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

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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@githubtrending · Post #15145 · 14.09.2025 г., 13:00

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#javascript#gaia#general_purpose#multiagent_systems#multimodel DeepResearchAgent is a smart system that uses a top-level planner to break down big tasks into smaller parts and assigns them to specialized agents like analyzers, researchers, and browser tools. It can deeply analyze data, do thorough research, and automatically gather up-to-date information from the web. It supports many AI models and tools, including image and video generation, and runs tasks efficiently with asynchronous operations. This system helps you get detailed, well-organized research results faster and with less effort by automating complex, multi-step tasks and combining many AI capabilities in one framework. https://github.com/SkyworkAI/DeepResearchAgent

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@githubtrending · Post #15253 · 30.10.2025 г., 12:30

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#go#agent#agentic#ai#chatbot#chatbots#embeddings#evaluation#generative_ai#golang#knowledge_base#llm#multi_tenant#multimodel#ollama#openai#question_answering#rag#reranking#semantic_search#vector_search WeKnora is a powerful tool that helps you understand and find answers in complex documents like PDFs and Word files. It uses advanced AI to read documents, understand what they mean, and answer your questions in a simple way. This tool is useful for businesses and researchers because it can quickly find information from many documents, making it easier to manage knowledge and make decisions. It also supports multiple languages and can be used privately, ensuring your data stays safe. https://github.com/Tencent/WeKnora