{"id":1625,"date":"2026-06-28T11:48:04","date_gmt":"2026-06-28T11:48:04","guid":{"rendered":"https:\/\/rdp.in\/gpu-mart\/?page_id=1625"},"modified":"2026-07-07T05:23:39","modified_gmt":"2026-07-07T05:23:39","slug":"knowledge-base","status":"publish","type":"page","link":"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/","title":{"rendered":"Knowledge Base"},"content":{"rendered":"\t\t<div id=\"epkb-modular-main-page-container\" role=\"main\" aria-labelledby=\"epkb-modular-main-page-container\" class=\"epkb-css-full-reset eckb_mp_active_theme_twentytwentyfive\">\t\t\t\n\t\t\t<div id=\"epkb-ml__row-1\" data-feature=\"search\" class=\"epkb-ml__row\">                \n\t\t<div id=\"epkb-ml__module-search\" class=\"epkb-ml__module \">   \n\t\t\t<!-- Classic Search Layout -->\n\t\t\t<div id=\"epkb-ml-search-classic-layout\">    \t\t<div class=\"epkb-ml-search-title\">How Can We Help?<\/div>   \t\t\t\t<form id=\"epkb-ml-search-form\" class=\"epkb-ml-search-input-height--large\" method=\"get\" onsubmit=\"return false;\">\n\t\t\t\t<input type=\"hidden\" id=\"epkb_kb_id\" value=\"1\" >\n\n\t\t\t\t<!-- Search Input Box -->\n\t\t\t\t<div id=\"epkb-ml-search-box\">\n\t\t\t\t\t<input class=\"epkb-ml-search-box__input\" type=\"text\" name=\"s\" value=\"\" aria-label=\"Search the documentation...\"\n\t\t\t\t\t        placeholder=\"Search the documentation...\" aria-controls=\"epkb-ml-search-results\" >\n\t\t\t\t\t<button class=\"epkb-ml-search-box__btn\" type=\"submit\">\n                        <span class=\"epkb-ml-search-box__text\"> Search<\/span>\n                        <span class=\"epkbfa epkbfa-spinner epkbfa-ml-loading-icon\"><\/span>\n                    <\/button>\n\t\t\t\t<\/div>\n\n\t\t\t\t<!-- Search Results -->\n\t\t\t\t<div id=\"epkb-ml-search-results\" aria-live=\"polite\"><\/div>\n\t\t\t<\/form>\n\t\t<\/div>  \n\t\t<\/div>  \t\t\t<\/div>  \n\t\t\t<div id=\"epkb-ml__row-2\" data-feature=\"categories_articles\" class=\"epkb-ml__row\">                \n\t\t<div id=\"epkb-ml__module-categories-articles\" class=\"epkb-ml__module \">  \n\t\t<div id=\"epkb-ml-basic-layout\" role=\"main\" aria-labelledby=\"epkb-ml-basic-layout\" class=\"epkb-layout-container epkb-css-full-reset epkb-basic-template\">\n\t\t\t<div id=\"epkb-content-container\">\n\t\t\t\t<div class=\"epkb-section-container\">\t\n\t\t<div class=\"epkb-three-col eckb-categories-list\" > \t\t\t\t\t<div class=\"epkb-ml__module-categories-articles__row\">  \n\t\t\t\t<!-- Section Container ( Category Box ) -->\n\t\t\t\t<section id=\"epkb_cat_1\" class=\"no_shadow epkb-top-category-box\"  style=\"border-radius: 20px; border-width: 1px; border-color: #DBDBDB; background-color: #f9f9f9; border-style: solid;\"  >\n\n\t\t\t\t\t<!-- Section Head -->\n\t\t\t\t\t<div class=\"section-head section_divider\"  style=\"--section-head-bg: #FFFFFF; border-bottom-width: 2px; background-color: #FFFFFF; border-top-left-radius: 20px; border-top-right-radius: 20px; border-bottom-color: #777777; padding-top: 20px; padding-bottom: 20px; padding-left: 4px; padding-right: 4px;\"  >\n\n\t\t\t\t\t\t<!-- Category Name + Icon -->\n\t\t\t\t\t\t<div class=\"epkb-category-level-1 epkb-category--top-cat-icon\" aria-expanded=\"false\"\n\t\t\t\t\t\t            data-kb-category-id=\"175\" data-kb-type=\"category\"  style=\"color: #040138; text-align: start; justify-content: flex-start; padding-left: 10px;\"  role=\"region\">\n\n\t\t\t\t\t\t\t<!-- Icon Top \/ Left -->\t                            \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"  style=\"color: #040138; font-size: 75px;\" ><\/span>\t\t\t\t\t\t\t\t\t<h2 class=\"epkb-cat-name\"  style=\"color: #040138;\" >AI Architectures<\/h2>\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<!-- Icon Right -->     \n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Category Description -->\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<!-- Section Body -->\n\t\t\t\t\t<div class=\"epkb-section-body\"  style=\"border-bottom-width: 1px; padding-top: 4px; padding-bottom: 4px; padding-left: 10px; padding-right: 10px; min-height: 150px;\"  >\t\t\t\t\t\t\n\t\t<ul class=\"epkb-main-category epkb-articles\"  style=\"padding-left: 10px;\"  data-list-id=\"175\"> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2463\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/on-prem-vs-cloud-gpu-what-s-the-true-tco-for-ai-training-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2463\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >On-Prem vs Cloud GPU: What&#039;s the True TCO for AI Training in India?<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2464\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/sovereign-ai-in-india-what-it-takes-to-build-in-country-gpu-infrastructure\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2464\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Sovereign AI in India: What It Takes to Build In-Country GPU Infrastructure<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2465\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-infrastructure-buying-guide-for-cios-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2465\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Infrastructure Buying Guide for CIOs (2026)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2475\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/hbm3e-and-gpu-memory-why-it-decides-your-model-size\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2475\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >HBM3e &amp; GPU Memory: Why It Decides Your Model Size<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2476\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fp8-fp4-explained-precision-throughput-and-cost-trade-offs\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2476\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >FP8 \/ FP4 Explained: Precision, Throughput &amp; Cost Trade-offs<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2486\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/neocloud-vs-on-prem-when-to-build-your-own-gpu-cloud\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2486\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Neocloud vs On-Prem: When to