01 - Preheat the oven to 325°F.
02 - Pat the short ribs dry with paper towels and season generously with salt and black pepper on all sides.
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 from pot and set aside.
04 - In the same pot, add onion, carrots, and celery. Sauté for 5 minutes until softened. Add garlic and cook for 1 minute until fragrant.
05 - Stir in tomato paste and cook for 1-2 minutes to deepen flavor. Pour in bourbon and scrape up any browned bits from the bottom of the pot. 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 mixture to a gentle simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover tightly with lid.
08 - Transfer to preheated oven and braise for 2.5 to 3 hours until meat is fork-tender and falling off the bone.
09 - Remove the lid for the final 30 minutes of cooking to allow the sauce to thicken and develop a caramelized finish.
10 - Remove ribs from pot and cover loosely to keep warm. Skim excess fat from sauce surface. Simmer sauce on stovetop over medium heat until reduced to desired consistency.
11 - Arrange ribs on serving plates and drizzle generously with the reduced maple-bourbon glaze. Garnish with fresh herbs if desired.