Field Notes

Notes from the work.

Practical writing on sustainability assessments, NJ incentive programs, and what the five-domain framework reveals on the ground. Updated as engagements and programs evolve.

These notes are specific, not aspirational. The goal is useful information for people actually considering a sustainability assessment — what the process involves, what incentives exist and what caveats come with them, and what the five-domain framework turns up on real sites.

Building a Sustainability-Conscious AI Workflow

A one-person practice has to be fast without cutting corners. The in-house, integration-driven AI workflow that compresses the hours between site visit and delivered report — and the deliberate constraints that keep it eco-friendly.

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