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 3-4 minutes per side. Remove 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 1-2 minutes to caramelize. 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 to a gentle simmer, stirring to combine.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover and transfer to the preheated oven. Braise for 2.5 to 3 hours or 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 from pot and set aside, covered to keep warm. Skim excess fat from sauce and simmer on stovetop over medium heat to thicken further if desired. Serve ribs drizzled generously with maple-bourbon glaze.