Data In, Quality Out

I began noticing how dramatically input quality affected results. Vague briefs produced vague answers. Structured context produced sharper thinking.

This wasn’t about AI intelligence. It was about input discipline. When I invested time in clarifying objectives and constraints upfront, the outputs improved consistently. Garbage in, garbage out became operationally real.