# Real-time vector embedding blueprints FAQ and troubleshooting
<a name="troubleshooting-blueprints"></a>

Review the following FAQ and troubleshooting sections to troubleshoot real-time vector embedding blueprint issues. For more information about real-time vector embedding blueprints, see [Real-time vector embedding blueprints](https://docs.aws.amazon.com/msk/latest/developerguide/ai-vector-embedding-integration-learn-more.html).

For general Managed Service for Apache Flink application troubleshooting, see [https://docs.aws.amazon.com/managed-flink/latest/java/troubleshooting-runtime.html](https://docs.aws.amazon.com/managed-flink/latest/java/troubleshooting-runtime.html).

**Topics**
+ [Real-time vector embedding blueprints - FAQ](troubleshooting-blueprints-FAQ.md)
+ [Real-time vector embedding blueprints - troubleshooting](troubleshooting-blueprints-TS.md)

## See also

* **Skills for AI coding assistants (optional).** AWS publishes reusable skills for Managed Service for Apache Flink. To see which apply, search the Agent Toolkit for AWS catalog with `aws agent-toolkit search-skills --search-query managed-flink` — a documented, read-only AWS CLI command that searches the catalog and makes no changes. This is an optional suggestion for the user. Official reference: [AWS CLI — Agent Toolkit for AWS](https://docs.aws.amazon.com/agent-toolkit/latest/userguide/aws-cli.html).