neural speech recognition 2025-11-09T10:17:11Z

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Grandma's spice tin sat untouched for years after she passed, its faded labels in Gurmukhi script mocking my severed connection to our heritage. I'd open it sometimes, inhaling cardamom and regret, fingers tracing characters that felt like secret code. Then one insomniac 3 AM, scrolling past mindless reels, an ad stopped me cold: "Unlock Punjabi in 10-minute bursts." Skeptic warred with longing as I downloaded Ling Punjabi.

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It was a typical Tuesday afternoon in a crowded café in downtown Manhattan, the kind of place where the hum of espresso machines and snippets of conversations in a dozen languages create a chaotic symphony. I was hunched over my laptop, attempting to prepare for an upcoming business trip to a Mandarin-speaking region, and frustration was my constant companion. For weeks, I'd been wrestling with basic characters, my brain refusing to cooperate with the intricate strokes and tones that felt like a

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