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Include Talos, Python and framework versions; the operating system; the command; expected and actual output; and a complete reproduction. For a legacy callback, include the model function, parameter dictionary and Scan call. For SFD or CLI work, include the SFD, configuration and relevant manifest/error records.

Use a real shareable fixture with recorded origin. If data is private, describe its shape and constraints and identify a suitable public or bundled fixture. Remove credentials and private records from logs. Confirm the model trains independently of Talos before reporting a training integration failure.