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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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EdgeMarket.AI 📣

@edgemarketai · Post #7992 · 21.02.2026 г., 09:36

Most systems try to predict outcomes. EdgeMarket focuses on something more fundamental: structure. Our AI ingests real-world events — political decisions, cultural moments, sports fixtures, institutional deadlines — and turns them into time-aware signals. Not opinions. Not hype. Just structured context that shows where pressure is building and when it matters. That’s how uncertainty becomes understandable. Explore how EdgeMarket uses AI as infrastructure, not guesswork 👉https://edgemarket.ai #AI#DecisionIntelligence#EdgeMarket#SignalsOverNoise

EdgeMarket.AI 📣

@edgemarketai · Post #8001 · 22.02.2026 г., 10:52

Will BTS’ March album pre-orders exceed 6,000,000 by Feb 28? At this scale, outcomes don’t appear suddenly — they form through visible signals long before confirmation. EdgeMarket tracks how expectations converge. Hashtags: #BTS#MarketSignals#DecisionIntelligence#EdgeMarket#DataDriven#CulturalTrends

EdgeMarket.AI 📣

@edgemarketai · Post #7991 · 20.02.2026 г., 10:35

High-profile matches expose more than skill — they reveal system dynamics. For Nottingham Forest vs Liverpool, EdgeMarket analyzes scenario formation: • Momentum vs control • Tactical flexibility • Fatigue and recovery cycles • Pressure response under crowd intensity Rather than framing outcomes as binary, we focus on how probabilities evolve before and during the match. Sport is one of the clearest real-world laboratories for decision intelligence. #DecisionIntelligence#SportsAnalytics#PremierLeague#EdgeMarket#SystemsThinking#OutcomeAnalysis

EdgeMarket.AI 📣

@edgemarketai · Post #8026 · 10.03.2026 г., 08:20

Geopolitical questions rarely move markets when they become obvious. They move when probability starts shifting before formal signals appear. That is why prediction systems matter. Not because they claim certainty, but because they surface how conviction changes while narratives are still forming. At EdgeMarket, we study how distributed judgement reacts to emerging geopolitical scenarios long before consensus hardens. The important signal is rarely the headline itself. It is how probability changes before the headline arrives. #EdgeMarket#PredictionMarkets#Geopolitics#AI#MarketIntelligence#Decentralization#GlobalRisk#DecisionIntelligence

EdgeMarket.AI 📣

@edgemarketai · Post #8009 · 27.02.2026 г., 12:43

Markets move on signals. Reality moves on decisions. A single announcement could reshape geopolitics, energy prices, defense markets, and global risk appetite. The question isn’t what you think it’s what happens next. EdgeMarket tracks real-world outcomes, not opinions. Will a Ukraine peace deal be announced by February 28? #Geopolitics#GlobalRisk#PredictionMarkets#DecisionIntelligence#Ukraine#USPolitics#EdgeMarket#FutureSignals#Macro