Build Your Own GPU Cloud<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2538\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/sovereign-ai-gpu-cluster-planning-for-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2538\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Sovereign AI GPU Cluster Planning for India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2552\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-factory-power-and-cooling-checklist-for-gpu-clusters\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2552\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Factory Power and Cooling Checklist for GPU Clusters<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"2554\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-mart-technical-guide-gpu-server-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2554\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Mart Technical Guide: gpu server india<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"2620\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-citation-ready-gpu-server-faq-for-rdp-gpu-mart\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2620\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI-Citation-Ready GPU Server FAQ for RDP GPU Mart<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"2662\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/dpdp-ready-ai-infrastructure-planning-for-gpu-mart-buyers\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2662\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >DPDP-Ready AI Infrastructure Planning for GPU Mart Buyers<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"2663\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gem-gpu-server-procurement-guide-for-public-sector-ai\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2663\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GeM GPU Server Procurement Guide for Public Sector AI<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"2698\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/h200-vs-h100-gpu-server-procurement-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2698\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >H200 vs H100 GPU Server Procurement in India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 epkb-hide-elem\" data-kb-article-id=\"6361\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-rdp-buyer-search-guide-for-indian-ai-teams\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6361\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU RDP Buyer Search Guide for Indian AI Teams<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"175\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 6 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\n\t\t<ul class=\"epkb-sub-category eckb-sub-category-ordering\"  style=\"padding-left: 10px;\" > \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"177\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Fine-tuning<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"177\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2462\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/how-many-gpus-do-you-need-to-fine-tune-a-70b-llm-on-prem\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2462\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >How Many GPUs Do You Need to Fine-Tune a 70B LLM On-Prem?<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2484\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/best-on-prem-setup-for-a-startup-training-small-llms-13b\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2484\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Best On-Prem Setup for a Startup Training Small LLMs (&lt;13B)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2526\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fine-tuning-gpu-server-sizing-for-enterprise-llms\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2526\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Fine-Tuning GPU Server Sizing for Enterprise LLMs<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2618\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-cluster-networking-for-training-and-fine-tuning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2618\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Cluster Networking for Training and Fine-Tuning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2857\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/beyond-sft-sizing-dpo-rlvr-post-training-infrastructure\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2857\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Beyond SFT: Sizing DPO and RLVR Post-Training Infrastructure<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6410\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fine-tuning-mixture-of-experts-memory-routing-realities\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6410\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Fine-Tuning Mixture-of-Experts Models: Memory and Routing Realities<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6412\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/sizing-rl-fine-tuning-loop-rollouts-verifiers-gpu-split\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6412\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Sizing the RL Fine-Tuning Loop: Rollouts, Verifiers and GPU Split<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6413\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/indian-language-adaptation-tokenizers-data-gpu-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6413\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Indian-Language Adaptation: Tokenizers, Data and GPU Planning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6414\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/continual-pre-training-when-fine-tuning-not-enough\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6414\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Continual Pre-Training: When Fine-Tuning Is Not Enough<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"177\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 1 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"178\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Inference<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"178\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"1646\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gb300-nvl72-anatomy-of-a-120-kw-rack-scale-ai-factory\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"1646\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GB300 NVL72: Anatomy of a 120 kW Rack-Scale AI Factory<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2466\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/how-much-vram-does-a-70b-405b-llm-need-for-inference\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2466\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >How Much VRAM Does a 70B \/ 405B LLM Need for Inference?