Container-as-a-Service (CaaS) products and services providing techniques to mitigate artificial intelligence (AI) risks, namely providing differential privacy, federated learning, personally identifiable information (PII) redaction, advanced model safety alignment techniques, and Retrieval augmented generation (RAG) hallucination remediation capabilities.