Clief Notes

Learn to build systems and methods that will last a decade.

40+ free lessons and growing every month. What I am giving away for free is better then what others are charging for.

Marine veteran (8 yrs, cryptographic systems, F-35/F-18 avionics).

MSc in AI Governance from University of Edinburgh.

Published researcher.

Trained 1000+ employees at Fortune 500 companies and top Universities.

Implemented real production systems at scale with real ROI.

----folder architecture

----prompt frameworks

----Computing Fundamentals

----Using Ai like Claude Code or Codex

----Implementing these in real use cases, business and beyond

and most importantly, the thinking underneath it all.

Grew to 13,000 members in less than a month. No hype. Just systems that work.

View our refund policy here:

https://docs.google.com/document/d/18mJVdjthcCPdXk2GTJJgCZI5XZzfrl7hOhwWuDx_SDg/edit?usp=sharing

📌 Course Last Updated: 4/4/2026