Before revision:  We prove that CASA-B integrates a consistent path for the policy evaluation and the policy improvement  .
After revision:  We prove that CASA-B integrates a consistent path for the policy evaluation and the policy improvement , which completely eliminates the gradient conflict between the policy improvement and the policy evaluation .