{"id":3716,"date":"2025-09-23T23:17:26","date_gmt":"2025-09-23T23:17:26","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3716"},"modified":"2025-09-23T23:17:27","modified_gmt":"2025-09-23T23:17:27","slug":"minimal-data-validation-for-fielded-rf-systems","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3716","title":{"rendered":"Minimal-Data Validation for Fielded RF Systems"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-spectrcyde wp-block-embed-spectrcyde\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"NMmT6hWHfP\"><a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3713\">Minimal-Data Validation for Fielded RF Systems<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Minimal-Data Validation for Fielded RF Systems&#8221; &#8212; Spectrcyde\" src=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3713&#038;embed=true#?secret=kWajRhjGZ7#?secret=NMmT6hWHfP\" data-secret=\"NMmT6hWHfP\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>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;<a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3716\" rel=\"bookmark\"><span class=\"screen-reader-text\">Minimal-Data Validation for Fielded RF Systems<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":2959,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","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":""},"categories":[10],"tags":[],"class_list":["post-3716","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-signal_scythe"],"_links":{"self":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3716","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3716"}],"version-history":[{"count":1,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3716\/revisions"}],"predecessor-version":[{"id":3717,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3716\/revisions\/3717"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/2959"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3716"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3716"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3716"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}