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.
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 until fragrant.
05 - Add tomato paste, stirring constantly for 1–2 minutes to deepen flavor. 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 mixture to a gentle simmer.
07 - Return the seared short ribs to the pot, nestling them into the sauce and vegetables, ensuring meat is mostly submerged.
08 - Cover with a tight-fitting lid and transfer to the preheated oven. Braise for 2.5–3 hours or until meat pulls easily from the bone.
09 - Remove the lid for the final 30 minutes of cooking to allow the sauce to reduce and the glaze to caramelize and thicken.
10 - Transfer ribs to a serving platter and cover loosely to keep warm. Skim excess fat from the surface of the sauce and simmer on stovetop if further thickening is desired.
11 - Serve ribs drizzled generously with the reduced maple-bourbon glaze. Garnish with fresh herbs if desired.