P365: Safety-by-Design
arXiv:2609.10630 · Lu and Bengio · “AI Safety: Not Optional, Not Later” · EN EP 314 · live #pattern-365
Multi-layer safety assurance architecture: model-level supervision, system-level controls, independent verification, monitoring, evidence infrastructure, governance. Welfare: safety is not a post-hoc bolt-on — design-time multi-layer assurance is a wellbeing prerequisite for agents at scale. P251–P365 all LIVE.