Merge pull request #2711 from k8s-infra-cherrypick-robot/cherry-pick-2708-to-release-0.13

[release-0.13]  🌱Uplift go 1.24.6 to address security issue

Author: k8s-ci-robot

Makefile

@@ -27,7 +27,7 @@ unexport GOPATH
 TRACE ?= 0
 
 # Go
-GO_VERSION ?= 1.24.4
+GO_VERSION ?= 1.24.6
 
 # Directories.
 ARTIFACTS ?= $(REPO_ROOT)/_artifacts