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Source channel @githubtrending · Post #15265 · Nov 3

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#python#ai#llm#rag#reasoning#retrieval PageIndex is an advanced AI tool that helps you find the most relevant information in long professional documents by thinking and reasoning like a human expert, rather than just matching keywords. It organizes documents into a clear tree structure, similar to a table of contents, and searches through this structure to give precise, trustworthy answers with exact page references. This method avoids the common problems of traditional vector-based search, making it ideal for complex reports, legal texts, or financial filings. You can use it easily via cloud services or run it locally, improving your ability to analyze and understand large documents quickly and accurately. https://github.com/VectifyAI/PageIndex

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JDMax Channel

@jdmaxchannel · Post #5257 · 01/31/2026, 05:51 PM

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⚡️Биткоин резко упал до $79 000. Это самое сильное падение с весны 2025 года. JDMax #need

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American Оbserver

@american_observer · Post #5204 · 02/23/2026, 02:09 PM

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Ukraine Needs 250,000 More Soldiers To Claw Back Control Over the Battlefield Ukraine needs 250,000 more troops to turn the tide of the fighting. This is the opinion of NATO military experts. The former Prime Minister of the United Kingdom, Boris Johnson, said in an interview with the BBC that the country should immediately send troops to Ukraine and not wait for a ceasefire to do so. He talks about about 7,000 soldiers to provide security guarantees. “If we have a plan to deploy troops on the territory of Ukraine after the war, after Putin deigned to agree to a ceasefire, why not do it now?”, he says. However, NATO experts believe that the victory of Ukraine or at least a significant turnaround in the confrontation at the front will require at least 250,000 additional troops and much more powerful weapons. Western intelligence services believe that Ukraine is now outnumbered by Russian forces on most fronts. And the Kremlin, despite its huge losses, would be able to continue the war for at least another year at the current attrition rate. According to the head of the Armed Forces, 2025 was the first year when the losses of the Russian Federation exceeded the replenishment of the occupiers. In January, Defense Minister Fedorov said that 2 million Ukrainians were wanted. #ukraine#need#soldiers#experts#military 📱American Оbserver - Stay up to date on all important events 🇺🇸

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