Why Structured Output Is the Real Story in AI for Child Welfare
In child welfare, the AI doesn’t need to be clever. It needs to be constrained—and structured output is how that constraint becomes production-worthy.
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Perspectives
Perspectives on innovation, digital transformation, and human services technology.
Why Census Counts Are Harder Than They Look, and What Dashboards Actually Fix
Ask a child welfare agency how many kids are on their caseload right now, and you’d think that’s a simple query. It rarely is—and dashboards only help after the definition work is done.
Why a Caregiver-Facing Gateway Might Be the Highest-Leverage Thing You Build
Most child welfare tech investment goes toward the case management system. A carefully scoped caregiver gateway may be the higher-leverage fix for the quieter failure point: people closest to the child being last to know.
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