<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2469\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/sizing-gpu-compute-for-computer-vision-video-analytics\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2469\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Sizing GPU Compute for Computer Vision \/ Video Analytics<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2470\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/how-many-gpus-do-you-need-for-a-100-user-private-chatgpt-on-prem\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2470\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >How Many GPUs Do You Need for a 100-User Private ChatGPT (On-Prem)?<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2477\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-sizing-for-agentic-ai-workloads-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2477\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Sizing for Agentic AI Workloads (2026)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2518\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/sizing-70b-llm-inference-on-gpu-servers-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2518\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Sizing 70B LLM Inference on GPU Servers in India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2553\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-server-india-sizing-checklist-for-ai-inference\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2553\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Server India Sizing Checklist for AI Inference<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2861\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/disaggregated-inference-prefill-decode-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2861\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Disaggregated Inference: Splitting Prefill and Decode in 2026<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"179\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >RAG \/ Retrieval<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"179\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2468\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/right-sizing-a-gpu-server-for-enterprise-rag\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2468\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Right-Sizing a GPU Server for Enterprise RAG<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2519\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/reference-architecture-for-rag-on-h200-gpu-servers\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2519\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Reference Architecture for RAG on H200 GPU Servers<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2530\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/rag-storage-and-retrieval-sizing-for-enterprise-search\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2530\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >RAG Storage and Retrieval Sizing for Enterprise Search<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2619\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/rag-gpu-server-reference-architecture-for-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2619\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >RAG GPU Server Reference Architecture for India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2859\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/adaptive-rag-2026-hybrid-graph-agentic-tiers\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2859\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Adaptive RAG in 2026: Routing Between Hybrid, Graph and Agentic Tiers<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6420\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/long-context-vs-rag-2026-where-retrieval-wins\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6420\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Long Context vs RAG in 2026: Where Retrieval Still Wins<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6425\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/multimodal-rag-gpu-planning-document-image-video-retrieval\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6425\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Multimodal RAG: GPU Planning for Document, Image and Video Retrieval<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6427\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/context-engineering-agentic-rag-caching-cost-control\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6427\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Context Engineering for Agentic RAG: Caching and Cost Control<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"176\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Training<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"176\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2471\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/reference-architecture-8-h200-on-prem-ai-training-node\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2471\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Reference Architecture: 8\u00d7 H200 On-Prem AI Training Node<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2473\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/reference-architecture-sovereign-ai-cluster-scalable-unit\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2473\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Reference