Risk assessment and mitigation in the context of language models involve continuous monitoring, robust testing, and addressing ethical concerns. OpenAI employs measures like diverse dataset curation, ongoing research to minimize biases, and implementing safety mitigations to prevent undesirable outputs. Regular audits and feedback from users help identify and address potential risks, ensuring responsible and secure usage of the technology.