Insights. Joseph, in long form.

Founder bylined long-form on the topics where the framework has measurable evidence: AI citation mechanics, AEO/AIO architecture, SDVOSB contracting, the economics of self-hosted infrastructure. Cross-posted to LinkedIn long form. Newsletter archive at /newsletter/.