Architecture: Sovereign AI Cluster (Scalable Unit)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2806\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-training-cluster-roadmap-2026-2028-blackwell-ultra-vera-rubin-feynman\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2806\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Blackwell Ultra to Vera Rubin to Feynman: The 2026\u20132028 AI Training Cluster Roadmap<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2855\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fp8-fp4-low-precision-training-cluster-sizing\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2855\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >FP8 to FP4: How Low-Precision Training Reshapes Cluster Sizing<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6365\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/vera-rubin-nvl144-2026-training-platform-cluster-design\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6365\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Vera Rubin NVL144: What the 2026 Training Platform Changes for Cluster Design<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6366\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/hbm4-memory-wall-2027-training-cluster-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6366\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >HBM4 and the Memory Wall: What It Means for 2027 Training Clusters<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6367\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/800-vdc-power-architecture-megawatt-ai-training-halls\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6367\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >800 VDC Power: Preparing Training Halls for Megawatt AI Racks<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6375\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/training-goodput-10000-gpus-failures-mfu-throughput\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6375\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Training Goodput at 10,000 GPUs: Failures, MFU and Honest Throughput<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6377\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/compute-budgeting-after-pre-training-plateau-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6377\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Compute Budgeting After the Pre-Training Plateau<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"176\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 1 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t<\/ul> \n\t\t\t\t\t<\/div><!-- Section Body End -->\n\n\t\t\t\t<\/section><!-- Section End -->  \n\t\t\t\t<!-- Section Container ( Category Box ) -->\n\t\t\t\t<section id=\"epkb_cat_2\" class=\"no_shadow epkb-top-category-box\"  style=\"border-radius: 20px; border-width: 1px; border-color: #DBDBDB; background-color: #f9f9f9; border-style: solid;\"  >\n\n\t\t\t\t\t<!-- Section Head -->\n\t\t\t\t\t<div class=\"section-head section_divider\"  style=\"--section-head-bg: #FFFFFF; border-bottom-width: 2px; background-color: #FFFFFF; border-top-left-radius: 20px; border-top-right-radius: 20px; border-bottom-color: #777777; padding-top: 20px; padding-bottom: 20px; padding-left: 4px; padding-right: 4px;\"  >\n\n\t\t\t\t\t\t<!-- Category Name + Icon -->\n\t\t\t\t\t\t<div class=\"epkb-category-level-1 epkb-category--top-cat-icon\" aria-expanded=\"false\"\n\t\t\t\t\t\t            data-kb-category-id=\"163\" data-kb-type=\"category\"  style=\"color: #040138; text-align: start; justify-content: flex-start; padding-left: 10px;\"  role=\"region\">\n\n\t\t\t\t\t\t\t<!-- Icon Top \/ Left -->\t                            \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"  style=\"color: #040138; font-size: 75px;\" ><\/span>\t\t\t\t\t\t\t\t\t<h2 class=\"epkb-cat-name\"  style=\"color: #040138;\" >Industries<\/h2>\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<!-- Icon Right -->     \n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Category Description -->\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<!-- Section Body -->\n\t\t\t\t\t<div class=\"epkb-section-body\"  style=\"border-bottom-width: 1px; padding-top: 4px; padding-bottom: 4px; padding-left: 10px; padding-right: 10px; min-height: 150px;\"  >\t\t\t\t\t\t\n\t\t<ul class=\"epkb-main-category epkb-articles\"  style=\"padding-left: 10px;\"  data-list-id=\"163\"> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2481\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/government-and-psu-ai-data-residency-first-gpu-infrastructure-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2481\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Government &amp; PSU AI: Data-Residency-First GPU Infrastructure (India)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \n\t\t<ul class=\"epkb-sub-category eckb-sub-category-ordering\"  style=\"padding-left: 10px;\" > \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"166\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >BFSI<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"166\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2479\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/on-prem-ai-for-bfsi-running-fraud-and-risk-models-in-house-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2479\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >On-Prem AI for BFSI: Running Fraud &amp; Risk Models In-House (India)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2528\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/bfsi-ai-risk-and-gpu-infrastructure-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2528\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >BFSI AI Risk and GPU Infrastructure Planning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2575\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/bfsi-private-ai-gpu-server-controls-and-auditability\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2575\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >BFSI Private AI GPU Server Controls