Worked on enhancing the GoogleCloudPlatform/nodejs-docs-samples repository by updating code samples to utilize the text-embedding-005 model for generating text embeddings. This involved modifying JavaScript code to integrate the latest embedding capabilities and updating the pipeline job template URI to v1.1.4, ensuring compatibility with current Vertex AI workflows. The changes addressed embedding retrieval issues and improved the reliability of sample code for developers working with Cloud AI and Generative AI technologies. By aligning the samples with the latest model and pipeline versions, the work provided a more robust foundation for developers exploring embedding features in cloud-based AI applications.