{"id":10606,"date":"2026-08-10T11:15:17","date_gmt":"2026-08-10T18:15:17","guid":{"rendered":"https:\/\/www.phisonenterprise.com\/?page_id=10606"},"modified":"2026-08-13T15:24:56","modified_gmt":"2026-08-13T22:24:56","slug":"kv-cache-extension-reuse","status":"publish","type":"page","link":"https:\/\/www.phisonenterprise.com\/zh\/kv-cache-extension-reuse\/","title":{"rendered":"KV\u00a0Cache Extension &#038; Reuse"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"10606\" class=\"elementor elementor-10606\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17c7002 e-flex e-con-boxed e-con e-parent\" data-id=\"17c7002\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6fb8b3d e-con-full e-flex e-con e-child\" data-id=\"6fb8b3d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8131cc0 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"8131cc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">aiDAPTIV <sup>TM<\/sup><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3499ef7 elementor-widget elementor-widget-heading\" data-id=\"3499ef7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u66f4\u5feb\u7684 AI \u63a8\u7406\u6027\u80fd\u4e0e\u66f4\u5927\u89c4\u6a21\u7684 LLM \u8bad\u7ec3\uff0c\u5168\u7a0b\u5728\u672c\u5730\u90e8\u7f72\uff08On-Prem\uff09\u79c1\u6709\u73af\u5883\u4e2d\u5b8c\u6210<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-971e26c e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"971e26c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d73724 e-flex e-con-boxed e-con e-parent\" data-id=\"3d73724\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c1d18c0 elementor-widget elementor-widget-shortcode\" data-id=\"c1d18c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11025\" class=\"elementor elementor-11025\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-9320bf1 e-flex e-con-boxed e-con e-parent\" data-id=\"9320bf1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f10943 elementor-nav-menu--dropdown-none elementor-widget elementor-widget-nav-menu\" data-id=\"6f10943\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\\&quot; viewBox=\\&quot;0 0 448 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;layout&quot;:&quot;horizontal&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-6f10943\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11056\"><a href=\"\/zh\/pascari-aidaptiv\/\" class=\"elementor-item\">\u6982\u8ff0<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-11005\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/how-pascari-aidaptiv-works\/\" class=\"elementor-item\">How\u00a0Pascari\u00a0aiDAPTIV\u2122\u00a0works<span class=\"sub-arrow\"><svg aria-hidden=\"true\" class=\"fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11011\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/kv-cache-extension-reuse\/\" class=\"elementor-sub-item\">KV\u00a0Cache Extension &#038; Reuse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11012\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/dynamic-moe\/\" class=\"elementor-sub-item\">Dynamic\u00a0MoE<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11010\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/elastic-fine-tuning\/\" class=\"elementor-sub-item\">Elastic\u00a0Fine-Tuning<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11003\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/aidaptiv-cache-memory\/\" class=\"elementor-item\">aiDAPTIV\u00a0cache\u00a0memory<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11004\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/technical-resources\/\" class=\"elementor-item\">Technical\u00a0resources<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11002\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/build-with-pascari-aidaptiv\/\" class=\"elementor-item\">Build with\u00a0Pascari\u00a0aiDAPTIV\u2122<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11001\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/evaluate-where-to-buy\/\" class=\"elementor-item\">Evaluate \/ Where to\u00a0buy\u00a0<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-6f10943\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11056\"><a href=\"\/zh\/pascari-aidaptiv\/\" class=\"elementor-item\" tabindex=\"-1\">\u6982\u8ff0<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-11005\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/how-pascari-aidaptiv-works\/\" class=\"elementor-item\" tabindex=\"-1\">How\u00a0Pascari\u00a0aiDAPTIV\u2122\u00a0works<span class=\"sub-arrow\"><svg aria-hidden=\"true\" class=\"fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11011\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/kv-cache-extension-reuse\/\" class=\"elementor-sub-item\" tabindex=\"-1\">KV\u00a0Cache Extension &#038; Reuse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11012\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/dynamic-moe\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Dynamic\u00a0MoE<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11010\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/elastic-fine-tuning\/\" class=\"elementor-sub-item\" tabindex=\"-1\">Elastic\u00a0Fine-Tuning<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11003\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/aidaptiv-cache-memory\/\" class=\"elementor-item\" tabindex=\"-1\">aiDAPTIV\u00a0cache\u00a0memory<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11004\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/technical-resources\/\" class=\"elementor-item\" tabindex=\"-1\">Technical\u00a0resources<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11002\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/build-with-pascari-aidaptiv\/\" class=\"elementor-item\" tabindex=\"-1\">Build with\u00a0Pascari\u00a0aiDAPTIV\u2122<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11001\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/evaluate-where-to-buy\/\" class=\"elementor-item\" tabindex=\"-1\">Evaluate \/ Where to\u00a0buy\u00a0<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9adf934 e-flex e-con-boxed e-con e-parent\" data-id=\"9adf934\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9041432 elementor-widget elementor-widget-heading\" data-id=\"9041432\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">KV\u00a0Cache Extension &amp; Reuse<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8a9ed97 e-con-full e-flex e-con e-child\" data-id=\"8a9ed97\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0046f8c elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"0046f8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Keep more context. Rebuild less of it.