For those wondering for the solution:
cmd := exec.Command("ansible-playbook", args...)
cmd.Env = os.Environ()
cmd.Env = append(cmd.Env, "MY_VAR=some_value")
Will preserve the existing environment and then write the one value that you want.
Thank goodness for godoc and open source!!