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, about 3-4 minutes per side. Remove 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 minute until fragrant.
05 - Add tomato paste and stir for 1-2 minutes. Deglaze with bourbon, scraping up 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 simmer.
07 - Return short ribs to the pot, nestling into the sauce and vegetables. Cover and transfer to oven. Braise for 2.5-3 hours until meat is fork-tender.
08 - Remove the lid for the last 30 minutes of cooking to allow the glaze to thicken and caramelize.
09 - Remove ribs and cover to keep warm. Skim excess fat from sauce and simmer on stovetop until thickened to desired consistency.
10 - Serve ribs drizzled generously with maple-bourbon glaze. Garnish with fresh herbs if desired.