I don't run AI training courses. I run AI orientation engagements.
The distinction matters more than it sounds.
AI Workflow Architecture further reading, page 3
AI workflow architecture matters because AI adoption fails when tools know the task but not the operating context around it.
Documentation tells you what happened. An index tells AI where to look.
These are not the same artifact and treating them as equivalent is one of the most expensive mistakes in AI-augmented work.
The end of documentation debt: how an AI “memory prosthesis” automates the PRD
PRDs decay on contact with reality. This post outlines an AI-native operating model that turns documentation from writing into evidence-based extraction.
Stop outsourcing yourself to AI
AI should amplify your ideas, not replace your voice. Outsourcing yourself to boilerplate output strips away authenticity and makes you forget how to communicate.
What actually deserves to persist?
The same memory discipline that works for codebases and organizations leads to a harder question: what should a life preserve?