schemas , Oauth, Ml, Apis, Jwt, Systems Integration, SaaS platforms, customer service, Reliability, Chatbots, contact center platforms, Ai, LLM-enabled systems, production operability, tool calling patterns, enterprise integrations, evaluation quality gating, webhooks, Production Operations, eventing, prompt policy controls, observability, error handling