In an extreme case, an agent may be micro-managed by a human user who uses the neural model to enforce grammar and style (e.g., a level of politeness, or a type of humor), while driving the content directly (e.g., by expressing In this manner, the neural model becomes an authoring tool, rather than an independent chat-bot.
in fully automated agent systems, the agent may be influenced by a knowledge database, or some other artificial information system, while running in a pre-set style or a style deemed best based on the course of the conversation.