\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96d1880 elementor-widget elementor-widget-heading\" data-id=\"96d1880\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What\u00a0KV\u00a0cache\u00a0is\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6c64648 e-con-full e-flex e-con e-child\" data-id=\"6c64648\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-dc145de e-con-full e-flex e-con e-child\" data-id=\"dc145de\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d6fd9ea elementor-widget elementor-widget-heading\" data-id=\"d6fd9ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">LLM inference has two main phases:\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61fce53 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"61fce53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"13\" viewbox=\"0 0 14 13\" fill=\"none\"><path d=\"M13.1373 2.19467L11.138 0.195334C11.0762 0.133306 11.0027 0.0841138 10.9218 0.0505903C10.841 0.0170668 10.7542 -0.000126299 10.6667 6.98449e-07H2.66667C2.57911 -0.000126299 2.49238 0.0170668 2.41149 0.0505903C2.3306 0.0841138 2.25714 0.133306 2.19534 0.195334L0.196002 2.19467C0.133713 2.25645 0.0843136 2.32999 0.0506679 2.41101C0.0170222 2.49204 -0.000199559 2.57894 1.74457e-06 2.66667V11.3333C1.74457e-06 12.0687 0.598002 12.6667 1.33334 12.6667H12C12.7353 12.6667 13.3333 12.0687 13.3333 11.3333V2.66667C13.3335 2.57894 13.3163 2.49204 13.2827 2.41101C13.249 2.32999 13.1996 2.25645 13.1373 2.19467ZM2.94267 1.33333H10.3907L11.0573 2H2.276L2.94267 1.33333ZM1.33334 11.3333V3.33333H12L12.0013 11.3333H1.33334Z\" fill=\"#132951\"><\/path><path d=\"M8 4.66667H5.33333V6.66667H3.33333L6.66667 10L10 6.66667H8V4.66667Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">During\u00a0<b>prefill<\/b>, the model processes the complete input, including instructions, documents, retrieved material, conversation history, tools, and other prompt content.\u00a0<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"14\" viewbox=\"0 0 14 14\" fill=\"none\"><path d=\"M1.37102e-05 6.66667H1.33335C1.33176 5.9658 1.46857 5.27153 1.73593 4.62366C2.00329 3.9758 2.39594 3.3871 2.89135 2.89133C3.37655 2.40453 3.95223 2.01726 4.58601 1.75133C5.89234 1.20862 7.35921 1.19881 8.67268 1.724C8.68552 2.15565 8.8662 2.56526 9.17631 2.86579C9.48642 3.16631 9.90151 3.33405 10.3333 3.33333C11.2573 3.33333 12 2.59067 12 1.66667C12 0.742667 11.2573 0 10.3333 0C9.87401 0 9.45868 0.184 9.15801 0.483333C7.53735 -0.165333 5.67601 -0.155333 4.06801 0.522667C3.27544 0.855799 2.55536 1.34015 1.94801 1.94867C1.33923 2.55567 0.854632 3.27554 0.521347 4.068C0.175482 4.89063 -0.00179555 5.77429 1.37102e-05 6.66667ZM11.582 8.748C11.3147 9.38267 10.9307 9.95333 10.442 10.442C9.95335 10.9307 9.38268 11.3147 8.74735 11.582C7.44102 12.1247 5.97415 12.1345 4.66068 11.6093C4.64784 11.1777 4.46716 10.7681 4.15705 10.4675C3.84694 10.167 3.43185 9.99929 3.00001 10C2.07601 10 1.33335 10.7427 1.33335 11.6667C1.33335 12.5907 2.07601 13.3333 3.00001 13.3333C3.45935 13.3333 3.87468 13.1493 4.17535 12.85C4.96702 13.1697 5.81289 13.3338 6.66668 13.3333C7.9777 13.3359 9.26027 12.9511 10.3534 12.2274C11.4466 11.5037 12.3017 10.4732 12.8113 9.26533C13.1577 8.44282 13.3352 7.55911 13.3333 6.66667H12C12.0017 7.38146 11.8595 8.08928 11.582 8.748Z\" fill=\"#132951\"><\/path><path d=\"M6.66665 3.64132C4.99865 3.64132 3.64132 4.99865 3.64132 6.66665C3.64132 8.33465 4.99865 9.69198 6.66665 9.69198C8.33465 9.69198 9.69198 8.33465 9.69198 6.66665C9.69198 4.99865 8.33465 3.64132 6.66665 3.64132ZM6.66665 8.35865C5.73398 8.35865 4.97465 7.59932 4.97465 6.66665C4.97465 5.73398 5.73398 4.97465 6.66665 4.97465C7.59932 4.97465 8.35865 5.73398 8.35865 6.66665C8.35865 7.59932 7.59932 8.35865 6.66665 8.35865Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">During\u00a0<b>decode<\/b>, the model generates output one token at a time.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d5336f e-con-full e-flex e-con e-child\" data-id=\"3d5336f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d530296 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"d530296\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>As the model processes each token, its attention layers create\u00a0key and\u00a0value\u00a0representations for that token. When the next token arrives, the model uses those stored\u00a0key and\u00a0value representations instead of recalculating them for all prior tokens.\u00a0That stored attention state is the\u00a0<strong>KV\u00a0cache<\/strong>.\u00a0<\/p><p>KV\u00a0cache is not the source document, chat transcript, RAG index, or agent plan itself. Those remain application data. KV\u00a0cache is the model&#8217;s internal working state for tokens it has already processed.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9af693b e-con-full e-flex e-con e-child\" data-id=\"9af693b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-fe9f58b e-con-full e-flex e-con e-child\" data-id=\"fe9f58b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f1812de elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"f1812de\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Inference - KV cache explodes memory use<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc6beff elementor-widget elementor-widget-image\" data-id=\"cc6beff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"539\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12-1024x690.png\" class=\"attachment-large size-large wp-image-10718\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12-1024x690.png 1024w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12-300x202.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12-768x517.png 768w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12-18x12.png 18w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-12.png 1140w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c29048 e-con-full e-flex e-con e-child\" data-id=\"4c29048\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00bfa6c elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"00bfa6c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Inference - aiDAPTIV offloads KV cache to flash<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7850df8 elementor-widget elementor-widget-image\" data-id=\"7850df8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"539\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13-1024x690.png\" class=\"attachment-large size-large wp-image-10719\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13-1024x690.png 1024w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13-300x202.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13-768x517.png 768w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13-18x12.png 18w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-13.png 1140w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0129445 e-flex e-con-boxed e-con e-parent\" data-id=\"0129445\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a3426df e-con-full e-flex e-con e-child\" data-id=\"a3426df\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba3e6f4 elementor-widget-tablet__width-initial elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"ba3e6f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why KV\u00a0cache becomes a memory problem<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1449d59 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"1449d59\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Every retained token consumes KV cache memory. The total requirement grows with:\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e982b3 e-con-full e-flex e-con e-child\" data-id=\"5e982b3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-6b6ce91 