CCAR-P: Claude Certified Architect — Professional

Safety mechanisms can decline a legitimate request when a classifier identifies features associated with a restricted category; Anthropic notes that benign work can trigger some refusal categories. LLMs can also hallucinate, producing content that is factually incorrect or inconsistent with the supplied context, so a plausible answer may lack support in the retrieved documents. Expired certificates, retrieval timeouts, and incorrect load-balancer routing are ordinary infrastructure or configuration defects.