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, approximately 3–4 minutes per side. Remove ribs and set aside.
04 - Add onion, carrots, and celery to the same pot. Sauté for 5 minutes until softened. Stir in garlic and cook for 1 additional minute.
05 - Add tomato paste and stir for 1–2 minutes. 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 simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover tightly and transfer to the oven.
08 - Braise for 2.5–3 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 caramelize.
10 - Remove ribs from the pot and set aside, covered 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 maple-bourbon glaze. Garnish with fresh herbs if desired.