diff --git a/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/3-simd-migration.md b/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/3-simd-migration.md
index 090f933d6f..5c469ae466 100644
--- a/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/3-simd-migration.md
+++ b/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/3-simd-migration.md
@@ -211,7 +211,7 @@ Pitfalls to avoid:
 * Don't confuse a software version with a language wrapper package version. For example, when checking the Python Redis client, check the Python package name "redis" rather than the Redis server version. Setting the Python Redis package version to the Redis server version in requirements.txt will fail.
 * NEON lane indices must be compile-time constants, not variables.
 * If you're unsure about Arm equivalents, use knowledge_base_search to find documentation.
-* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SME/SME2.
+* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SVE2 (or SVE for older neoverse).
 
 If you have good versions to update for the Dockerfile, requirements.txt, and other files, change them immediately without asking for confirmation.
 
diff --git a/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/4-agentic-systems.md b/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/4-agentic-systems.md
index 2bc1b8e628..a9884e7760 100644
--- a/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/4-agentic-systems.md
+++ b/content/learning-paths/servers-and-cloud-computing/arm-mcp-server/4-agentic-systems.md
@@ -43,7 +43,7 @@ Pitfalls to avoid:
 * Don't confuse a software version with a language wrapper package version. For example, when checking the Python Redis client, check the Python package name "redis" rather than the Redis server version.
 * NEON lane indices must be compile-time constants, not variables.
 * If you're unsure about Arm equivalents, use knowledge_base_search to find documentation.
-* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SME/SME2.
+* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SVE2 (or SVE for older neoverse).
 
 If you have good versions to update for the Dockerfile, requirements.txt, and other files, change them immediately without asking for confirmation.
 
@@ -81,7 +81,7 @@ Pitfalls to avoid:
 * Don't confuse a software version with a language wrapper package version. For example, when checking the Python Redis client, check the Python package name "redis" rather than the Redis server version.
 * NEON lane indices must be compile-time constants, not variables.
 * If you're unsure about Arm equivalents, use knowledge_base_search to find documentation.
-* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SME/SME2.
+* Be sure to find out from the user or system what the target machine is, and use the appropriate intrinsics. For instance, if neoverse (Graviton, Axion, Cobalt) is targeted, use the latest SVE2 (or SVE for older neoverse).
 
 If you have good versions to update for the Dockerfile, requirements.txt, and other files, change them immediately without asking for confirmation.
 
diff --git a/content/learning-paths/servers-and-cloud-computing/docker-mcp-toolkit/4-run-migration.md b/content/learning-paths/servers-and-cloud-computing/docker-mcp-toolkit/4-run-migration.md
index dd81516b7e..a86012de99 100644
--- a/content/learning-paths/servers-and-cloud-computing/docker-mcp-toolkit/4-run-migration.md
+++ b/content/learning-paths/servers-and-cloud-computing/docker-mcp-toolkit/4-run-migration.md
@@ -43,7 +43,7 @@ Important notes:
 - If unsure about Arm equivalents, use knowledge_base_search to find docs
 - Be sure to find out from the user or system what the target machine is,
   and use the appropriate intrinsics. For instance, if neoverse (Graviton,
-  Axion, Cobalt) is targeted, use the latest SME/SME2.
+  Axion, Cobalt) is targeted, use the latest SVE2 (or SVE for older neoverse).
 
 After completing the migration:
 - Create a pull request with a detailed description of changes