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Изворен канал @pythonotes · Post #422 · 30 мар.

Если запустить REPL с модулем asyncio, то вы входите в особый асинхронный REPL. user@host:~$ python -m asyncio asyncio REPL 3.12.7 ... Use "await" directly instead of "asyncio.run()". >>> import asyncio >>> В этом режиме - создаётся и настраивается event loop - уже импортирован asyncio - работает await на верхнем уровне То есть такая команда сработает без ошибок! await asyncio.sleep(3) Удобно для тестирования асинхронных функций без создания ивентлупов и остальной обвязки. Работает в: 3.8+ #tricks#async

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@CryptoM · Post #64744 · 09.04.2026 г., 17:34

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🚀 AI TRENDS | Google Cloud AI's PaperOrchestra Enhances Manuscript Quality Google Cloud AI researchers have introduced PaperOrchestra, a system designed to improve the quality of literature reviews and manuscript formatting. According to NS3.AI, human evaluations revealed that PaperOrchestra achieved a 50%-68% win-rate margin in literature review quality compared to autonomous baselines. The system employs five specialized agents to manage tasks such as organizing raw materials, generating figures, reviewing literature, and formatting manuscripts. To evaluate the effectiveness of PaperOrchestra, researchers developed PaperWritingBench, a framework built from 200 top-tier AI conference papers. This framework demonstrated a 14%-38% improvement in overall manuscript quality, showcasing the potential of PaperOrchestra in enhancing academic writing processes. #AI#GoogleCloudAI#PaperOrchestra#ManuscriptQuality#LiteratureReview#AcademicWriting#AIAgents#ResearchTools#PaperWritingBench

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