{"id":4038,"date":"2026-07-23T07:10:32","date_gmt":"2026-07-23T04:10:32","guid":{"rendered":"https:\/\/rose.net.ua\/?p=4038"},"modified":"2026-07-23T07:10:32","modified_gmt":"2026-07-23T04:10:32","slug":"run-qwen3-vl-235b-a22b-instruct-locally-no-cloud-2026-2027-tutorial","status":"publish","type":"post","link":"https:\/\/rose.net.ua\/en\/run-qwen3-vl-235b-a22b-instruct-locally-no-cloud-2026-2027-tutorial\/","title":{"rendered":"Run Qwen3-VL-235B-A22B-Instruct Locally (No Cloud) 2026\/2027 Tutorial"},"content":{"rendered":"<div class=\"post-content\"><img decoding=\"async\" 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alt=\"Run Qwen3-VL-235B-A22B-Instruct Locally (No Cloud) 2026\/2027 Tutorial\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><table style=\"width:800px;max-width:800px;margin:15px auto 65px;border-collapse:collapse;border-radius:24px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#f1f5f9;box-shadow:0 16px 36px rgba(0,0,0,0.07);\"> <tr> <td style=\"padding:48px 60px;text-align:center;font-size:24px;color:#334155;line-height:2.5;letter-spacing:-0.01em;\"> <div style=\"text-align: left;font-size:11px\"><div style=\"font-size:15px;color:#424242;font-family:'JetBrains Mono';\">\ud83d\udce4 Release Hash: <span style=\"color:#000;\">7897ad430c4a5dce875e6f9bba58d99b<\/span> \u2022 \ud83d\udcc5 Date: <span>2026-07-16<\/span><\/div><table style=\"width:100%;border-collapse:separate;border-spacing:0 15px;font-family:'Segoe UI',sans-serif;margin-top:30px;\"><tr 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#ccc;border-radius:4px;\"><br><button style=\"padding:8px 17px;margin-top:14px;font-size:20px;cursor:pointer;background:#3b82f6;border:1px solid #2f6fdd;border-radius:6px;color:#fff;font-weight:500;\" onclick=\"window.doV()\">Verify<\/button><\/div><div id=\"captcha-msg\" style=\"text-align:center;\"><\/div><\/td><\/tr><\/table><ul style=\"margin-top:30px;padding-left:25px;margin-left:0;\"><li><strong>CPU:<\/strong> 8-core \/ 16-thread <strong>recommended for orchestration<\/strong><\/li> <li><b>RAM:<\/b> enough space for <b>background apps<\/b> and OS overhead<\/li> <li><strong>Storage:<\/strong><b>100 GB<\/b> free space for HuggingFace cache folder<\/li> <li><b>Graphics:<\/b> stable <b>30+ tk\/s<\/b> at 4-bit quantization on medium setup<\/li><\/ul><\/div> <\/td> <\/tr> <\/table><h4>The Revolutionary Qwen3-VL-235B-A22B-Instruct Model<\/h4>The Qwen3-VL-235B-A22B-Instruct model is a groundbreaking achievement in multimodal understanding, boasting an impressive 235 billion parameters and an A22B architecture that enables unparalleled state-of-the-art capabilities. By processing text and images simultaneously, it achieves high-fidelity vision-language tasks such as caption generation, visual question answering, and diagram interpretation.<h3>Key Strengths and Capabilities<\/h3>\u2022 <b>Advanced Contextual Reasoning<\/b>: The model&#8217;s fine-tuning on web-scale text and image-caption pairs has improved its contextual reasoning and visual grounding, allowing it to better understand complex scenes and retain long-range dependencies.\u2022 <b>High-Performance Benchmark Results<\/b>: In benchmark evaluations, Qwen3-VL-235B-A22B-Instruct consistently outperforms prior large multimodal models on both accuracy and efficiency metrics, making it a reliable choice for production-grade AI assistants.