Key Takeaway: Composable binding can reduce coordination cost by making the integration boundary a versioned, verifiable layer that can evolve independently of the systems it connects. AI on the edge is a system-of-systems problem. Legacy platforms, edge stacks, cloud services, and domain tools all need to exchange data with shared meaning over time. In practice, many edge AI failures are not caused by model quality alone, but by boundary drift between data producers, inference, and downstream consumers....