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Content policy

As explained in Introduction to Generative AI, Second Edition

A content policy is a set of rules specifying which types of user or model-generated content a service permits, restricts, or prohibits.

A public chatbot may receive a request it can answer but should not. A content policy sets rules for content a service permits, restricts, or prohibits, including the responses its model generates. Such rules can address racist or extremist content, sensitive advice, and instructions for harmful or illegal actions. section 3.5

A helpful answer can still be unsafe

A user asked a chatbot to write a song from a sexist point of view. The chatbot followed the request, but its answer reinforced stereotypes about women in laboratories. Producing a relevant answer was not the same as producing an acceptable one. section 3.5

Policies also shape which relationships a social chatbot supports. A company might choose not to support therapeutic or sexual interactions, even when users seek them. Rules alone do not control what happens in conversation: they need technical enforcement, testing, and monitoring. Anonymized conversation samples could help reveal unhealthy dependency, though the effects of emotionally engaging chatbots remain uncertain. section 9.6

How Introduction to Generative AI, Second Edition covers it

How deep it goes
Explains why policies are needed and calls for technical enforcement and monitoring, without specifying an implementation.
Examples
Uses a stereotype-reinforcing song response and potential therapeutic or sexual chatbot relationships to illustrate policy decisions.
What it assumes
Introduces prompt hacking with a concrete request rather than requiring knowledge of model internals.
What you can do after
Evaluate/understand it as a boundary requiring technical enforcement and continued monitoring, not merely a published rule.
How it connects
Connects content policy to prompt hacking, model safety, social chatbots, and unhealthy dependency.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Introduction to Generative AI, Second Edition. The section links point to the parts of the book it draws on.