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 - Add onion, carrots, and celery to the same pot. Sauté for 5 minutes until softened and fragrant. Stir in garlic and cook for 1 minute until aromatic.
05 - Add tomato paste and stir for 1–2 minutes until darkened. Deglaze 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 to a gentle simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover tightly with the lid.
08 - Transfer to the preheated oven. Braise for 2.5–3 hours until the meat is fork-tender and easily pulls away from 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 the ribs and cover to keep warm. Skim excess fat from the sauce and simmer on the stovetop over medium heat until thickened to desired consistency.
11 - Arrange ribs on serving plates and drizzle generously with the reduced maple-bourbon glaze. Garnish with fresh herbs if desired.