{"id":3774,"date":"2025-09-25T20:56:53","date_gmt":"2025-09-25T20:56:53","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3774"},"modified":"2025-09-25T20:56:54","modified_gmt":"2025-09-25T20:56:54","slug":"ring-attention-for-distributed-message-processing-2","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3774","title":{"rendered":"Ring Attention for Distributed Message Processing"},"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=\"H5aiLdsTih\"><a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3771\">Speculative Alerting with Trend-Aware Predictive Analytics<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Speculative Alerting with Trend-Aware Predictive Analytics&#8221; &#8212; Spectrcyde\" src=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3771&#038;embed=true#?secret=Dgm4c1kd5N#?secret=H5aiLdsTih\" data-secret=\"H5aiLdsTih\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>We present an attention-based ring processor for<br>distributed message handling. Messages (queries) and nodes<br>(keys\/values) live in an embedding space; dispatch chooses targets<br>via attention weights over a ring topology with optional smallworld shortcuts. We quantify latency, hop count, throughput,<br>embedding alignment, and resilience under node failure.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We present an attention-based ring processor fordistributed message handling. Messages (queries) and nodes(keys\/values) live in an embedding space; dispatch chooses targetsvia attention weights over a ring topology with optional smallworld shortcuts. We quantify latency, hop count, throughput,embedding alignment, and resilience under node failure.<\/p>\n","protected":false},"author":1,"featured_media":1754,"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-3774","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\/3774","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=3774"}],"version-history":[{"count":1,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3774\/revisions"}],"predecessor-version":[{"id":3775,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3774\/revisions\/3775"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/1754"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3774"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3774"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3774"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}