Thinking
How I Think
Principles behind my notes, tools, and operating work.
Principle
Field reality over theory
Real growth work happens inside messy constraints: budgets, teams, attribution gaps, creative fatigue, and imperfect data.
Principle
AI is leverage, not magic
The best use of AI is not replacing judgment. It is compressing research, analysis, and execution cycles.