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Any Rei lover here? 🤨 Source: Draktar🔞Comms Open (They Eva content are something else🫡) #Evangelion #hmv #nsfw #ayanamirei

52,548 görüntüleme • 20 gün önce •via X (Twitter)

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The infantilization of the Arabs is a prime example of white supremacy! Interviewer: "Do you have other option?" ד״ר עינת וילף Dr. Einat Wilf : "Absolutely! The Palestinians (I know it sounds radical and revolutionary) are perfectly capable people of taking care of themselves! They are perfectly capable of deciding, that they are not going to spend their considerable talents on fighting the Jewish state, and actually building something for themselves, rather than destroying for others." Interviewer: "So they are capable, but they are not doing it." Einat: "Because the world continues to indulge them, as if they can't do it, and therefore continues to funnel money as if they are a poor helpless people, who cannot do anything. If anything, October 7th should put an end to any notion of the poor Palestinians. Can we agree that October 7th required massive investment in infrastructure? Imagine that they would have used that money to pay teacher salaries, care for their own... But no, the world released them from that responsibility and told them: "You go focus on b*tchering Jews, we'll fund everything else that you need". Video from milz513 on TikTok, originally shared by on Instagram. *********************** 𝗗𝗶𝘀𝗰𝗹𝗮𝗶𝗺𝗲𝗿: This content is intended solely for educational purposes. I unequivocally denounce any form of violence, hate, harassment, or bullying. This page does not endorse or promote dangerous acts, organizations, or any form of violence. In accordance with section 107 of the Copyright Act of 1976, this content is made available for “fair use” purposes, including criticism, comment, news reporting, teaching, scholarship, education, and research.

lelemSLP

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Small Language Models (SML) are the future of AI. "Small" (SML) instead of "Large" (LLM). These small models are highly specialized models with superhuman abilities on specific tasks. Here are two techniques to build these models: • Spectrum • Model Merging I give you a short introduction in the attached video, but here is a quick summary: Spectrum helps us identify the most relevant layers to solve one specific task. We can ignore everything else and focus on fine-tuning these layers. Using Spectrum, we can fine-tune models in a heartbeat. Model Merging combines multiple models into a unique, much better model than any of the individual input models. You can also combine models specialized in different tasks and get a model with multiple abilities. This is the state of the art of productizing models. It's what Arcee.ai's platform does behind the scenes. Arcee collaborated with me on this post and is sponsoring it. There are three main steps to produce a model for your particular use case: 1. You create a dataset by uploading your data. 2. You train a model. At this step, Arcee uses Spectrum and Model Merging to produce a highly specialized model for your task. 3. You can deploy that model to any environment you want. Three important notes: • Training process is 2x faster and 2x cheaper than regular fine-tuning. • Resultant models are smaller and have higher accuracy. • They create these specialized models from open-source models. Check this site so you can fully appreciate how this works: If you want to fine-tune an open-source model, consider Arcee's platform. This is the state of the art.

Santiago

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Dario Amodei just dismantled the biggest myth in the AI industry. Open source AI isn’t free. It never was. Amodei: “It’s not free. You have to run it on inference and someone has to make it fast on inference.” For decades, open source meant something real. It meant a teenager in a basement could download the same tools as a Fortune 500 company. Could read the code. Could modify it. Could build something that competed with the giants. That was genuine democratization. That actually happened. AI is different. Fundamentally. Physically. In ways the ideology hasn’t caught up to yet. Downloading the weights is the easy part. The part that actually costs something is turning the weights into a running system. Into responses. Into intelligence operating in real time at scale. That requires compute. Power. Infrastructure. The kind measured in billions of dollars and years of construction. Amodei: “These are big models. They’re hard to do inference on. Ultimately you have to host it on the cloud. The people who host it on the cloud do inference.” The open source debate was never about who owns the model. It was always about who owns the cloud. And Amodei goes further. When a competitor drops a new open model, he doesn’t ask whether it’s open or closed. He doesn’t care about the licensing. He doesn’t engage the ideology. Amodei: “I don’t think it mattered that DeepSeek is open source. I think I ask, is it a good model? Is it better than us at the things that matter? That’s the only thing that I care about.” That’s the ruthless clarity of someone actually trying to win. While the media debates licensing frameworks, Amodei is asking one question. Is it better. Everything else is a distraction. Amodei: “I don’t think open source works the same way in AI that it has worked in other areas. Here we can’t see inside the model.” This isn’t Linux. You can’t read it. You can’t fork it. You can’t understand it the way generations of developers understood the tools they inherited. You can download it. And then you need a data center to run it. The teenager in the basement who was supposed to be empowered by this revolution needs a billion dollars of infrastructure before the empowerment starts. The era of the basement coder rewriting civilization on a laptop is over. The future belongs to whoever commands the compute, owns the power grid, and can actually turn the intelligence on. Open weights without infrastructure isn’t democratization. It’s a promise the physics of the universe won’t let us keep.

Dustin

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