Example SAM Manifest ===================== The point of using YAML manifest files is to facilitate a human readable way to define complex AI resources and their configurations, taking into consideration that something systematic on the backend will ulimately need to be able to read, validate and correctly execute the commands necessary to bring those resources to life. By ‘resource’ we mean to say anything from an AI Model, to a Data Pipeline, to an entire Application. Persisting such resources may involve any number of kinds of technologies, 3rd party services, and infrastructure. The authors saw first hand how effectively the `Kubernetes `__ project was able to solve similar problems in the DevOps space by defining a systematic way to describe infrastructure resources using YAML manifest files, and then building a robust ecosystem of tools around those manifests to validate, deploy, and manage those resources. Inspired by this success, the authors designed the Smarter API Manifest (SAM) specification to bring similar benefits to the AI development space. .. literalinclude:: ../../../../../smarter/smarter/apps/plugin/data/stackademy/stackademy-chatbot-sql.yaml :language: yaml :caption: Example Smarter Manifest