Summary Safety for large language models (LLMs) and artificial intelligence (AI) agents remains fragmented; defenses against jailbreaking coexist with unresolved hallucination, fairness, and autonomous-control problems. Existing frameworks address these risks, but few specify how failure in one dimension changes anothe...