{"id":3721,"date":"2025-09-24T00:50:52","date_gmt":"2025-09-24T00:50:52","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3721"},"modified":"2025-09-24T00:50:53","modified_gmt":"2025-09-24T00:50:53","slug":"balanced-vs-boundary-seeking-policies-for-robustness-discovery","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3721","title":{"rendered":"Balanced vs Boundary-Seeking Policies for Robustness Discovery"},"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=\"zB9N922WTx\"><a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3718\">Balanced vs Boundary-Seeking Policies for Robustness Discovery<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Balanced vs Boundary-Seeking Policies for Robustness Discovery&#8221; &#8212; Spectrcyde\" src=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3718&#038;embed=true#?secret=vOfDeWmb6q#?secret=zB9N922WTx\" data-secret=\"zB9N922WTx\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Which exploration policy finds robustness<br>cliffs fastest under fixed budgets? We ablate &#8211;focus<br>\u2208 {boundary,runtime,robustness, balanced} atop our<br>agentic sweep framework [1], measuring (i) time-to-first-cliff,<br>(ii) area-under-uncertainty, and (iii) policy ranking under fixed<br>wall-clock and evaluation budgets. Results show that explicitly<br>boundary-seeking acquisitions dominate low-budget discovery,<br>while balanced policies win under tight runtime constraints<br>when end-to-end system effects (ghost cost [2], scheduler<br>overhead [3], and SLA tails [4]) are included.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Which exploration policy finds robustnesscliffs fastest under fixed budgets? We ablate &#8211;focus\u2208 {boundary,runtime,robustness, balanced} atop ouragentic sweep framework [1], measuring (i) time-to-first-cliff,(ii) area-under-uncertainty, and (iii) policy ranking under fixedwall-clock and evaluation budgets. Results show that explicitlyboundary-seeking acquisitions dominate low-budget discovery,while balanced policies win under tight runtime constraintswhen end-to-end system effects (ghost cost [2], scheduleroverhead [3],&hellip;&nbsp;<a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3721\" rel=\"bookmark\"><span class=\"screen-reader-text\">Balanced vs Boundary-Seeking Policies for Robustness Discovery<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":1820,"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-3721","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\/3721","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=3721"}],"version-history":[{"count":1,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3721\/revisions"}],"predecessor-version":[{"id":3722,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3721\/revisions\/3722"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/1820"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3721"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3721"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3721"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}