e-con-full e-flex e-con e-child\" data-id=\"6b6ce91\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e71b2cd animated-slow elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"e71b2cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"36\" viewbox=\"0 0 40 36\" fill=\"none\"><path d=\"M4 32H8C8 34.206 9.794 36 12 36H28C30.206 36 32 34.206 32 32H36C38.206 32 40 30.206 40 28V8C40 5.794 38.206 4 36 4H32C32 1.794 30.206 0 28 0H12C9.794 0 8 1.794 8 4H4C1.794 4 0 5.794 0 8V28C0 30.206 1.794 32 4 32ZM36 8V28H32V8H36ZM12 4H28L28.002 32H12V4ZM4 8H8V28H4V8Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tModel architecture  and number of  attention layers\u00a0\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-da495cc e-con-full e-flex e-con e-child\" data-id=\"da495cc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-303a424 animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"303a424\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"36\" height=\"36\" viewbox=\"0 0 36 36\" fill=\"none\"><path d=\"M4 18H0V36H18V32H4V18ZM18 4H32V18H36V0H18V4Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tContext length\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-98d5c5a e-con-full e-flex e-con e-child\" data-id=\"98d5c5a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cadee26 animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"cadee26\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" viewbox=\"0 0 40 40\" fill=\"none\"><path d=\"M4.07 26.958C4.02386 27.3034 4.00048 27.6515 4 28C4 32.756 8.276 36.568 13.042 35.928C14.428 38.396 17.068 40 20 40C22.932 40 25.572 38.396 26.958 35.928C31.714 36.568 36 32.756 36 28C36 27.654 35.976 27.306 35.93 26.958C38.396 25.572 40 22.93 40 20C40 17.07 38.396 14.428 35.93 13.042C35.976 12.694 36 12.346 36 12C36 7.244 31.714 3.424 26.958 4.072C25.572 1.604 22.932 0 20 0C17.068 0 14.428 1.604 13.042 4.072C8.276 3.424 4 7.244 4 12C4 12.346 4.024 12.694 4.07 13.042C1.604 14.428 0 17.07 0 20C0 22.93 1.604 25.572 4.07 26.958ZM6.954 16.152L9.158 15.566L8.29 13.46C8.09962 12.9967 8.00113 12.5009 8 12C8 9.794 9.794 8 12 8C12.494 8 12.998 8.1 13.46 8.29L15.568 9.158L16.154 6.954C16.3797 6.10633 16.8791 5.35697 17.5746 4.82241C18.2702 4.28786 19.1228 3.99805 20 3.99805C20.8772 3.99805 21.7298 4.28786 22.4254 4.82241C23.1209 5.35697 23.6203 6.10633 23.846 6.954L24.432 9.158L26.54 8.29C27.002 8.1 27.506 8 28 8C30.206 8 32 9.794 32 12C32 12.494 31.9 13 31.71 13.46L30.842 15.566L33.046 16.152C33.8917 16.3805 34.6386 16.8813 35.1711 17.5768C35.7037 18.2724 35.9922 19.124 35.9922 20C35.9922 20.876 35.7037 21.7276 35.1711 22.4232C34.6386 23.1187 33.8917 23.6195 33.046 23.848L30.842 24.434L31.71 26.54C31.9 27 32 27.506 32 28C32 30.206 30.206 32 28 32C27.506 32 27.002 31.9 26.54 31.71L24.432 30.842L23.846 33.046C23.6203 33.8937 23.1209 34.643 22.4254 35.1776C21.7298 35.7121 20.8772 36.0019 20 36.0019C19.1228 36.0019 18.2702 35.7121 17.5746 35.1776C16.8791 34.643 16.3797 33.8937 16.154 33.046L15.568 30.842L13.46 31.71C12.9967 31.9002 12.5008 31.9987 12 32C9.794 32 8 30.206 8 28C8 27.506 8.1 27 8.29 26.54L9.158 24.434L6.954 23.848C6.10831 23.6195 5.36145 23.1187 4.8289 22.4232C4.29634 21.7276 4.00776 20.876 4.00776 20C4.00776 19.124 4.29634 18.2724 4.8289 17.5768C5.36145 16.8813 6.10831 16.3805 6.954 16.152Z\" fill=\"#132951\"><\/path><path d=\"M27.4841 17.42L24.6681 14.58L18.0061 21.178L15.4141 18.586L12.5861 21.414L17.9941 26.822L27.4841 17.42Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tKV cache precision\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd9355a e-con-full e-flex e-con e-child\" data-id=\"cd9355a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80de853 animated-slow elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"80de853\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"33\" height=\"27\" viewbox=\"0 0 33 27\" fill=\"none\"><path d=\"M0 1.414H4V25.414H0V1.414ZM8 15.414H25.172L16.586 24L19.414 26.828L32.828 13.414L19.414 0L16.586 2.828L25.172 11.414H8V15.414Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tGenerated output length\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b68a52 e-con-full e-flex e-con e-child\" data-id=\"8b68a52\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e8aac3 animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"3e8aac3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"36\" height=\"38\" viewbox=\"0 0 36 38\" fill=\"none\"><path d=\"M18 0C16.0222 0 14.0888 0.58649 12.4443 1.6853C10.7998 2.78412 9.51808 4.3459 8.7612 6.17317C8.00433 8.00043 7.8063 10.0111 8.19215 11.9509C8.578 13.8907 9.53041 15.6725 10.9289 17.0711C12.3275 18.4696 14.1093 19.422 16.0491 19.8079C17.9889 20.1937 19.9996 19.9957 21.8268 19.2388C23.6541 18.4819 25.2159 17.2002 26.3147 15.5557C27.4135 13.9112 28 11.9778 28 10C28 7.34784 26.9464 4.8043 25.0711 2.92893C23.1957 1.05357 20.6522 0 18 0ZM18 16C16.8133 16 15.6533 15.6481 14.6666 14.9888C13.6799 14.3295 12.9108 13.3925 12.4567 12.2961C12.0026 11.1997 11.8838 9.99334 12.1153 8.82946C12.3468 7.66557 12.9182 6.59647 13.7574 5.75736C14.5965 4.91824 15.6656 4.3468 16.8295 4.11529C17.9933 3.88378 19.1997 4.0026 20.2961 4.45672C21.3925 4.91085 22.3295 5.67988 22.9888 6.66658C23.6481 7.65327 24 8.81331 24 10C24 11.5913 23.3679 13.1174 22.2426 14.2426C21.1174 15.3679 19.5913 16 18 16ZM36 38V36C36 32.287 34.525 28.726 31.8995 26.1005C29.274 23.475 25.713 22 22 22H14C10.287 22 6.72601 23.475 4.1005 26.1005C1.475 28.726 0 32.287 0 36V38H4V36C4 33.3478 5.05357 30.8043 6.92893 28.9289C8.8043 27.0536 11.3478 26 14 26H22C24.6522 26 27.1957 27.0536 29.0711 28.9289C30.9464 30.8043 32 33.3478 32 36V38H36Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNumber of active sequences or users\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d0cf85 e-con-full e-flex e-con e-child\" data-id=\"2d0cf85\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b07cc8d elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"b07cc8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Long documents, larger RAG inputs, tool-heavy agents, extensive code context, and extended project sessions can all create more active KV\u00a0cache demand than available GPU or unified memory can hold.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76117a4 e-con-full elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet e-flex e-con e-child\" data-id=\"76117a4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-33f0964 e-con-full blocks e-flex e-con e-child\" data-id=\"33f0964\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-5c94a48 e-con-full e-flex e-con e-child\" data-id=\"5c94a48\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41bbcfb elementor-widget elementor-widget-heading\" data-id=\"41bbcfb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Challenge<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9953f51 elementor-widget elementor-widget-heading\" data-id=\"9953f51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">KV\u00a0cache extension<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2174486 e-con-full e-flex e-con e-child\" data-id=\"2174486\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3fccc6 animated-slow elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"c3fccc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tWhat it means\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tA live workload needs more retained KV\u00a0cache capacity than fast memory can hold.