{"id":20,"date":"2026-10-04T13:40:52","date_gmt":"2026-10-04T13:40:52","guid":{"rendered":"https:\/\/neverlastlabs.com\/?page_id=20"},"modified":"2026-10-04T13:40:52","modified_gmt":"2026-10-04T13:40:52","slug":"meg","status":"publish","type":"page","link":"https:\/\/neverlastlabs.com\/?page_id=20","title":{"rendered":"MEG"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"20\" class=\"elementor elementor-20\">\n\t\t\t\t<section class=\"elementor-element elementor-element-fa0a28a e-con-full nll-wrap nll-detail-hero e-grid e-con e-parent\" data-id=\"fa0a28a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e94c776 e-con-full nll-detail-copy nll-stack e-flex e-con e-parent\" data-id=\"e94c776\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c642b8 nll-kicker elementor-widget elementor-widget-text-editor\" data-id=\"1c642b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>03 \/ Performance<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c83ad3 nll-status elementor-widget elementor-widget-text-editor\" data-id=\"1c83ad3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In development<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ffbdde nll-page-title elementor-widget elementor-widget-heading\" data-id=\"6ffbdde\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Every cycle.<br>More possibility.<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-393afd1 elementor-widget__width-initial nll-page-lead elementor-widget elementor-widget-text-editor\" data-id=\"393afd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>MEG explores better ways to execute demanding workloads, with measurement, output-quality checks and real hardware evidence guiding the work.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-82e6cce e-con-full nll-actions e-flex e-con e-parent\" data-id=\"82e6cce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41031cf elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"41031cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/meg.neverlast.ro\/\">\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\">Explore MEG research \u2197<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a369447 elementor-widget__width-auto nll-button-link elementor-widget elementor-widget-button\" data-id=\"a369447\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"mailto:meg@neverlast.ro?subject=MEG%20Research%20Inquiry\">\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\">Contact the MEG team \u2197<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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<div class=\"elementor-element elementor-element-de193fd nll-detail-art elementor-widget elementor-widget-image\" data-id=\"de193fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/neverlastlabs.com\/wp-content\/uploads\/2026\/10\/meg.webp\" class=\"attachment-full size-full wp-image-14\" alt=\"Sculptural 3D concept artwork for MEG\" srcset=\"https:\/\/neverlastlabs.com\/wp-content\/uploads\/2026\/10\/meg.webp 1536w, https:\/\/neverlastlabs.com\/wp-content\/uploads\/2026\/10\/meg-300x200.webp 300w, https:\/\/neverlastlabs.com\/wp-content\/uploads\/2026\/10\/meg-1024x683.webp 1024w, https:\/\/neverlastlabs.com\/wp-content\/uploads\/2026\/10\/meg-768x512.webp 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/section>\n\t\t<section class=\"elementor-element elementor-element-483858b e-con-full nll-wrap nll-section nll-stack nll-rule e-flex e-con e-parent\" data-id=\"483858b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7c2ef2c e-con-full nll-section-heading e-flex e-con e-parent\" data-id=\"7c2ef2c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a4b36b9 e-con-full nll-section-heading-copy nll-stack e-flex e-con e-parent\" data-id=\"a4b36b9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b005800 nll-kicker elementor-widget elementor-widget-text-editor\" data-id=\"b005800\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>MEG<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9fddf76 nll-section-title elementor-widget elementor-widget-heading\" data-id=\"9fddf76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Performance starts with evidence.<\/h2>\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-5cab5db elementor-widget__width-initial nll-body elementor-widget elementor-widget-text-editor\" data-id=\"5cab5db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>An investigation into how work moves through modern computing systems.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0fa87d e-con-full nll-feature-grid e-grid e-con e-parent\" data-id=\"e0fa87d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6a976b8 e-con-full nll-feature nll-stack e-flex e-con e-parent\" data-id=\"6a976b8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8995f4 nll-feature-icon elementor-widget elementor-widget-image\" data-id=\"b8995f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/neverlastlabs.com\/wp-content\/themes\/neverlast-labs\/assets\/images\/icon-cpu.svg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e0bb02a nll-feature-title elementor-widget elementor-widget-heading\" data-id=\"e0bb02a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Understand the workload<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f86554 nll-feature-text elementor-widget elementor-widget-text-editor\" data-id=\"9f86554\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Use workload profiling and measured comparisons to identify where execution time and resources actually go.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f190912 e-con-full nll-feature nll-stack e-flex e-con e-parent\" data-id=\"f190912\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-50fded7 nll-feature-icon elementor-widget elementor-widget-image\" data-id=\"50fded7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/neverlastlabs.com\/wp-content\/themes\/neverlast-labs\/assets\/images\/icon-layers.svg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-400f839 nll-feature-title elementor-widget elementor-widget-heading\" data-id=\"400f839\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Explore execution paths<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-85188ce nll-feature-text elementor-widget elementor-widget-text-editor\" data-id=\"85188ce\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Investigate compute orchestration, CPU and GPU evaluation, and the impact of memory movement and transfers.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c81536e e-con-full nll-feature nll-stack e-flex e-con e-parent\" data-id=\"c81536e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bee5da1 nll-feature-icon elementor-widget elementor-widget-image\" data-id=\"bee5da1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/neverlastlabs.com\/wp-content\/themes\/neverlast-labs\/assets\/images\/icon-shield.svg\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b60375 nll-feature-title elementor-widget elementor-widget-heading\" data-id=\"7b60375\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Check the result<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96ae25c nll-feature-text elementor-widget elementor-widget-text-editor\" data-id=\"96ae25c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Compare output quality alongside performance. Keep improvements tied to specific workloads and test conditions.<\/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<\/section>\n\t\t<section class=\"elementor-element elementor-element-df4d118 e-con-full nll-wrap nll-section e-flex e-con e-parent\" data-id=\"df4d118\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b495ac4 e-con-full nll-info-panel nll-stack e-flex e-con e-parent\" data-id=\"b495ac4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d17b25 nll-info-title elementor-widget elementor-widget-heading\" data-id=\"5d17b25\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Follow the work. See the evidence.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5c0447e elementor-widget__width-initial nll-body elementor-widget elementor-widget-text-editor\" data-id=\"5c0447e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>MEG is in development. Its public research describes individual workloads and measured results; outcomes depend on the workload, hardware and configuration.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9e81706 e-con-full nll-actions e-flex e-con e-parent\" data-id=\"9e81706\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dec4d52 elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"dec4d52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/meg.neverlast.ro\/\">\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\">Explore MEG research \u2197<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61695ea elementor-widget__width-auto nll-button-link elementor-widget elementor-widget-button\" data-id=\"61695ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/neverlastlabs.com\/?page_id=17\">\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\">Back to all products \u2192<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\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<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>03 \/ Performance In development Every cycle.More possibility. MEG explores better ways to execute demanding workloads, with measurement, output-quality checks and real hardware evidence guiding the work. Explore MEG research &#x2197; Contact the MEG team &#x2197; MEG Performance starts with evidence. An investigation into how work moves through modern computing systems. Understand the workload Use [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-20","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/pages\/20","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20"}],"version-history":[{"count":1,"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/pages\/20\/revisions"}],"predecessor-version":[{"id":30,"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=\/wp\/v2\/pages\/20\/revisions\/30"}],"wp:attachment":[{"href":"https:\/\/neverlastlabs.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}