<h4>Technical Specifications<\/h4><table>  <tr><th>Specification<\/th><th>Value<\/th><\/tr>  <tr><td>Metric<\/td><td>Value<\/td><\/tr>  <tr><td>Parameters<\/td><td>235 B<\/td><\/tr>  <tr><td>Context Length<\/td><td>32 k tokens<\/td><\/tr>  <tr><td>Modalities<\/td><td>Text + Image<\/td><\/tr>  <tr><td>Training Data<\/td><td>Web-scale text &#038; image-caption pairs<\/td><\/tr><\/table><h4>Unlocking the Full Potential of Multimodal Understanding<\/h4>The Qwen3-VL-235B-A22B-Instruct model is poised to revolutionize the field of multimodal understanding, enabling applications such as:\u2022 <ol>  \u2022 Image captioning and generation  \u2022 Visual question answering and dialogue systems  \u2022 Diagram interpretation and annotation  \u2022 Multimodal sentiment analysis and emotion detection<\/ol><h4>Conclusion: A New Era for AI Assistants<\/h4>The Qwen3-VL-235B-A22B-Instruct model represents a major breakthrough in the development of production-grade AI assistants. With its unparalleled capabilities and high-performance benchmark results, it is poised to unlock new possibilities for applications across industries.<ol><li>Script fetching deepseek-math models for offline educational tools<\/li><li>How to Launch Qwen3-VL-235B-A22B-Instruct Locally via Ollama 2 Full Speed NPU Mode For Beginners<\/li><li>Downloader pulling calibrated Whisper transcription models for SubtitleEdit<\/li><li>Qwen3-VL-235B-A22B-Instruct Windows 11 Zero Config Windows FREE<\/li><li>Script fetching deepseek code models optimized for local Ollama runtimes<\/li><li>Launch Qwen3-VL-235B-A22B-Instruct Using Pinokio with 1M Context 5-Minute Setup<\/li><li>Script downloading optimized tokenizers designed specifically for complex localized languages<\/li><li>Qwen3-VL-235B-A22B-Instruct Using Pinokio For Low VRAM (6GB\/8GB) Complete Walkthrough FREE<\/li><li>Downloader for customized Gemma-2-27B GGUF layers with dynamic offloading layouts<\/li><li>Zero-Click Run Qwen3-VL-235B-A22B-Instruct Offline on PC For Low VRAM (6GB\/8GB) Offline Setup<\/li><\/ol><\/div>","protected":false},"excerpt":{"rendered":"<p>\ud83d\udce4 Release Hash: 7897ad430c4a5dce875e6f9bba58d99b \u2022 \ud83d\udcc5 Date: 2026-07-16VerifyCPU: 8-core \/<a href=\"https:\/\/rose.net.ua\/en\/run-qwen3-vl-235b-a22b-instruct-locally-no-cloud-2026-2027-tutorial\/\" class=\"darkbiz-read-more\">Read More<i class=\"fa fa-long-arrow-right\" aria-hidden=\"true\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[105],"tags":[],"class_list":["post-4038","post","type-post","status-publish","format-standard","hentry","category-extensions"],"rise-blocks_total_comments":0,"rise-blocks_categories":[{"term_id":105,"name":"Extensions","slug":"extensions","term_group":0,"term_taxonomy_id":105,"taxonomy":"category","description":"Extensions","parent":0,"count":7,"filter":"raw","cat_ID":105,"category_count":7,"category_description":"Extensions","cat_name":"Extensions","category_nicename":"extensions","category_parent":0}],"rise-blocks_excerpt":"\ud83d\udce4 Release Hash: 7897ad430c4a5dce875e6f9bba58d99b \u2022 \ud83d\udcc5 Date: 2026-07-16VerifyCPU: 8-core \/ 16-thread recommended for orchestration RAM: enough space for background apps and OS overhead Storage:100 GB free space for HuggingFace cache folder Graphics: stable 30+ tk\/s at 4-bit quantization on medium setup The Revolutionary Qwen3-VL-235B-A22B-Instruct ModelThe Qwen3-VL-235B-A22B-Instruct model is a groundbreaking achievement in multimodal understanding, boasting an impressive 235 billion parameters..","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - 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