Better neighbourhoods create better long-term outcomes for children Housing design and social mixing shape educational success and adult earnings Urban policy must align with education policy to reduce intergenerational poverty

Granular clinical AI fails when institutions reward simplicity over conditional accuracy Data fragmentation and weak governance turn powerful tools into brittle automation Trust will emerge only when policy aligns incentives with subgroup-tested performance

Appetite is not a single switch but a network that can now be powerfully overridden Multi-pathway obesity drugs deliver record weight loss while introducing new biological risks Policy and education must adapt as fast as the science does