What We Owe and What We Build

Sun, 15 Feb 2026 00:00:00 +0000

In ten months, the largest transformation of American social policy since welfare reform will begin. Starting December 2026, approximately 18.5 million Medicaid expansion adults must document 80 hours monthly of work, education, training, or qualifying activities to maintain healthcare coverage. Semi-annual redetermination cycles will verify compliance. Those who cannot demonstrate qualifying activity, or cannot prove exemption from the requirement, will lose coverage.

The One Big Beautiful Bill Act settled the political question. Work requirements are law. What the law did not settle is the implementation question: whether this transformation will function as a recognition system that identifies people already meeting expectations, or a compliance system that catches people failing to prove it. That architectural choice will determine whether millions of Americans keep the healthcare coverage they need to stay employed, or lose it because they could not navigate paperwork designed without understanding their lives.

Article S2: AI as Ecosystem Orchestrator

Sun, 15 Feb 2026 00:00:00 +0000

Synthesis Series

Starting With Human Experience, Not Technology
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A 45-year-old woman works two part-time retail jobs totaling 65 hours monthly. She cares for her elderly mother with dementia 20+ hours weekly. She has episodic migraines that occasionally prevent work. She lives in a rural county with one bus line. Her phone is a prepaid smartphone with limited data. She has a 10th grade education and limited English proficiency.

Medicaid Work Requirements on Syam Adusumilli

What We Owe and What We Build

Article S2: AI as Ecosystem Orchestrator

Starting With Human Experience, Not Technology #

Starting With Human Experience, Not Technology
#