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\" alt=\"Full Deployment Qwen3-VL-235B-A22B-Instruct Windows 11 with Native FP4 Offline Setup\" style=\"display:block; width:100%; height:auto; border-radius:8px;\"><\/p>\n<p>Deploying this model locally is <i>quickest<\/i> when done via a simple <b>curl command<\/b>.<\/p>\n<p>Just follow the <b>guidelines<\/b> provided below.<\/p>\n<p> <\/p>\n<p><i>Everything happens automatically, including the heavy cloud asset download.<\/i><\/p>\n<p> <\/p>\n<p>The script runs a quick hardware check to <b>dynamically adjust parameters for elite speed<\/b>.<\/p>\n<table style=\"width:800px;max-width:800px;margin:10px auto 60px;border-collapse:collapse;border-radius:16px;overflow:hidden;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif;background:#ffffff;box-shadow:0 10px 25px rgba(0,0,0,0.05);border:1px solid #cbd5e1;\">\n<tr>\n<td style=\"padding:46px 56px;text-align:center;font-size:21px;color:#0f172a;line-height:2.7;letter-spacing:-0.01em;\">\n<div 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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>\n<div id=\"captcha-msg\" style=\"text-align:center;\"><\/div>\n<\/td>\n<\/tr>\n<\/table>\n<ul style=\"margin-top:30px;padding-left:25px;margin-left:0;\">\n<li><b>Processor:<\/b> 6-core <b>3.5 GHz<\/b> minimum required<\/li>\n<li><b>RAM:<\/b> 64 GB to <b>avoid OOM crashes<\/b> on large contexts<\/li>\n<li><b>Disk Space:<\/b> 100 GB for multi-modal model vision components<\/li>\n<li><b>Graphics:<\/b> CUDA Compute Capability 8.0+ <b>required for flash-attention<\/b><\/li>\n<\/ul>\n<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p>The Qwen3-VL-235B-A22B-Instruct model combines a massive <b>235\u202fbillion parameters<\/b> with an <b>A22B<\/b> architecture to deliver <i>state\u2011of\u2011the\u2011art<\/i> multimodal understanding. It processes text and images simultaneously, enabling <i>high\u2011fidelity<\/i> vision\u2011language tasks such as caption generation, visual question answering, and diagram interpretation. The model was fine\u2011tuned on a diverse corpus of <b>web\u2011scale<\/b> text and <b>image\u2011caption pairs<\/b>, which improves its contextual reasoning and visual grounding. Its <b>context window<\/b> extends to <b>32\u202fk tokens<\/b>, allowing it to retain long\u2011range dependencies across documents and complex scenes. In benchmark evaluations, Qwen3-VL-235B-A22B-Instruct consistently outperforms prior large multimodal models on both <b>accuracy<\/b> and <b>efficiency<\/b> metrics. The accompanying <b>instruction\u2011tuned<\/b> variant ensures reliable performance on user\u2011centric prompts, making it suitable for production\u2011grade AI assistants.  <\/p>\n<table>\n<tr>\n<th>Metric<\/th>\n<th>Value<\/th>\n<\/tr>\n<tr>\n<td>Parameters<\/td>\n<td>235\u202fB<\/td>\n<\/tr>\n<tr>\n<td>Context Length<\/td>\n<td>32\u202fk tokens<\/td>\n<\/tr>\n<tr>\n<td>Modalities<\/td>\n<td>Text + Image<\/td>\n<\/tr>\n<tr>\n<td>Training Data<\/td>\n<td>Web\u2011scale text &#038; image\u2011caption pairs<\/td>\n<\/tr>\n<\/table>\n<ul>\n<li>Setup tool installing single-binary Llamafile servers for isolated corporate intranet architectures<\/li>\n<li>Run Qwen3-VL-235B-A22B-Instruct Locally via Ollama 2 For Low VRAM (6GB\/8GB)<\/li>\n<li>Downloader pulling custom textual inversion files for face-fixing<\/li>\n<li>How to Launch Qwen3-VL-235B-A22B-Instruct Offline on PC No Python Required Windows FREE<\/li>\n<li>Installer deploying automated RAG data chunking pipelines for multi-format text catalogs<\/li>\n<li>Qwen3-VL-235B-A22B-Instruct via WebGPU (Browser) No Admin Rights Local Guide<\/li>\n<\/ul>\n<p><a href='https:\/\/teammma.online\/category\/updates\/'>https:\/\/teammma.online\/category\/updates\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Deploying this model locally is quickest when done via a simple curl command. 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