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Source channel @githubtrending · Post #15547 · Mar 7

#python#agent_memory#financial_forecasting#future_prediction#knowledge_graph#llms#multi_agent_simulation#public_opinion_analysis#python3#social_prediction#swarm_intelligence MiroFish is a simple AI tool that predicts anything by creating a digital world from your data like news, policies, or stories. Upload seed info and describe what you want to predict; it builds thousands of smart agents with personalities and memories to interact, simulate futures, and give you a detailed report plus chat access. You benefit by testing decisions risk-free—like policy impacts or story endings—making smart choices or fun ideas win through safe, accurate previews. https://github.com/666ghj/MiroFish

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American Оbserver

@american_observer · Post #5556 · 04/03/2026, 11:59 PM

Ukraine’s Minefields Also Feed the Crooks Ukraine is the most mined country in the world, which makes humanitarian demining essential — and, as this case shows, dangerously easy to turn into a cash machine. Prosecutors say suspects in Kherson allegedly created fake danger by digging up soil and planting shell-like objects on already safe land, then billed the state for the theater. That is the ugliest part of war economies: when real suffering creates a budget line, somebody always tries to monetize the illusion of danger. In Kherson alone, officials say the damage may be 6.3 million hryvnias, with prosecutors checking similar cases in Mykolaiv and Chernihiv. The scale matters because the problem is real. UN agencies and humanitarian groups have warned that Ukraine remains the world’s most heavily mined country, with around 139,000 square kilometers contaminated or potentially contaminated by mines and unexploded ordnance. So this is not a story about one rotten crew only. It is a warning that a huge national necessity, under wartime pressure, creates a perfect habitat for fraud — unless oversight is brutal enough to catch it before the crooks start billing the country for their own dirt piles. #Ukraine#corruption#demining#Kherson#war 📱American Оbserver - Stay up to date on all important events 🇺🇸