{"id":3713,"date":"2025-09-23T23:16:21","date_gmt":"2025-09-23T23:16:21","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3713"},"modified":"2025-09-23T23:16:21","modified_gmt":"2025-09-23T23:16:21","slug":"minimal-data-validation-for-fielded-rf-systems","status":"publish","type":"page","link":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/?page_id=3713","title":{"rendered":"Minimal-Data Validation for Fielded RF Systems"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Minimal-Data_Validation_for_Fielded_RF_Systems.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Minimal-Data_Validation_for_Fielded_RF_Systems.\"><\/object><a id=\"wp-block-file--media-289d3681-051e-480f-bacb-e5d5beb83cce\" href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Minimal-Data_Validation_for_Fielded_RF_Systems.pdf\">Minimal-Data_Validation_for_Fielded_RF_Systems<\/a><a href=\"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/wp-content\/uploads\/2025\/09\/Minimal-Data_Validation_for_Fielded_RF_Systems.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-289d3681-051e-480f-bacb-e5d5beb83cce\">Download<\/a><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Week-long exhaustive RF campaigns are costly and<br>slow to iterate. We show that agentic sweeps can synthesize<br>a one-hour acceptance test that statistically approximates the<br>conclusions of a week-long grid, with explicit confidence tracking.<br>Building on probabilistic boundary discovery [1], ghost-mode cost<br>analysis [2], drift-free parallel scheduling [3], and SLA quantile<br>envelopes [4], we construct a minimal test set that (i) maximizes<br>information gain, (ii) preserves robustness\/ghost\/SLA conclusions<br>within predefined tolerances, and (iii) transfers across sites and<br>hardware.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Week-long exhaustive RF campaigns are costly andslow to iterate. We show that agentic sweeps can synthesizea one-hour acceptance test that statistically approximates theconclusions of a week-long grid, with explicit confidence tracking.Building on probabilistic boundary discovery [1], ghost-mode costanalysis [2], drift-free parallel scheduling [3], and SLA quantileenvelopes [4], we construct a minimal test set that (i)&hellip;&nbsp;<\/p>\n","protected":false},"author":2,"featured_media":2959,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-3713","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3713","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3713"}],"version-history":[{"count":0,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/pages\/3713\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=\/wp\/v2\/media\/2959"}],"wp:attachment":[{"href":"https:\/\/neurosphere-2.tail52f848.ts.net\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3713"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}