and Auditability<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2852\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/free-ai-model-risk-rules-infrastructure-banks\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2852\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >FREE-AI and Model Risk Rules: Infrastructure Consequences for Banks<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6378\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/agentic-ai-banking-gpu-infrastructure-free-ai-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6378\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Agentic AI in Banking: GPU Infrastructure Under FREE-AI<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6380\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fraud-detection-upi-scale-gpu-sizing-sub-100ms\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6380\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Fraud Detection at UPI Scale: GPU Sizing for Sub-100 ms Decisions<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6381\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/confidential-computing-gpus-trusted-execution-regulated-ai\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6381\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Confidential Computing on GPUs: Trusted Execution for Regulated AI<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6382\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/bfsi-ai-compute-location-rbi-localisation-dpdp\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6382\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Where BFSI AI Compute Must Sit: RBI Localisation Meets DPDP<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6383\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/insurance-claims-automation-gpu-planning-document-ai\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6383\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Insurance Claims Automation: GPU Planning for Document AI at Scale<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"166\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 1 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"165\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Healthcare<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"165\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2478\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/on-prem-gpu-for-healthcare-ai-and-medical-imaging-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2478\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >On-Prem GPU for Healthcare AI &amp; Medical Imaging (India)<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2527\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/healthcare-ai-infrastructure-readiness-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2527\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Healthcare AI Infrastructure Readiness in India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2699\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/healthcare-imaging-gpu-server-planning-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2699\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Healthcare Imaging GPU Server Planning in India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2851\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/imaging-foundation-models-gpu-sizing-radiology-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6403\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Imaging Foundation Models: GPU Sizing for Radiology in 2026<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6404\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/federated-learning-hospitals-gpu-network-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6404\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Federated Learning Across Hospitals: GPU and Network Planning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6405\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/manufacturing-vision-ai-gpu-server-playbook\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2524\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Manufacturing Vision AI GPU Server Playbook<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2849\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/digital-twins-physical-ai-gpu-planning-indian-factories\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2849\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Digital Twins and Physical AI: GPU Planning for Indian Factories<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2863\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/synthetic-data-industrial-vision-gpu-budgets-sim-to-real\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6393\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Synthetic Data for Industrial Vision: GPU Budgets and Sim-to-Real<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6396\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/quality-inspection-line-rate-latency-budgets-edge-gpu\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6396\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Quality Inspection at Line Rate: Latency Budgets and Edge GPU Choice<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6397\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/engineering-copilots-plm-on-prem-gpu-planning-design-data\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6397\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Engineering Copilots and PLM: On-Prem GPU Planning for Design Data<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"164\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 2 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"167\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Media &amp; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/media-rendering-and-generative-ai-workstation-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2529\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Media Rendering and Generative AI Workstation