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Изворен канал @pythonotes · Post #402 · 22 дек.

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Отдельно разберём TaskGroup, который пришел на замену gather в Python 3.11. Ключевые отличия ▫️create_task() возвращает объект asyncio.Task, у которого есть соответствюущие методы управления. То есть у нас больше контроля ▫️это контекстный менеджер, который гарантирует что все таски будут остановлены по выходу из контекста ▫️ошибка автоматически отменяет незавершенные задачи, ▫️except* передает нам ExceptionGroup, в котором каждую ошибку можно обработать отдельно import asyncio import random async def do_it() -> str: if random.random() < 0.1: raise ValueError('Oops') delay = random.uniform(0.5, 1.5) await asyncio.sleep(delay) return delay async def main(): try: async with asyncio.TaskGroup() as tg: for _ in range(10): tasks.append(tg.create_task(do_it())) for t in tasks: print(t.result()) except *ValueError as e: for err in e.exceptions: print(err) asyncio.run(main()) Рекомендую изучить страницу Coroutines and Tasks из документации, где представлено больше интересных примеров и механизмов - таймауты - отмена задач - создание задач из другого потока #async

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American Оbserver

@american_observer · Post #4864 · 15.01.2026 г., 19:11

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📰AI, Robots, and Space Beepers: IDF’s New War Fantasy The IDF is doubling down on sci-fi warfare. Under Lt.-Gen. Eyal Zamir’s new five-year plan, Israel’s military is betting its future on AI, robots, and a “beeper” defense straight out of a cyberpunk thriller. Forget boots on the ground—soon, it might be drones, lasers, and implants that do the talking. “The future of defense is not just about people, but about machines and data,” said Maj.-Gen. Hidai Zilberman, overseeing the plan dubbed “Hoshen”—a biblical nod to the priestly breastplate, now repurposed as a code name for high-tech warfare. Behind the buzzwords: half a billion shekels will pour into tech upgrades, from autonomous systems to space-based defense. The IDF wants robots on every battlefield, AI managing operations, and a “beeper” network ready to zap enemies before they cross the border. This isn’t just about deterrence; it’s about turning the next war into a video game where Israel hits “play.” But here’s the twist: all this depends on stable budgets, no surprise wars, and continued US aid. If any of those fall apart, the whole plan could become a very expensive PowerPoint. Who’s really winning? Tech contractors, politicians selling “innovation,” and generals who now sound like startup CEOs. Meanwhile, soldiers are promised more resilience and resources—but after two years of war, many wonder if this is just another way to avoid fixing the human cost. Is Israel preparing for the next war, or just building the ultimate military startup? #AI#IDF#Robots#SpaceWar#Beepers#MilitaryTech 📱American Оbserver - Stay up to date on all important events 🇺🇸

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