01 - Preheat the oven to 325°F.
02 - Pat the short ribs dry with paper towels and season generously with salt and black pepper.
03 - Heat olive oil in a large Dutch oven over medium-high heat. Sear the short ribs on all sides until deeply browned, about 3-4 minutes per side. Remove ribs and set aside.
04 - In the same pot, add onion, carrots, and celery. Sauté for 5 minutes until softened. Stir in garlic and cook for 1 additional minute until fragrant.
05 - Add tomato paste and stir constantly for 1-2 minutes to deepen flavor. Deglaze the pot with bourbon, scraping up any browned bits from the bottom. Cook for 2 minutes until slightly reduced.
06 - Stir in maple syrup, soy sauce, Dijon mustard, apple cider vinegar, smoked paprika, and beef stock. Bring the mixture to a gentle simmer.
07 - Return the seared short ribs to the pot, nestling them into the sauce and vegetables.
08 - Cover the Dutch oven with a tight-fitting lid and transfer to the preheated oven. Braise for 2.5 to 3 hours until the meat is fork-tender and falling off the bone.
09 - Remove the lid for the final 30 minutes of cooking to allow the glaze to thicken and develop a rich caramelized finish.
10 - Remove ribs from the pot and cover loosely to keep warm. Skim excess fat from the sauce surface. Simmer the sauce on the stovetop over medium heat until reduced and thickened to desired consistency.
11 - Arrange the glazed short ribs on serving plates and drizzle generously with the reduced maple-bourbon sauce. Garnish with fresh herbs if desired.