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The quickstart called a refresh that raises on a deployment before it showed the alternative, trained on columns only optional steps created, and read its image from a path inside the documentation repository. The core journey is now install, connect, create, add, search and filter, and its code is tested unchanged against a local database and, when connection variables are set, a deployment. Enterprise readers get the settings they need before the connection code. Computed columns, images and training are optional extensions that each start from the core table: the computed column shows the embedded refresh beside the deployment's job, and says that a deployment must enable computed columns; the image step downloads the picture into ./data first and the code reads it from there in every language; the training step derives the features it trains on.