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0837ff4 e-con-full blocks e-flex e-con e-child\" data-id=\"0837ff4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-81cf116 e-con-full e-flex e-con e-child\" data-id=\"81cf116\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5f743a elementor-widget elementor-widget-heading\" data-id=\"d5f743a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Challenge<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f82e9d9 elementor-widget elementor-widget-heading\" data-id=\"f82e9d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">KV\u00a0cache reuse<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-609918b e-con-full e-flex e-con e-child\" data-id=\"609918b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-209b5bb animated-slow elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"209b5bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tWhat it means\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRelated tasks repeatedly prefill the same unchanged input.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed17351 e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"ed17351\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bcb406b elementor-widget elementor-widget-jet-table\" data-id=\"bcb406b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"jet-table.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-jet-table jet-elements\">\n\t\t<div class=\"jet-table-wrapper\">\n\t\t\t<table class=\"jet-table jet-table--fa5-compat\">\n\t\t\t\t<thead class=\"jet-table__head\"><tr class=\"jet-table__head-row\"><th class=\"jet-table__cell elementor-repeater-item-b62d4f3 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Challenge<\/div><\/div><\/div><\/th><th class=\"jet-table__cell elementor-repeater-item-85857d8 jet-table__head-cell\" scope=\"col\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">What it means<\/div><\/div><\/div><\/th><\/tr><\/thead>\n\t\t\t\t\t\t\t\t<tbody class=\"jet-table__body\"><tr class=\"jet-table__body-row elementor-repeater-item-219934d\"><td class=\"jet-table__cell elementor-repeater-item-521c290 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">KV\u00a0cache extension<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-c9ecd21 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">A live workload needs more retained KV\u00a0cache capacity than fast memory can hold.<\/div><\/div><\/div><\/td><\/tr><tr class=\"jet-table__body-row elementor-repeater-item-9d45cf7\"><td class=\"jet-table__cell elementor-repeater-item-b3c6cfc jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">KV\u00a0cache reuse<\/div><\/div><\/div><\/td><td class=\"jet-table__cell elementor-repeater-item-f047235 jet-table__body-cell\"><div class=\"jet-table__cell-inner\"><div class=\"jet-table__cell-content\"><div class=\"jet-table__cell-text\">Related tasks repeatedly prefill the same unchanged input.<\/div><\/div><\/div><\/td><\/tr><\/tbody>\n\t\t\t<\/table>\n\t\t<\/div>\n\n\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2bfb702 e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"2bfb702\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40d8c21 e-con-full e-flex e-con e-child\" data-id=\"40d8c21\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-d2ccb08 e-con-full e-flex e-con e-child\" data-id=\"d2ccb08\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5caeaa9 e-con-full e-flex e-con e-child\" data-id=\"5caeaa9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5532c11 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"5532c11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Pascari\u00a0aiDAPTIV\u2122\u00a0helps supported workloads retain eligible less-active \u2028KV\u00a0cache state across GPU memory, system memory, and\u00a0cache\u00a0memory\u00a0instead of\u00a0discarding it immediately when fast-memory capacity is constrained.\u00a0<\/p><p>GPU memory or unified memory remains the primary working-memory. Lower tiers add retained capacity; they do not make flash perform like GPU memory.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7c5e503 e-flex e-con-boxed e-con e-parent\" data-id=\"7c5e503\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32fe6b8 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"32fe6b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Reuse is exact, not semantic<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5d6bc26 e-con-full e-flex e-con e-child\" data-id=\"5d6bc26\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-a9d90d0 e-con-full e-flex e-con e-child\" data-id=\"a9d90d0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0e11be0 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"0e11be0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>KV\u00a0cache reuse depends on token identity.\u00a0<\/p><p>The shared token sequence must match from the beginning of the prompt through the portion being reused. The first mismatch ends reuse for the remainder of that sequence.\u00a0<\/p><p>Two prompts can be semantically similar but still fail to reuse cache if their token order, punctuation, formatting, tool definitions, document order, or system prompts differ.\u00a0<\/p><p>That makes prompt structure important. A stable system prompt, fixed tool definitions, a long source document, fixed context blocks, or a repeatable agent configuration can create a useful reusable prefix.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd5172b e-con-full e-flex e-con e-child\" data-id=\"cd5172b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-674eaef elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"674eaef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Reuse reduces prefill work. It does not eliminate it.\u00a0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bca43fd elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"bca43fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>When a reusable prefix matches, the system can avoid recomputing that processed portion of context.\u00a0<\/p><p>The new question, changed suffix, tool response, or next agent step still needs to be processed.\u00a0<\/p><p>Reuse depends on runtime support and compatible input. Applications must preserve shared material in a stable order, with changing input appended later.