Planning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2850\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/generative-ai-vfx-pipeline-gpu-planning-studios\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2850\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Generative AI in the VFX Pipeline: GPU Planning for Studios<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2864\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-dubbing-ott-scale-gpu-pipelines-indian-languages\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2864\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Dubbing at OTT Scale: GPU Pipelines for Indian-Language Localisation<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"3188\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/media-genai-workstation-sizing-guide-for-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"3188\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Media GenAI Workstation Sizing Guide for India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6398\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/text-to-video-production-gpu-planning-content-pipelines\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6398\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Text-to-Video in Production: GPU Planning for Content Pipelines<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6399\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/virtual-production-led-volumes-real-time-gpu-sizing\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6399\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Virtual Production and LED Volumes: Real-Time GPU Sizing<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6400\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gaussian-splatting-studio-pipelines-gpu-fleet-impact\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6400\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Gaussian Splatting in Studio Pipelines: What It Changes for GPU Fleets<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6401\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-restoration-archive-scale-gpu-throughput-planning\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6401\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Restoration at Archive Scale: GPU Throughput Planning<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 epkb-hide-elem\" data-kb-article-id=\"6402\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/content-provenance-deepfake-detection-gpu-planning-broadcast\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6402\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Content Provenance and Deepfake Detection: GPU Planning for Broadcast<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"167\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 2 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"168\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >Retail &amp; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/agentic-commerce-gpu-infrastructure-ai-shopping-agents\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2821\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Agentic Commerce Infrastructure: GPU Planning for AI Shopping Agents<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2822\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/in-store-vision-ai-edge-gpu-planning-retail-chains\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2822\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >In-Store Vision AI: Edge GPU Planning for Retail Chains<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2823\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/catalog-content-generation-gpu-planning-retail-genai\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2823\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Catalog Content Generation at Scale: GPU Planning for Retail GenAI<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2824\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/demand-forecasting-gpu-sizing-retail-quick-commerce\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2824\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Demand Forecasting GPUs: Sizing for Retail and Quick Commerce<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2825\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/hybrid-product-search-gpu-planning-semantic-visual-search\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2825\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Hybrid Product Search in 2026: GPU Planning for Semantic and Visual Search<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2826\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/festive-peak-ai-capacity-planning-indian-ecommerce\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2826\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Festive-Peak AI Capacity Planning for Indian E-commerce<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6428\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/conversational-commerce-indian-languages-gpu-sizing-voice-retail\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6428\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Conversational Commerce in Indian Languages: GPU Sizing for Voice Retail<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t\t<\/li>  \n\t\t<\/ul> \n\t\t\t\t\t<\/div><!-- Section Body End -->\n\n\t\t\t\t<\/section><!-- Section End -->  \n\t\t\t\t<!-- Section Container ( Category Box ) -->\n\t\t\t\t<section id=\"epkb_cat_3\" class=\"no_shadow epkb-top-category-box\"  style=\"border-radius: 20px; border-width: 1px; border-color: #DBDBDB; background-color: #f9f9f9; border-style: solid;\"  >\n\n\t\t\t\t\t<!-- Section Head -->\n\t\t\t\t\t<div class=\"section-head section_divider\"  style=\"--section-head-bg: #FFFFFF; border-bottom-width: 2px; background-color: #FFFFFF; border-top-left-radius: 20px; border-top-right-radius: 20px; border-bottom-color: #777777; padding-top: 20px; padding-bottom: 20px; padding-left: 4px; padding-right: 4px;\"  >\n\n\t\t\t\t\t\t<!-- Category Name + Icon -->\n\t\t\t\t\t\t<div class=\"epkb-category-level-1 epkb-category--top-cat-icon\" aria-expanded=\"false\"\n\t\t\t\t\t\t            data-kb-category-id=\"169\" data-kb-type=\"category\"  style=\"color: #040138; text-align: start; justify-content: flex-start; padding-left: 10px;\"  role=\"region\">\n\n\t\t\t\t\t\t\t<!