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 well browned, about 3 to 4 minutes per side. Remove ribs from pot 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 more minute until fragrant.
05 - Add tomato paste, stirring constantly for 1 to 2 minutes to deepen flavor. Deglaze the pot with bourbon, scraping 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 to a gentle simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables, ensuring they are partially submerged.
08 - Cover the Dutch oven with a tight-fitting lid and transfer to the preheated oven. Braise for 2.5 to 3 hours or until the meat is fork-tender and pulls away from the bone easily.
09 - Remove the lid for the last 30 minutes of cooking to allow the glaze to thicken and caramelize on top of the ribs.
10 - Remove ribs from pot and set aside, covered to keep warm. Skim excess fat from the sauce surface. Simmer sauce on stovetop over medium heat to thicken further if desired.
11 - Arrange ribs on serving platter and drizzle generously with the reduced maple-bourbon glaze. Garnish with fresh herbs such as parsley or thyme if desired.