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-503a621 e-con-full e-flex e-con e-child\" data-id=\"503a621\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fae4c3 elementor-widget elementor-widget-heading\" data-id=\"3fae4c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Exact-prefix KV reuse<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-20f5ee0 elementor-widget elementor-widget-heading\" data-id=\"20f5ee0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Reuse stops at the first change<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a56f210 e-con-full e-flex e-con e-child\" data-id=\"a56f210\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-95a13f0 e-con-full e-flex e-con e-child\" data-id=\"95a13f0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e02943d elementor-hidden-mobile elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"e02943d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1312\" height=\"454\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18.svg\" class=\"attachment-full size-full wp-image-10642\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd5b103 elementor-hidden-mobile elementor-hidden-desktop elementor-hidden-laptop elementor-widget elementor-widget-image\" data-id=\"cd5b103\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1189\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-scaled.png\" class=\"attachment-full size-full wp-image-11271\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-scaled.png 2560w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-300x139.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-1024x476.png 1024w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-768x357.png 768w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-1536x714.png 1536w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-2048x951.png 2048w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-18-18x8.png 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00f8c94 elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"00f8c94\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"1040\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-52.png\" class=\"attachment-full size-full wp-image-10722\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-52.png 654w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-52-189x300.png 189w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-52-644x1024.png 644w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-52-8x12.png 8w\" sizes=\"(max-width: 654px) 100vw, 654px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b915cf6 e-con-full e-flex e-con e-child\" data-id=\"b915cf6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aaeba19 elementor-hidden-mobile elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"aaeba19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1312\" height=\"454\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19.svg\" class=\"attachment-full size-full wp-image-10641\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-086b977 elementor-hidden-mobile elementor-hidden-desktop elementor-hidden-laptop elementor-widget elementor-widget-image\" data-id=\"086b977\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1189\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-scaled.png\" class=\"attachment-full size-full wp-image-11272\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-scaled.png 2560w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-300x139.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-1024x476.png 1024w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-768x357.png 768w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-1536x714.png 1536w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-2048x951.png 2048w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Frame-19-18x8.png 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51df48b elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-widget elementor-widget-image\" data-id=\"51df48b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"654\" height=\"1040\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-54.png\" class=\"attachment-full size-full wp-image-10723\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-54.png 654w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-54-189x300.png 189w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-54-644x1024.png 644w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-54-8x12.png 8w\" sizes=\"(max-width: 654px) 100vw, 654px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20a45e5 e-con-full e-flex e-con e-child\" data-id=\"20a45e5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-558c339 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"558c339\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>To maximize reuse, keep shared instructions, tools, and documents at the beginning and place changing input (questions, tasks, or steps) at the end.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-418500b e-flex e-con-boxed e-con e-parent\" data-id=\"418500b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4608962 e-con-full e-flex e-con e-child\" data-id=\"4608962\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-644d1b9 elementor-widget elementor-widget-heading\" data-id=\"644d1b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">RAG pre-caching<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1aedc22 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"1aedc22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Traditional RAG can limit reuse when every query assembles retrieved chunks in a different order.\u00a0<\/p><p>A cache-aware RAG workflow organizes related material into fixed context blocks. It can retain the KV\u00a0cache state for each block, retrieve relevant material for a new question, select a compatible block as the stable prefix, and append the live question afterward.\u00a0<\/p><p>This does not eliminate retrieval or reasoning. It reduces repeat work when related questions depend on the same underlying material.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-40c7ecc e-con-full e-flex e-con e-child\" data-id=\"40c7ecc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdde9ac elementor-widget-tablet__width-initial elementor-widget elementor-widget-heading\" data-id=\"cdde9ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Prepare stable context blocks ahead of time, then add the live question later<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e692098 e-con-full e-grid e-con e-child\" data-id=\"e692098\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-98bd3c6 e-con-full blocks e-flex e-con e-child\" data-id=\"98bd3c6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-34f0da4 e-con-full e-flex e-con e-child\" data-id=\"34f0da4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-808bbb8 elementor-widget elementor-widget-heading\" data-id=\"808bbb8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6671ead e-con-full e-flex e-con e-child\" data-id=\"6671ead\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0af19a9 animated-slow elementor-position-block-end elementor-mobile-position-block-end elementor-widget-laptop__width-initial elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"0af19a9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-file-alt\" viewbox=\"0 0 384 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 248v28c0 6.6-5.4 12-12 12H108c-6.6 0-12-5.4-12-12v-28c0-6.6 5.4-12 12-12h168c6.6 0 12 5.4 12 12zm-12 72H108c-6.6 0-12 5.4-12 12v28c0 6.6 5.4 12 12 12h168c6.6 0 12-5.4 12-12v-28c0-6.6-5.4-12-12-12zm108-188.1V464c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V48C0 21.5 21.5 0 48 0h204.1C264.8 0 277 5.1 286 14.1L369.9 98c9 8.9 14.1 21.2 14.1 33.9zm-128-80V128h76.1L256 51.9zM336 464V176H232c-13.3 