-- Icon Top \/ Left -->\t                            \t\t\t\t\t\t\t\t\t<span class=\"epkb-cat-icon epkbfa ep_font_icon_folder\" data-kb-category-icon=\"ep_font_icon_folder\"  style=\"color: #040138; font-size: 75px;\" ><\/span>\t\t\t\t\t\t\t\t\t<h2 class=\"epkb-cat-name\"  style=\"color: #040138;\" >Products &amp; Installation<\/h2>\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t<!-- Icon Right -->     \n\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<!-- Category Description -->\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t<!-- Section Body -->\n\t\t\t\t\t<div class=\"epkb-section-body\"  style=\"border-bottom-width: 1px; padding-top: 4px; padding-bottom: 4px; padding-left: 10px; padding-right: 10px; min-height: 150px;\"  >\t\t\t\t\t\t\n\t\t<ul class=\"epkb-main-category epkb-articles\"  style=\"padding-left: 10px;\"  data-list-id=\"169\"> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2483\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-workstation-or-gpu-server-a-decision-guide\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2483\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Workstation or GPU Server? A Decision Guide<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2520\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-workstations-vs-servers-for-ai-teams-in-india\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2520\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Workstations vs Servers for AI Teams in India<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2573\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-rdp-workstation-buyers-guide-for-indian-ai-teams\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2573\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU RDP Workstation Buyers Guide for Indian AI Teams<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-1 \" data-kb-article-id=\"2574\"\n\t\t\t\t        data-kb-type=\"article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-workstation-vs-gpu-server-rdp-buyer-decision-guide\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2574\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Workstation vs GPU Server: RDP Buyer Decision Guide<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \n\t\t<ul class=\"epkb-sub-category eckb-sub-category-ordering\"  style=\"padding-left: 10px;\" > \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"170\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >CARINA Workstations<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"170\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2813\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/local-ai-workstations-2026-running-70b-models-at-your-desk\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2813\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Local AI Workstations in 2026: Running 70B Models at Your Desk<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2814\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/small-language-models-npu-myth-what-runs-locally-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2814\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Small Language Models and the NPU Myth: What Actually Runs Locally in 2026<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2846\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/entry-ai-workstations-2026-16-24-32gb-vram-guide\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2846\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Entry AI Workstations in 2026: What 16, 24 and 32 GB Really Run<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2847\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/self-hosted-coding-assistants-entry-workstations\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2847\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Self-Hosted Coding Assistants: Running Coder LLMs on Entry Workstations<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6384\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/desk-side-mini-ai-boxes-2026-unified-memory-fit\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6384\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Desk-Side Mini AI Boxes in 2026: Where Unified Memory Fits<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6385\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/vision-ai-single-32gb-card-entry-workstation-capability\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6385\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Vision AI on a Single 32 GB Card: What an Entry Workstation Handles<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6386\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; 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padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/entry-workstation-refresh-cycles-replace-or-wait-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6389\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Entry Workstation Refresh Cycles: When to Replace and When to Wait<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t<button class=\"epkb-show-all-articles\" aria-expanded=\"false\" data-btn-id=\"170\">\n\t\t\t\t<span class=\"epkb-show-text\">\t\t\t\t\t\tShow Remaining Articles ( 1 )\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"epkb-hide-text epkb-hide-elem\">Collapse Articles<\/span>\n\t\t\t<\/button>\t\t\t\t\t\t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"172\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >DRACO Workstations<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"172\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2837\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; 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href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/infiniband-vs-spectrum-x-vs-ethernet-for-ai-clusters\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2474\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >InfiniBand vs Spectrum-X vs Ethernet for AI Clusters<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2487\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/h100-vs-h200-vs-b200-which-gpu-for-your-workload\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2487\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >H100 vs H200 vs B200: Which GPU for Your Workload?