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Source channel @githubtrending · Post #15523 · Feb 25

#typescript#agent#agentic#agentic_framework#agentic_workflow#ai#ai_agents#bytedance#deep_research#harness#langchain#langgraph#langmanus#llm#multi_agent#nodejs#podcast#python#superagent#typescript DeerFlow 2.0 is an open-source super agent harness that orchestrates multiple sub-agents, memory systems, and sandboxed execution environments to accomplish complex tasks. Built on LangGraph and LangChain, it combines research, coding, and content creation capabilities with extensible skills and tools. The platform features isolated Docker containers for safe execution, long-term memory that learns your preferences, and the ability to spawn sub-agents that work in parallel on different task angles. You benefit from dramatically reduced research and automation time—tasks that typically take hours complete in minutes—while maintaining full transparency and control over agent decisions through human-in-the-loop collaboration. Whether you need deep research reports, data analysis, slide decks, or custom workflows, DeerFlow handles multi-step complexity without requiring extensive coding knowledge. https://github.com/bytedance/deer-flow

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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 🇺🇸