Editorial theme

Forty Forward

Experience gives you context, pattern recognition, and a quality bar. Those strengths make AI more useful, not less.

Start from what you already know

Use AI first in work where you can recognize a good answer. Your subject knowledge helps you catch missing facts, weak assumptions, and advice that sounds polished but will not work.

Learn one useful move at a time

You do not need to master every tool. Learn how to frame a task, supply the right source material, and review the result. Add another workflow only after the first one earns a place in your week.

Treat experience as the filter

A model can suggest options quickly. You still understand the people, history, trade-offs, and consequences surrounding the decision. That context belongs in your review.

Adopt AI. Stay in charge.

The theme changes the angle, not the promise.