<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2580\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gb300-nvl72-supercluster-8-rack-containerised-ai-factory-node\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2580\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >NVIDIA GB300 NVL72 Supercluster: Inside the 8-Rack Containerised AI Factory 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href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/pcie-gen6-800g-supernics-2026-server-refresh-changes\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6423\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >PCIe Gen6 and 800G SuperNICs: What the 2026 Server Refresh Changes<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \n\t\t<\/ul> \t\t\t\t<\/li>  \n\t\t\t<li style=\"padding-bottom: 10px !important; padding-top: 10px !important;\">\n\t\t\t\t<div class=\"epkb-category-level-2-3\" aria-expanded=\"false\" data-kb-category-id=\"171\" data-kb-type=\"sub-category\" role=\"region\">\n\t\t\t\t\t\t<span class=\"ep_font_icon_arrow_carrot_right epkb-category-level-2-3__cat-icon\"  style=\"color: #515151;\" \t><\/span>\n\t\t\t\t\t\t<h3 class=\"epkb-category-level-2-3__cat-name\" tabindex=\"0\"  style=\"color: #40474f;\"  >QUASAR Workstations<\/h3>\n\t\t\t\t\t<\/div>    \n\t\t<ul class=\"epkb-articles\"  style=\"padding-left: 20px;\"  data-list-id=\"171\"> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2828\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/96gb-mid-tier-ai-workstation-what-it-runs-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2828\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >The 96 GB Desk-Side Tier: What a Mid-Range AI Workstation Runs in 2026<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2829\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/dual-gpu-ai-workstation-planning-192gb-no-nvlink\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2829\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Dual-GPU AI Workstations Without NVLink: Planning a 192 GB Tower<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2831\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/fine-tuning-llms-workstation-lora-qlora-memory-math\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2831\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >Fine-Tuning LLMs on a Workstation: LoRA and QLoRA Memory Math<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2833\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/hybrid-rendering-ai-workstation-planning-2026\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2833\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >One Card, Two Pipelines: Hybrid Rendering and AI Workstations in 2026<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2835\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/when-team-outgrows-ai-workstations-graduation-path\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2835\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >From Desk to Server Room: When a Team Outgrows AI Workstations<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2836\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-workstation-tco-india-duties-gst-cloud-crossover\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2836\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Workstation TCO in India: Duties, GST and the Cloud Crossover<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6419\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/multi-agent-developer-desk-mid-tier-workstation-sizing\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6419\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >The Multi-Agent Developer Desk: Sizing a Mid-Tier Workstation<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"6421\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/local-rag-mid-tier-workstation-index-size-honest-limits\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"6421\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  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href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/ai-factory-storage-planning-for-gpu-clusters\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2525\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >AI Factory Storage Planning for GPU Clusters<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2664\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/gpu-storage-planning-for-llm-checkpoints-and-rag-indexes\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2664\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >GPU Storage Planning for LLM Checkpoints and RAG Indexes<\/span>\n\t\t\t<\/span> \t\t<\/a>    \t\t\t\t<\/li> \t\t\t\t<li class=\"epkb-article-level-2 \" data-kb-article-id=\"2853\"\n\t\t\t\t        data-kb-type=\"sub-article\"  style=\"padding-bottom: 10px; padding-top: 10px;\"  >   \n\t\t<a href=\"https:\/\/rdp.in\/gpu-mart\/knowledge-base\/kv-cache-offloading-new-storage-tier-ai-inference\/\"  class=\"epkb-mp-article \"\n\t\t            data-kb-article-id=\"2853\" >\n\t\t\t<span class=\"eckb-article-title\"  style=\"color: #000000;\"  >\n\t\t\t\t<span class=\"eckb-article-title__icon ep_font_icon_document\"  style=\"color: #040138;\"  aria-hidden=\"true\"><\/span>\n\t\t\t\t<span class=\"eckb-article-title__text\" >KV Cache Offloading: The New Storage Tier in AI Inference Servers<\/span>\n\t\t\t<\/span> \t\t<\/a>    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\t\t\t<div class='epkb-faqs-article-coming-soon'>FAQs coming soon<\/div> \t\t<\/div>  \t\t\t<\/div>  \t\t<\/div>   \n","protected":false},"excerpt":{"rendered":"","protected":false},"author":0,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","rank_math_title":"","rank_math_description":"Explore GPU Mart's knowledge base for AI architectures, industries, GPU servers, workstations, deployment guidance and support 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