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 meat and set aside on a plate.
04 - Add onion, carrots, and celery to the same pot. Sauté for 5 minutes until softened and beginning to caramelize. Stir in garlic and cook for 1 minute until fragrant.
05 - Add tomato paste and stir constantly for 1-2 minutes to darken its color. Deglaze the pot with bourbon, scraping up any browned bits from the bottom with a wooden spoon. 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 gentle simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables. Cover tightly with the lid and transfer to the preheated oven.
08 - Braise for 2.5 to 3 hours, or until the meat is fork-tender and pulls away easily 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 ribs from the pot and cover loosely with foil to keep warm. Skim excess fat from the sauce surface. Simmer the sauce on the stovetop over medium heat until reduced to your desired consistency.
11 - Arrange ribs on a serving platter and drizzle generously with the maple-bourbon glaze. Garnish with fresh herbs if desired.