I build tools for outsiders who want results without shrinking.

Most people learn workplace rules through inheritance: family networks, cultural fit, and room access.

Outsiders learn them through cost.

Polished, Not Edited exists to reduce that cost. I publish frameworks, scripts, and training loops for high-stakes work. Designed for people navigating identity, class, culture, and power.

If you want soft advice, this isn't it.

If you want tools you can run, start here.