Climate systems fail at the ecosystem level, yet most restoration decisions are made using fragmented data. ProgramEarth applies AI to environmental monitoring systems designed with local and Indigenous stewards, ensuring models reflect how land, water, and species actually interact. This talk demonstrates how AI-driven ecosystem modeling, informed by steward knowledge, helps governments, funders, and insurers prioritize restoration interventions that reduce risk, avoid disaster costs, and deliver durable resilience.