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Here is how I investigate a Google account without tools 🔍 Not everybody has the resources to set up Linux as a virtual machine. That’s why it’s always a good idea to have a list of websites that can do this for you 🌐 You’ll find a list of...

35,600 просмотров • 6 месяцев назад •via X (Twitter)

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Here is how you can install an open-source, enterprise-grade RAG system on your server (with the best document understanding I've seen.) First, something obvious to anyone trying to sell RAG in the market: You are crazy if you think companies will let their data travel to a hosted model. No one wants to send their data anywhere (those who do haven't found an alternative.) Every single company would rather have an air-gapped system with no internet access. GroundX is an open-source RAG system that you can run on your servers (or any cloud provider, as long as you have access to GPUs) and works without a network. (If the military wants to do RAG, this is precisely what they will be looking for.) I installed GroundX on my AWS account and recorded a video to show you how to use it. There are two services you can use: 1. Ingest: This service uses a pretrained vision model to ingest and understand your knowledge base. 2. Search: This service combines text and vector search with a fine-tuned re-ranker model to retrieve information from your knowledge base. A quick note about the Ingest service: 99% of people think they need better "retrieval" mechanisms. I think they need better "ingestion." That's where this service comes in! Ingest "understands" your documents in a way I haven't seen before. After you try it, you'll realize why showing your LLM your raw documents is a bad idea. In the video, I use a free tool called X-Ray to test a document and understand how the Ingest service breaks it down. You can access this tool by signing up for a free GroundX cloud account and uploading your documents. You'll see a bit more about this in the video.

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Koinos 101: Mana Do you think the internet would have taken off if you had to pay just 1 cent to visit a website? That's why we invented the Mana system which makes Koinos ... the first and only free-to-use blockchain. Owning the network It’s natural to think that holding a token like ETH, BTC, or SOL makes you an owner of those platforms, but if you were an owner, you would have a right to use those platforms forever. But you don't have that right. You only have the “right” to spend those tokens down as you use the network, which isn’t much of a right at all. On Koinos, the KOIN token works exactly like you think it would! Holding KOIN gives you a perpetual right to use the network, thanks to the Mana system. The more KOIN you hold, the more free usage, forever. Simple. Every KOIN token contains 1 Mana. When you use the blockchain, some of your Mana is consumed, but it regenerates in 5 days and if you only use a small percentage of your Mana it can regenerate in as little as a few minutes! Frictionless Access Mana can also be shared with people who have no tokens at all, which is what enables Koinos to deliver that familiar free-to-use experience that we get from the internet, and without forcing developers to pay the fees, because remember there are no fees. For the first time ever... developers can onboard users and allow them to the use the blockchain without first making them jump through the hoops of understanding and buying a cryptocurrency which is going to weed out the vast majority of mainstream users. That’s why we don’t have mainstream adoption! In short, KOIN has real utility; it gives you ownership over a certain amount of the network’s resources, a right which you can share with others. Koinos doesn’t force you to pay ever-changing fees all the time and it does all of this while preventing people from abusing the network. Be Free Because you never have to part with your KOIN which gives you the right to a certain amount of the network’s resources, this frees you, and every other KOIN holder, to focus on what matters; adding utility and making Koinos an even greater force for good. You can learn more about Koinos at and

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