I design AI-enabled systems where human judgment stays in control.
My work focuses on moments where automation is tempting.
content decisions, go-to-market workflows, internal operations, and leadership context-setting.
I don’t optimize for speed or output.
I optimize for clarity, responsibility, and decisions that still make sense a year later.
Across my projects, I apply a small set of principles:
🔹 Own the final 1% of every decision
🔹 Frame the problem before introducing tools
🔹 Treat AI as a challenger, not an authority
The result is work that scales without becoming interchangeable.
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How I Work With AI
Then list your principles:
Own the final 1%
AI informs. Humans decide.
Think → Deploy → Challenge → Decide
Tools appear only after the problem is framed.
Operator > Model
The quality of output reflects the quality of judgment.
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