0-24-10.7-24-24V48H48v416h288z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tDocuments \/ knowledge base\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66e7cc6 e-con-full blocks e-flex e-con e-child\" data-id=\"66e7cc6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-462cc99 e-con-full e-flex e-con e-child\" data-id=\"462cc99\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a079853 elementor-widget elementor-widget-heading\" data-id=\"a079853\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0cc2620 e-con-full e-flex e-con e-child\" data-id=\"0cc2620\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19453ae animated-slow elementor-position-block-end elementor-mobile-position-block-end elementor-widget-laptop__width-initial elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"19453ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"101\" height=\"48\" viewbox=\"0 0 101 48\" fill=\"none\"><path d=\"M12 44H42V40H12.024C11.1 39.976 10 39.61 10 38C10 36.39 11.1 36.024 12.024 36H42V8C42 5.794 40.206 4 38 4H12C9.588 4 6 5.598 6 10V38C6 42.402 9.588 44 12 44ZM10 10C10 8.39 11.1 8.024 12 8H38V32H10V10Z\" fill=\"#132951\"><\/path><path d=\"M16 12H34V16H16V12Z\" fill=\"#132951\"><\/path><path d=\"M91 6H63C60.794 6 59 7.794 59 10V38C59 40.206 60.794 42 63 42H91C93.206 42 95 40.206 95 38V10C95 7.794 93.206 6 91 6ZM63 38V10H91L91.004 38H63Z\" fill=\"#132951\"><\/path><path d=\"M73 28L71 26L65 34H89L79 20L73 28Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStable context blocks\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80cadb5 e-con-full blocks e-flex e-con e-child\" data-id=\"80cadb5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-04eb944 e-con-full e-flex e-con e-child\" data-id=\"04eb944\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-da373ef elementor-widget elementor-widget-heading\" data-id=\"da373ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bc625a1 e-con-full e-flex e-con e-child\" data-id=\"bc625a1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5dd1f43 animated-slow elementor-position-block-end elementor-widget__width-initial elementor-mobile-position-block-end elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"5dd1f43\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" viewbox=\"0 0 40 40\" fill=\"none\"><path d=\"M14 14H26V26H14V14Z\" fill=\"#132951\"><\/path><path d=\"M36 8C36 5.794 34.206 4 32 4H28V0H24V4H16V0H12V4H8C5.794 4 4 5.794 4 8V12H0V16H4V24H0V28H4V32C4 34.206 5.794 36 8 36H12V40H16V36H24V40H28V36H32C34.206 36 36 34.206 36 32V28H40V24H36V16H40V12H36V8ZM8 32V8H32L32.004 32H8Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrecompute KV cache\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fea4588 e-con-full blocks e-flex e-con e-child\" data-id=\"fea4588\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-1e740fe e-con-full e-flex e-con e-child\" data-id=\"1e740fe\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53eae6d elementor-widget elementor-widget-heading\" data-id=\"53eae6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-08c097c e-con-full e-flex e-con e-child\" data-id=\"08c097c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21f64cd animated-slow elementor-position-block-end elementor-mobile-position-block-end elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"21f64cd\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"101\" height=\"48\" viewbox=\"0 0 101 48\" fill=\"none\"><path d=\"M24 4C18.486 4 14 8.486 14 14V20H12C9.794 20 8 21.794 8 24V40C8 42.206 9.794 44 12 44H36C38.206 44 40 42.206 40 40V24C40 21.794 38.206 20 36 20H34V14C34 8.486 29.514 4 24 4ZM36 24L36.004 40H12V24H36ZM18 20V14C18 10.692 20.692 8 24 8C27.308 8 30 10.692 30 14V20H18Z\" fill=\"#132951\"><\/path><path d=\"M93 34V14C93 9.664 85.674 6 77 6C68.326 6 61 9.664 61 14V34C61 38.336 68.326 42 77 42C85.674 42 93 38.336 93 34ZM77 10C84.382 10 88.862 13.014 89 13.988C88.862 14.986 84.382 18 77 18C69.618 18 65.138 14.986 65 14.012C65.138 13.014 69.618 10 77 10ZM65 19.214C67.958 20.908 72.274 22 77 22C81.726 22 86.042 20.908 89 19.214V23.988C88.862 24.986 84.382 28 77 28C69.618 28 65.138 24.986 65 24V19.214ZM65 34V29.214C67.958 30.908 72.274 32 77 32C81.726 32 86.042 30.908 89 29.214V33.988C88.862 34.986 84.382 38 77 38C69.618 38 65.138 34.986 65 34Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tStore in aiDAPTIV Cache Memory\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20ba3cb e-con-full blocks e-flex e-con e-child\" data-id=\"20ba3cb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-f7ba746 e-con-full e-flex e-con e-child\" data-id=\"f7ba746\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b4c557 elementor-widget elementor-widget-heading\" data-id=\"6b4c557\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2054196 e-con-full e-flex e-con e-child\" data-id=\"2054196\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d9a7c1 animated-slow elementor-position-block-end elementor-widget__width-initial elementor-mobile-position-block-end elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"6d9a7c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"48\" height=\"48\" viewbox=\"0 0 48 48\" fill=\"none\"><path d=\"M22 12H26V22H22V12ZM22 24H26V28H22V24Z\" fill=\"#132951\"><\/path><path d=\"M40 4H8C5.794 4 4 5.794 4 8V44L14.666 36H40C42.206 36 44 34.206 44 32V8C44 5.794 42.206 4 40 4ZM40 32H13.334L8 36V8H40V32Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLive question\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d87ca38 e-con-full e-flex e-con e-child\" data-id=\"d87ca38\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-5ee2e3d e-con-full e-flex e-con e-child\" data-id=\"5ee2e3d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3b4039 elementor-widget elementor-widget-heading\" data-id=\"c3b4039\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">6<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ef2e307 e-con-full e-flex e-con e-child\" data-id=\"ef2e307\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80c1d4c animated-slow elementor-position-block-end elementor-widget__width-initial elementor-mobile-position-block-end elementor-view-default elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"80c1d4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"48\" height=\"48\" viewbox=\"0 0 48 48\" fill=\"none\"><path d=\"M21.8661 27.038L17.4141 22.586L14.5861 25.414L22.1341 32.962L33.5381 19.282L30.4621 16.718L21.8661 27.038Z\" fill=\"#132951\"><\/path><path d=\"M38 6H10C7.794 6 6 7.794 6 10V38C6 40.206 7.794 42 10 42H38C40.206 42 42 40.206 42 38V10C42 7.794 40.206 6 38 6ZM10 38V10H38L38.004 38H10Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLess repeat prefill work\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-67e5f4d e-con-full e-flex e-con e-child\" data-id=\"67e5f4d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad4bdea elementor-widget elementor-widget-text-editor\" data-id=\"ad4bdea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Still retrieves and reasons; reduces repeat work.