DeepSeek’s Vision Tokens: The Future of AI Memory Compression We’ve all heard the saying, “A picture is worth a thousand words.” But what if it became literal? What if a single image could store a thousand words of text—and AI could read it back almost perfectly? That’s what DeepSeek AI has achieved. Their new model, DeepSeek-OCR, isn’t just another document scanner—it’s a breakthrough in AI memory. Instead of using 1,000 text tokens, DeepSeek stores the same information using just 100 vision tokens and still retrieves it with 97% accuracy. OCR is just the demo. The real innovation is a powerful new way to compress and recall information—potentially solving AI’s biggest challenge: long-term context. This is more than text recognition. It’s AI learning to see to remember. #DeepSeek #AIInnovation #MemoryCompression #TechBreakthrough #FutureOfAI #XVanTech
DeepSeek's Vision Tokens: A New AI Memory Compression
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🚨 BREAKING IN AI RESEARCH: DeepSeek has just dropped something revolutionary. Meet DeepSeek-OCR: an OCR system that doesn’t just read text… it compresses it into vision tokens. Yes, paragraphs turned into pixels. 🧠➡️👁️ Here’s why this is huge: ⚡ 10× compression with 97% decoding precision Even at 20× compression, it maintains 60% accuracy Outperforms GOT-OCR2.0 and MinerU2.0 Uses up to 60× fewer tokens Processes over 200K+ pages/day on a single A100 GPU This could be the breakthrough in context compression, solving one of AI’s biggest inefficiencies: the cost of long-context reasoning. Instead of “reading” massive text, future models may simply see it. 🔗 https://lnkd.in/gPitVkBa #DeepSeek #AI #OCR #MachineLearning #ArtificialIntelligence #VisionAI #DeepSeekOCR #TechNews #Innovation #AIRevolution #ContextCompression
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🔍 AI TIP: Retrieval Augmented Generation (RAG) lets AI access external knowledge without retraining. Instead of memorizing everything, AI retrieves relevant info on demand. This is how modern AI stays current! craftureco.com | https://lnkd.in/eseDvJxK #CRAFTURE #AIIsTheFuture #AITips #RAG #Knowledge #Innovation #SmartSystems #TechTips
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Let's stop calling image and video generators AI! They are IMAGE and VIDEO GENERATORS - using technology taken from AI. AI is Artificial Intelligence. There is no intelligence in video generation.
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GPT-5: The AI with Two Brains Open AI's latest model doesn’t just get smarter It learns how to think better. GPT-5 uses two parts that work like two brains to solve problems better One brain handles quick responses (fast, lightweight thinking). The other dives into deep reasoning for (complex or multi-step tasks). A smart “router” decides which brain to use in real time. The result is? Faster answers when you need them, And deeper analysis when it matters most. It’s a major step toward more adaptive, human-like AI behavior. What do you think, is this the start of thinking AI? . . . #GPT5 #AI #OpenAI #ArtificialIntelligence #Technology #Innovation #MachineLearning #AIFuture #AlloyPress
OpenAI just released GPT-5. Let me explain what’s new, in simple terms
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Did you know there are 3 main types of Artificial Intelligence? Each represents a different stage in AI evolution — from what we use today to what we dream of for the future: 🔹 Narrow AI – Excels at specific tasks like facial recognition or voice assistants. 🔹 General AI – Thinks and learns like a human (still a work in progress). 🔹 Super AI – Goes beyond human intelligence (purely theoretical for now). At IT Fruits, we’re passionate about exploring the potential of AI to make technology smarter and more human-centered. 🌐 💡 Let’s shape the future of intelligence — together! 📩 info@itfruits.com #ArtificialIntelligence #MachineLearning #AITechnology #Innovation #ITFruits #TechTrends #FutureOfAI #DigitalMarketing
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Multi-Modal RAG isn’t just the next step in AI, it’s the future of intelligent information retrieval. 🔍✨ By combining text, images, and more into one seamless system, it makes finding, understanding, and applying knowledge smarter than ever before. #MultiModalAI #RAG #InformationRetrieval #FutureOfAI #GenerativeAI #TechInnovation #AITrends #SmartSearch
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🧠 Google DeepMind has introduced a new technique that helps AI vision models understand the world more like humans. 🔎 By aligning models with human “odd-one-out” judgments, researchers improved how AI recognizes patterns, handles new categories, and adapts to unfamiliar images. 🛡️ The result? More reliable, human-aligned visual systems—opening doors to safer AI, better recognition tools, and stronger decision-making. A powerful step closer to truly human-like perception. #DeepMind #GoogleAI #ArtificialIntelligence #ComputerVision #AIInnovation #HumanAlignedAI #MachineLearning #TechTrends #AIEthics #LLM #FutureOfAI #VisualAI #AIResearch #InnovationLeadership #TechNews https://lnkd.in/gPGNSxGn
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Small Language Models: The Right-Sized Intelligence Revolutionizing AI Testing 🧠✨ Our latest InsideTechie blog dives into how “right-sized intelligence” — compact, efficient AI models — are changing the game in AI testing and deployment. What you’ll learn: 🚀 Why smaller models are emerging as practical alternatives to giant AI systems. 🎯 How SLMs simplify AI testing, reduce costs, and bring agility to real-world use cases. 🔍 Key advantages: deployment on edge devices, privacy-safe usage, and domain-specific tuning. Read the full article here: https://lnkd.in/difVY2Xj Visit InsideTechie for more insights on AI & innovation: https://insidetechie.blog #InsideTechie #AIinChatbotDevelopment #SmallLanguageModels #AItesting #EdgeAI #ModelEfficiency #AppInnovation
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DeepSeek-OCR is redefining how AI reads! The newly released DeepSeek-OCR model introduces a breakthrough in optical compression, transforming roughly 1,000 words into as few as 100 tokens — achieving up to 10×–20× efficiency compared to traditional text processing. Instead of relying solely on text tokens, it leverages vision tokens derived from images, enabling models to handle long documents far more efficiently. This could be a game-changer for LLMs, multimodal AI systems, and document understanding pipelines, drastically reducing compute and memory costs while maintaining remarkable accuracy. The idea that “less tokens ≠ less context” opens a fascinating new direction in how we might rethink OCR, RAG, and context compression in large-scale AI systems. #AI #DeepSeek #OCR #GenerativeAI #DeepLearning #VisionLanguageModels #TokenEfficiency
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Boolean gave us precision, but AI brings understanding. AI Search interprets meaning, uncovers hidden insights, and makes discovery faster and smarter. With PatSeer’s Combination AI Search, you get the best of both worlds, AI’s intelligence and Boolean’s control. The future of patent search is about understanding, not just matching. Read the full blog to see how AI is reshaping patent discovery. https://bit.ly/47V46CK Gargee Patankar | Cecilia Hasner | Tushar Surti | Prashant Nair | Suparna Patel | Vishal Korde | Päivi Pennanen | Andrea Münch #PatSeer #Patents #Patentlandscape #PatentPortfolio #patentsearchai #aipatentsearch #AI #Intellectualproperty #Patentanalysis #PatentDatabase #PatentAnalytics #IPIntelligence
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Deepseek is very helpful in reading large pdf ocrs