Practical cybersecurity and AI. Built, broken, documented.

A plain-English guide to scoping CMMC and meeting the level your contracts require.

Practical security work: labs, write-ups, and defenses that hold up.

How I run my own stack: a segmented network, self-hosted services, and real hardware.

Building AI workflows and agents, plus the automation and tooling that powers real work.