Add beef stock, brown sugar, vinegar, soy sauce, and red pepper to the slow cooker. Cover and cook on low for 8 hours in the slow cooker. Drizzle the cooked ribs with the juices, mushrooms, garlic, and ginger mixture. Serve with rice or vermicelli noodles.