Field notes

Notes from inside
the chart.

Clinical, architectural, and operational thinking from the team building AlfredAI.

Point of view·Coming soon

The 99% problem: why chronic disease lives outside the clinic

Patients spend less than 1% of their lives with us. Everything that determines outcomes happens in the other 99%.

Draft in progress
Architecture·Coming soon

Why we built a multi-agent system, not a single LLM

Educator, Historian, Coach, Strategist, Architect — and why decomposition matters for clinical safety.

Draft in progress
Reimbursement·Coming soon

CMS-aligned by design: RPM, CCM, APCM, and BHI as first-class workflows

How AlfredAI codifies time-on-task and clinical rationale into audit-ready, billable work.

Draft in progress
Clinical evidence·Coming soon

From AFib to nine: the polycondition pivot

What we learned from validating the platform on AFib first, and why the orchestration framework generalizes.

Draft in progress

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