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Source channel @githubtrending · Post #15265 · Nov 3

#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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Journey to Fluency

@fluencyinenglish · Post #7285 · 08/09/2019, 08:53 AM

#grammar #soon #early #quickly @fluencyinenglish ❇️Soon, Early and Quickly Soon means ‘a short time after now’. Get well soon. (NOT Get well early.) We will launch a new edition of this book sometime soon. Soon can also mean ‘a short time after then’. It was difficult in the beginning, but I soon got used to it. (NOT It was difficult in the beginning, but I early got used to it.) @fluencyinenglish Early Early means ‘near the beginning of a period of time we are talking about’. Early does not mean soon. Compare: Early this week, I had a strange experience. (NOT Soon this week, I had a strange experience.) He had an accident early this month. He will soon have an accident if he continues to drive like this. (NOT He will early have an accident…) I get up early in the morning. (NOT I get up soon in the morning.) Early can mean ‘before the expected time’. I arrived early. Early can be used as an adjective. We will be grateful for an early reply. @fluencyinenglish Quickly There is a difference between soonand quickly. We use quickly to refer to the speed with which something is done. Soon means ‘before long’. I got dressed quickly. (= I didn’t take a lot of time to get dressed.) @fluencyinenglish