcore_deploy.ipynb
@@ -176,7 +176,7 @@
    "source": [
     "The CreateAgentRuntime operation supports comprehensive configuration options, letting you specify container images, environment variables and encryption settings. You can also configure protocol settings (HTTP, MCP) and authorization mechanisms to control how your clients communicate with the agent.\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n",
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n",
     "\n",
     "### Async Agent Implementation\n",
     "\n",
diff --git a/01-tutorials/03-AgentCore-identity/03-Inbound Auth example/inbound_auth_runtime_with_strands_and_bedrock_models.ipynb b/01-tutorials/03-AgentCore-identity/03-Inbound Auth example/inbound_auth_runtime_with_strands_and_bedrock_models.ipynb
index 3498c709e..5bbb88c49 100644
--- a/01-tutorials/03-AgentCore-identity/03-Inbound Auth example/inbound_auth_runtime_with_strands_and_bedrock_models.ipynb	
+++ b/01-tutorials/03-AgentCore-identity/03-Inbound Auth example/inbound_auth_runtime_with_strands_and_bedrock_models.ipynb	
@@ -206,7 +206,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/03-AgentCore-identity/04-Outbound Auth example/runtime_with_strands_and_openai_models.ipynb b/01-tutorials/03-AgentCore-identity/04-Outbound Auth example/runtime_with_strands_and_openai_models.ipynb
index 4dbee7e40..dfaddf7ba 100644
--- a/01-tutorials/03-AgentCore-identity/04-Outbound Auth example/runtime_with_strands_and_openai_models.ipynb	
+++ b/01-tutorials/03-AgentCore-identity/04-Outbound Auth example/runtime_with_strands_and_openai_models.ipynb	
@@ -438,7 +438,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/03-AgentCore-identity/05-Outbound_Auth_3lo/runtime_with_strands_and_egress_3lo.ipynb b/01-tutorials/03-AgentCore-identity/05-Outbound_Auth_3lo/runtime_with_strands_and_egress_3lo.ipynb
index a41dfa9e2..3ee875039 100644
--- a/01-tutorials/03-AgentCore-identity/05-Outbound_Auth_3lo/runtime_with_strands_and_egress_3lo.ipynb
+++ b/01-tutorials/03-AgentCore-identity/05-Outbound_Auth_3lo/runtime_with_strands_and_egress_3lo.ipynb
@@ -461,7 +461,7 @@
     "\n",
     "Note: Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n"
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n"
    ]
   },
   {
diff --git a/01-tutorials/03-AgentCore-identity/06-Outbound_Auth_Github/runtime_with_strands_and_egress_github_3lo.ipynb b/01-tutorials/03-AgentCore-identity/06-Outbound_Auth_Github/runtime_with_strands_and_egress_github_3lo.ipynb
index 9524f8aab..fef541500 100644
--- a/01-tutorials/03-AgentCore-identity/06-Outbound_Auth_Github/runtime_with_strands_and_egress_github_3lo.ipynb
+++ b/01-tutorials/03-AgentCore-identity/06-Outbound_Auth_Github/runtime_with_strands_and_egress_github_3lo.ipynb
@@ -465,7 +465,7 @@
     "\n",
     "Note: Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {
diff --git a/01-tutorials/03-AgentCore-identity/08-IDP-examples/Okta/Step_by_Step_Okta_Integration_for_Gateway_Auth.ipynb b/01-tutorials/03-AgentCore-identity/08-IDP-examples/Okta/Step_by_Step_Okta_Integration_for_Gateway_Auth.ipynb
index c86f56015..f6bb1734d 100644
--- a/01-tutorials/03-AgentCore-identity/08-IDP-examples/Okta/Step_by_Step_Okta_Integration_for_Gateway_Auth.ipynb
+++ b/01-tutorials/03-AgentCore-identity/08-IDP-examples/Okta/Step_by_Step_Okta_Integration_for_Gateway_Auth.ipynb
@@ -1093,7 +1093,7 @@
     "\n",
     "Note: Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n",
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime.\n",
     "\n",
     "### Configure agent for AgentCore Runtime deployment\n",
     "Next we will use our starter toolkit to configure the AgentCore Runtime deployment with an entrypoint, the execution role we just created and a requirements file. We will also configure the starter kit to auto create the Amazon ECR repository on launch.\n",
diff --git a/01-tutorials/06-AgentCore-observability/01-Agentcore-runtime-hosted/Strands Agents/runtime_with_strands_and_bedrock_models.ipynb b/01-tutorials/06-AgentCore-observability/01-Agentcore-runtime-hosted/Strands Agents/runtime_with_strands_and_bedrock_models.ipynb
index 193d7d2fa..a666af0c7 100644
--- a/01-tutorials/06-AgentCore-observability/01-Agentcore-runtime-hosted/Strands Agents/runtime_with_strands_and_bedrock_models.ipynb	
+++ b/01-tutorials/06-AgentCore-observability/01-Agentcore-runtime-hosted/Strands Agents/runtime_with_strands_and_bedrock_models.ipynb	
@@ -249,7 +249,7 @@
     "\n",
     "**Note:** Operations best practice is to package code as container and push to ECR using CI/CD pipelines and IaC\n",
     "\n",
-    "In this tutorial can will the Amazon Bedrock AgentCode Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
+    "In this tutorial, we will use the Amazon Bedrock AgentCore Python SDK to easily package your artifacts and deploy them to AgentCore runtime."
    ]
   },
   {