{"id":66,"date":"2026-05-26T09:48:28","date_gmt":"2026-05-26T09:48:28","guid":{"rendered":"https:\/\/shaheenahmedc.com\/?page_id=66"},"modified":"2026-05-26T10:27:09","modified_gmt":"2026-05-26T10:27:09","slug":"linuxarena","status":"publish","type":"page","link":"https:\/\/shaheenahmedc.com\/?page_id=66","title":{"rendered":"LinuxArena"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li>Author on ICML 2026-accepted <a href=\"https:\/\/arxiv.org\/abs\/2604.15384\">paper<\/a> (project website <a href=\"https:\/\/www.linuxarena.ai\/\">here<\/a>). <\/li>\n\n\n\n<li>TPM for Equistamp&#8217;s creation of ~all environments, main tasks, side tasks and sabotage trajectories. <\/li>\n\n\n\n<li>Built the Media Processing <a href=\"https:\/\/github.com\/linuxarena\/media_processing\">environment<\/a> (~4000 LOC implementation, five side tasks, main tasks, sabotage trajectories). Unique multi-service architecture across multiple containers. <\/li>\n\n\n\n<li>Reviewed paper drafts.<\/li>\n\n\n\n<li>Worked closely with Redwood on scope of environments, main tasks and side tasks. We needed enough attack surface in each environment. Each side task needed to be unarguably incriminating, when paired with main tasks. Side task scorers needed to be protect against reward-hacking. Main tasks needed to have the right level of overlap with the side tasks (too close, and we lose incriminating-ness, too far and we lose attack surface). <\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-66","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/pages\/66","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=66"}],"version-history":[{"count":5,"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/pages\/66\/revisions"}],"predecessor-version":[{"id":75,"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=\/wp\/v2\/pages\/66\/revisions\/75"}],"wp:attachment":[{"href":"https:\/\/shaheenahmedc.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=66"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}