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BirdNETHow can computers learn to recognize birds from sounds? The BirdNET research project uses artificial intelligence and neural networks to train computers to identify more than 3,000 of the most common species worldwide. You can record a file using the microphone of your Android device and see

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The sky turned bruise-purple that Thursday afternoon, rain slamming against the office windows like thrown gravel. My knuckles went white around my phone as I pictured Ava’s school bus navigating flooded streets. Last year, during a similar storm, I’d spent 40 frantic minutes calling the district’s overloaded hotline, listening to static-filled hold music while imagining worst-case scenarios. This time, though, something different happened—a sharp, melodic ping cut through the downpour’s roar. N

The alarm screamed at 5:03 AM, but my racing heartbeat had already jolted me awake. Through the cracked hotel blinds, neon signs from the all-night pizza joint across the street pulsed like a distress signal. I fumbled for my phone, sticky fingers trembling as I unlocked it - not to check emails, but to frantically scroll through payment records. Three commercial properties, 42 tenants, and a water bill due in four fucking hours before penalties would kick in. My throat tightened when I realized