Practical writing on permit readiness, corrections, zoning and city review operations.
Permit decisions belong to people. Here are the design rules that let AI assist without taking the call: human approval, citations, confidence, override, and audit.
Plan-check letters that quote code sections without translation push work back to applicants who often guess. A clearer correction format compresses the cycle.
What goes into a per-jurisdiction knowledge layer that AI workflows can cite — and the rules we follow so the layer stays trustworthy.
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