02 / THOUGHTS
My views on AI transformation.
How to start, divide the work, and judge whether AI is helping.
01
Buying AI tools is not transformation.
Transformation begins when the way work is organized changes.
02Start with one task, then expand.
Set the goal and standards, start with a real task, then apply what works to the next one.
03A polished output still needs a purpose.
The value of AI output depends on what happens because of it.
04Management becomes more explicit.
AI makes unclear goals and acceptance standards harder to ignore.
05Knowing what matters becomes more valuable.
Execution support increases the importance of choosing a worthwhile question.
06Transformation should reduce the burden.
A new way of working needs to help people with work they actually face.