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf186c2 e-flex e-con-boxed e-con e-parent\" data-id=\"cf186c2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-80f316b e-con-full e-flex e-con e-child\" data-id=\"80f316b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-31989fc elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"31989fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Agent workflows are not one prompt\nand one answer<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e12b8fc elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"e12b8fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>An agent often works through a loop:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e27671 e-con-full e-flex e-con e-child\" data-id=\"5e27671\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[],&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-c748dc4 e-con-full e-flex e-con e-child\" data-id=\"c748dc4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e8c669 animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"1e8c669\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"36\" viewbox=\"0 0 40 36\" fill=\"none\"><path d=\"M36 0H4C1.794 0 0 1.794 0 4V32C0 34.206 1.794 36 4 36H36C38.206 36 40 34.206 40 32V4C40 1.794 38.206 0 36 0ZM4 32V4H36L36.004 32H4Z\" fill=\"#132951\"><\/path><path d=\"M8 8H32V12H8V8ZM8 16H32V20H8V16ZM8 24H20V28H8V24Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPlan\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fccc26 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3fccc26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"14\" viewbox=\"0 0 14 14\" fill=\"none\"><path d=\"M5.293 12.293L6.707 13.707L13.414 6.99997L6.707 0.292969L5.293 1.70697L9.586 5.99997H0V7.99997H9.586L5.293 12.293Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-77a5fab e-con-full e-flex e-con e-child\" data-id=\"77a5fab\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cfb421e animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"cfb421e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"47\" height=\"48\" viewbox=\"0 0 47 48\" fill=\"none\"><path d=\"M27.6606 34.4124L35.0796 13.8022L42.8996 17.452L35.0796 37.6328M27.6606 34.4124L35.0796 37.6328M27.6606 34.4124L28.8637 42.7853L35.0796 37.6328\" stroke=\"#132951\" stroke-width=\"3\"><\/path><path d=\"M35.585 12.3988C38.2551 6.50014 46.1984 9.5 43.4182 16.0934\" stroke=\"#132951\" stroke-width=\"3\"><\/path><path d=\"M26.3225 24C26.3225 27.0477 23.8723 29.5 20.8722 29.5C17.8721 29.5 15.4219 27.0477 15.4219 24C15.4219 20.9523 17.8721 18.5 20.8722 18.5C23.8723 18.5 26.3225 20.9523 26.3225 24Z\" stroke=\"#132951\" stroke-width=\"3\"><\/path><path d=\"M30.8013 13.8023C28.3116 11.0113 24.1622 9.93785 24.1622 9.93785V5H17.1081V9.93785C13.7886 10.5819 10.469 13.8023 10.469 13.8023L6.7345 11.4407L3 17.8814L6.7345 20.0282C5.90461 25.3955 6.94198 28.1864 6.94198 28.1864L3 30.7627L6.52703 36.774L10.469 34.1977C13.3736 37.2034 17.1081 38.0621 17.1081 38.0621V43H23.9547V38.0621\" stroke=\"#132951\" stroke-width=\"3\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAct\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3603698 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3603698\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"14\" viewbox=\"0 0 14 14\" fill=\"none\"><path d=\"M5.293 12.293L6.707 13.707L13.414 6.99997L6.707 0.292969L5.293 1.70697L9.586 5.99997H0V7.99997H9.586L5.293 12.293Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bef1a1f e-con-full e-flex e-con e-child\" data-id=\"bef1a1f\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98f05ce animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"98f05ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"41\" height=\"28\" viewbox=\"0 0 41 28\" fill=\"none\"><path d=\"M20.108 8C18.52 8.01048 16.9999 8.64599 15.877 9.76894C14.754 10.8919 14.1185 12.4119 14.108 14C14.108 17.284 16.824 20 20.108 20C23.39 20 26.108 17.284 26.108 14C26.108 10.718 23.39 8 20.108 8Z\" fill=\"#132951\"><\/path><path d=\"M20.108 0C4.842 0 0.254 13.234 0.212 13.368L0 14L0.21 14.632C0.254 14.766 4.842 28 20.108 28C35.374 28 39.962 14.766 40.004 14.632L40.216 14L40.006 13.368C39.962 13.234 35.374 0 20.108 0ZM20.108 24C9.406 24 5.26 16.308 4.256 14C5.264 11.684 9.412 4 20.108 4C30.81 4 34.956 11.692 35.96 14C34.952 16.316 30.804 24 20.108 24Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tObserve\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f22430 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"6f22430\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"14\" height=\"14\" viewbox=\"0 0 14 14\" fill=\"none\"><path d=\"M5.293 12.293L6.707 13.707L13.414 6.99997L6.707 0.292969L5.293 1.70697L9.586 5.99997H0V7.99997H9.586L5.293 12.293Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-522f6b0 e-con-full e-flex e-con e-child\" data-id=\"522f6b0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b14505e animated-slow elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"b14505e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"28\" viewbox=\"0 0 40 28\" fill=\"none\"><path d=\"M16 11.9995H10.202L10.204 11.9815C10.4651 10.7028 10.9763 9.48818 11.708 8.40748C12.7969 6.80312 14.3243 5.54581 16.108 4.78548C16.712 4.52948 17.342 4.33348 17.984 4.20348C19.3158 3.93347 20.6882 3.93347 22.02 4.20348C23.9339 4.59567 25.6902 5.54231 27.07 6.92548L29.902 4.10148C28.6256 2.82476 27.1155 1.80557 25.454 1.09948C24.6066 0.740742 23.7256 0.46739 22.824 0.283484C20.9637 -0.0944946 19.0463 -0.0944946 17.186 0.283484C16.2837 0.468152 15.402 0.742169 14.554 1.10148C12.0551 2.16169 9.91586 3.92166 8.394 6.16948C7.36978 7.68519 6.65353 9.38747 6.286 11.1795C6.23 11.4495 6.2 11.7255 6.16 11.9995H0L8 19.9995L16 11.9995ZM24 15.9995H29.798L29.796 16.0155C29.2734 18.579 27.7624 20.8337 25.59 22.2915C24.5096 23.0238 23.2949 23.535 22.016 23.7955C20.6849 24.0655 19.3131 24.0655 17.982 23.7955C16.7033 23.5343 15.4887 23.0232 14.408 22.2915C13.8772 21.9325 13.3817 21.524 12.928 21.0715L10.1 23.8995C11.377 25.1759 12.8878 26.1944 14.55 26.8995C15.398 27.2595 16.284 27.5335 17.18 27.7155C19.0396 28.0937 20.9564 28.0937 22.816 27.7155C26.4011 26.9714 29.5546 24.8583 31.606 21.8255C32.6292 20.3109 33.3448 18.61 33.712 16.8195C33.766 16.5495 33.798 16.2735 33.838 15.9995H40L32 7.99948L24 15.9995Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRepeat\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fdb2fb1 e-con-full e-flex e-con e-child\" data-id=\"fdb2fb1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72f57e4 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"72f57e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Each step can add system instructions, tool schemas, search results, database responses, retrieved documents, intermediate outputs, working artifacts, and outputs from sub-agents.\u00a0<\/p><p>A task that begins with a modest context window can become a long-running memory problem before\u00a0you see\u00a0the final result.