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Updates all quickstart guides and samples to use the new `toolbox-adk` package instead of the legacy `toolbox-core`. Also updates `ToolboxToolset` usage to rely on the simplified constructor (implicit authentication) and ensures correct dependency installation. > [!NOTE] > The integration tests are failing because the `google-adk` package is not released yet with the newer changes from `toolbox-adk`. This is expected behavior until the [package update](cl/853799009) is released.