Status: Work in progress, 2026.

This note looks at a common way to view convergence mechanisms in derivative-free trust-region and direct-search methods. The aim is to connect two algorithmic families through a shared structural perspective.

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

Coming soon.