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The "unstructured data" problem meets its match. AI excels at pulling meaning from messy product descriptions, notes, or fields and structuring it automatically. #UnstructuredData #ETL #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Scalability of AI-formula in a spreadsheet: A process that works for 50 items works identically for 50,000. AI-powered automation scales effortlessly, a critical advantage for growing businesses. #Scalability #Growth #DataAccuracy #Quality #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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Augment your intelligence, don't replace it. This tool handles the laborious parts of data work, freeing you to focus on analysis, strategy, and creative problem-solving. #AugmentedIntelligence #HumanAI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI #AITools
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What's the ROI of AI? Start here: Automating a task like product categorization can save hundreds of hours of manual, error-prone work. This is tangible value. #ROI #BusinessAI #Efficiency #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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I don't understand how Moxie Marlinspike's Confer "Private LLM" works


So I was reading this article about Signal-creator Moxie Marlinspike's new project, Confer , which claims to be a verifiably E2E encrypted LLM chat service. There are a couple of short blog articles that give the gist of it, and some github repos including this one that includes scripts for producing the VM that will run your particular LLM session. But if I'm following this all correctly, it implies that every chat session (or perhaps every logged-in user) would have their own VM running their own LLM to ensure that the chain of trust is complete. This seems impossible from a scalability perspective, as even small LLMs require huge quantities of RAM and compute. Did I miss something fundamental here?


Democratizing AI: Tools like (Un)Perplexed Spready put powerful AI models into the hands of anyone who uses a spreadsheet, not just data scientists. #DemocratizingAI #LowCode #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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AI is transforming spreadsheets from simple calculators into intelligent data partners. This article is a glimpse into that future, available today. #FutureOfData #DigitalTransformation #AI #LLM #WebSearch #SearXNG #SpreadsheetAI #AITools #Ollama #OllamaCloud #PerplexityAI
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