About me: I work in product, applied AI, and enterprise knowledge systems. These essays are reflective notes from within the SaaS industry, examining how technical acceleration influences organizational form and coordination.

Use of AI: I use AI as a thinking and drafting partner in my writing process, not to replace my own judgment. It helps me clarify arguments, test structure, strengthen transitions, tighten language, offer critique, accelerate research, and maintain continuity across a larger body of work. Along the way, there is an inevitable back and forth — a kind of mutual iteration in which ideas are refined through dialogue rather than produced in a single pass. The final argument and voice remain my own.