Source: Based Cooking (community recipes)
Heat a large frying pan over medium-high and add olive oil. Dice half an onion finely and cook it in the pan until softened and translucent, about 2–3 minutes. This is your base — the onion's sugars caramelize slightly and sweeten the whole dish. Add the ground beef in small clumps, breaking it apart with a wooden spoon as it hits the pan. Don't stir constantly; let it sit for 30 seconds between turns so the meat browns rather than steams. Once the beef is three-quarters cooked — still a touch of pink visible — add minced garlic, then the cumin and paprika. Stir and cook for 30 seconds until the spices release their volatile oils and perfume the pan. This pan-frying stage is critical: you're building the base flavour through aromatic-vegetables and toasted spice before the liquid arrives.
Salt the beef now. Grate the tomatoes on the small side of a box grater directly into the pan — you'll get mostly flesh and juice, leaving behind the tough skin. The acid and moisture will deglaze the pan's fond, the browned meat residue that tastes of umami. Switch to the medium grater for the carrot and add it too. The carrot's natural sweetness echoes the onion and balances the tomato's sharpness. Stir, then reduce the heat to medium-low and let the sauce simmer for 10–15 minutes. You're watching for the pool of liquid to shrink noticeably; the tomatoes will break down into a loose, jammy consistency and the carrot will begin to soften. The surface should look drier, not soupy — if it's still swimming, give it another 5 minutes.
While the sauce reduces, cook the pasta in salted boiling water to al dente according to the packet. Drain it, reserving a mug of starchy cooking water. Tip the pasta into the beef pan and toss for a minute or two. If the sauce feels too thick, add a splash of the reserved pasta water — it's an emulsifier that loosens everything and helps the pasta marry the meat. Season with black pepper and taste for salt. Serve immediately.
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