From the right sidebar, drag the search icon into the header area of the bottom panel. A
| pipe character will indicate its final position. I chose to move it all the way to the left.
As you can see the search pane is now at the bottom of the VS Code window, where it will stay until the devs decide to change this again. If that happens, I'll update this guide—so feel free to bookmark or favorite it.