01 - Preheat the oven to 325°F.
02 - Pat the short ribs dry with paper towels and season evenly 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 meat 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 minute until fragrant.
05 - Add tomato paste and stir constantly for 1–2 minutes to deepen flavor. Deglaze the pot with bourbon, using a wooden spoon to scrape 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 mixture to a gentle simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover tightly with lid and transfer to preheated oven. Braise for 2.5–3 hours until meat is fork-tender and pulls away from bone easily.
08 - Remove the lid for the final 30 minutes of cooking to allow the glaze to thicken and caramelize.
09 - Remove ribs from pot and cover loosely to keep warm. Skim excess fat from sauce surface. Simmer sauce on stovetop over medium heat until further thickened if desired.
10 - Arrange ribs on serving plates and drizzle generously with the reduced maple-bourbon glaze. Garnish with fresh herbs if desired.