protection, using multiple, specialized guardrails together creates more resilient agents. In the diagram below, we combine LLM-based guardrails, rules-based guardrails such as regex, and the OpenAI moderation

representation and generate outputs in any of those formats. A single query can reference a paragraph and a diagram, and the model can respond with a spoken summary or an annotated image – without switching systems