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f8856ea e-flex e-con-boxed e-con e-parent\" data-id=\"f8856ea\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-10e0575 e-con-full e-flex e-con e-child\" data-id=\"10e0575\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c8e6580 elementor-widget elementor-widget-heading\" data-id=\"c8e6580\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Where extension and reuse help most<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af997c5 elementor-widget-tablet__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"af997c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>KV\u00a0cache extension and reuse are most useful when meaningful context remains stable across related work:\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e28f21e e-con-full e-flex e-con e-child\" data-id=\"e28f21e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-ae3d602 e-con-full e-flex e-con e-child\" data-id=\"ae3d602\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b70d599 animated-slow elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"b70d599\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-file-alt\" viewbox=\"0 0 384 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 248v28c0 6.6-5.4 12-12 12H108c-6.6 0-12-5.4-12-12v-28c0-6.6 5.4-12 12-12h168c6.6 0 12 5.4 12 12zm-12 72H108c-6.6 0-12 5.4-12 12v28c0 6.6 5.4 12 12 12h168c6.6 0 12-5.4 12-12v-28c0-6.6-5.4-12-12-12zm108-188.1V464c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V48C0 21.5 21.5 0 48 0h204.1C264.8 0 277 5.1 286 14.1L369.9 98c9 8.9 14.1 21.2 14.1 33.9zm-128-80V128h76.1L256 51.9zM336 464V176H232c-13.3 0-24-10.7-24-24V48H48v416h288z\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tLong-document workflows\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52309b5 e-con-full e-flex e-con e-child\" data-id=\"52309b5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ad237b animated-slow elementor-widget__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"4ad237b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"32\" height=\"40\" viewbox=\"0 0 32 40\" fill=\"none\"><path d=\"M16 0C10.486 0 6 4.486 6 10V16H4C1.794 16 0 17.794 0 20V36C0 38.206 1.794 40 4 40H28C30.206 40 32 38.206 32 36V20C32 17.794 30.206 16 28 16H26V10C26 4.486 21.514 0 16 0ZM28 20L28.004 36H4V20H28ZM10 16V10C10 6.692 12.692 4 16 4C19.308 4 22 6.692 22 10V16H10Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tPrivate or enterprise RAG systems\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61c672b e-con-full e-flex e-con e-child\" data-id=\"61c672b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81c8571 animated-slow elementor-widget__width-inherit elementor-widget-mobile__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"81c8571\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<span  class=\"elementor-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"32\" viewbox=\"0 0 40 32\" fill=\"none\"><path d=\"M38 6H28V10H36V28H4V10H14V16L24 8L14 0V6H2C1.46957 6 0.960859 6.21071 0.585786 6.58579C0.210714 6.96086 0 7.46957 0 8V30C0 30.5304 0.210714 31.0391 0.585786 31.4142C0.960859 31.7893 1.46957 32 2 32H38C38.5304 32 39.0391 31.7893 39.4142 31.4142C39.7893 31.0391 40 30.5304 40 30V8C40 7.46957 39.7893 6.96086 39.4142 6.58579C39.0391 6.21071 38.5304 6 38 6Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tCoding tools with repeatable project context\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd61830 e-con-full e-flex e-con e-child\" data-id=\"bd61830\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ad7a08a animated-slow elementor-widget__width-inherit elementor-widget-mobile__width-initial elementor-view-default elementor-position-block-start elementor-mobile-position-block-start elementor-invisible elementor-widget elementor-widget-icon-box\" data-id=\"ad7a08a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div 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38.15 27.384Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h4 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAgents that retain the same instructions, tools, and task state across multiple steps\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e75449 e-con-full e-flex e-con e-child\" data-id=\"8e75449\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51b4c9e elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"51b4c9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>It is less useful when every prompt changes from the first token onward, the shared prefix is short, context is rarely reused, or the runtime does not support the required cache behavior.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-51f29b5 e-flex e-con-boxed e-con e-parent\" data-id=\"51f29b5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ae06f4d e-con-full e-flex e-con e-child\" data-id=\"ae06f4d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7815d98 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"7815d98\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Dive\u00a0deeper on KV\u00a0cache<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c14bec elementor-widget__width-inherit elementor-widget-tablet__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5c14bec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Learn how aiDAPTIV can extend eligible KV\u00a0cache retention and reuse compatible shared input across document, RAG, coding, and agent workflows.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49b73b9 e-con-full e-flex e-con e-child\" data-id=\"49b73b9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98cd5e4 elementor-align-left dwn-btnn elementor-tablet-align-justify elementor-widget-mobile__width-initial elementor-widget elementor-widget-button\" data-id=\"98cd5e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M20 18H4V11H2V18C2 19.103 2.897 20 4 20H20C21.103 20 22 19.103 22 18V11H20V18Z\" fill=\"#132951\"><\/path><path d=\"M12 15L16 10H13V3H11V10H8L12 15Z\" fill=\"#132951\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Beyond VRAM and DRAM - Extending and Reusing KV Cache<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a936f6 elementor-align-left elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"8a936f6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.phisonenterprise.com\/zh\/contact\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Discuss a KV\u00a0cache workload<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>aiDAPTIV TM Faster Inference and Larger LLM Training, Done Privately On-Prem KV\u00a0Cache Extension &amp; Reuse Keep more context. Rebuild less of it.\u00a0 What\u00a0KV\u00a0cache\u00a0is\u00a0 LLM inference has two main phases:\u00a0 During\u00a0prefill, the model processes the complete input, including instructions, documents, retrieved material, conversation history, tools, and other prompt content.\u00a0 During\u00a0decode, the model generates output one token [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_acf_changed":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"class_list":["post-10606","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/comments?post=10606"}],"version-history":[{"count":118,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10606\/revisions"}],"predecessor-version":[{"id":11335,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10606\/revisions\/11335"}],"wp:attachment":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/media?parent=10606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}