Writing

Field Notes

Short, honest essays from the work — diagnosing why good systems stall, and what it takes to make them stick.

Series: Operational Readiness

Series: AI Sandboxes & Stewards

Published on LinkedIn, 2026
The series culminates in the white paper Sandboxes, Stewards, and the Governance Gap — the full argument, theoretical grounding, and the Attributable–Observable–Correctable model for AI accountability in regulated work.

Essays

On AI, skills & the workforce