Human-Led. AI-Assisted.
I use AI as a working partner and a source of leverage — not as a substitute for judgment, experience, or responsibility.
The Objective Comes First
Understand the Problem Before Choosing the Method
The first question isn't “What can AI do here?” It's “What are we actually trying to accomplish?” The method serves the objective — not the other way around.
Check What Matters
AI Can Be Wrong. So Can I.
Confidence isn't evidence, whether it comes from a person or an AI. Important conclusions should be checked. When the evidence doesn't support a definite answer, I won't manufacture certainty.
Progress Over Activity
Making Changes Isn't the Same as Solving the Problem
I work in manageable steps, protect what is already working, and check meaningful changes before piling more changes on top.
Practical Outcomes
Sometimes the Right Answer Is “Don't Do It.”
Not every problem should be repaired. Not every idea should be built. My job is to help determine what makes sense, what doesn't, and what the evidence supports.