wood movement

I’m fixing the stair handrail to the wall and wanted advise on the best way to do it. The builder initially used caulk to seal it to the wall, but movement cracked that. I have removed the caulk, painted the bare plaster behind, and now my thoughts were to fill the gap rather than push it to the...