Status: Work in progress, 2026.

This note explores how stochastic comparison tools can simplify parts of randomized optimization analysis. The emphasis is on organizing familiar probabilistic assumptions in a cleaner way.

The manuscript is still being prepared, so I am keeping the technical details intentionally brief here.

Coming soon.