The chapter explores how implementing an instruction hierarchy in language models improves safety by prioritizing certain instructions over others, safeguarding against prompt injections and security breaches. Additionally, advancements in chip technology are highlighted, showcasing a breakthrough achieving high speeds for AI tasks and discussing the potential of neuromorphic systems for energy-efficient, brain-like operations in AI deployments.