01 - Preheat the oven to 325°F.
02 - Pat the short ribs dry and season 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 well browned, about 3–4 minutes per side. Remove 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.
05 - Add tomato paste, stirring for 1–2 minutes. Deglaze the pot with bourbon, scraping 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 simmer.
07 - Return the short ribs to the pot, nestling them into the sauce and vegetables.
08 - Cover and transfer to the preheated oven. Braise for 2.5–3 hours or until the meat is fork-tender.
09 - Remove the lid for the last 30 minutes to allow the glaze to thicken and caramelize.
10 - Remove the ribs from the pot and set aside, covered. Skim excess fat from the sauce and simmer on the stovetop to thicken further if desired.
11 - Serve ribs drizzled generously with the maple-bourbon glaze and garnished with fresh herbs if desired.