{"id":3682,"date":"2025-09-22T22:48:43","date_gmt":"2025-09-22T22:48:43","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3682"},"modified":"2025-09-23T02:31:30","modified_gmt":"2025-09-23T02:31:30","slug":"ghost-modes-and-the-cost-of-over-recovery-in-rf-demodulation","status":"publish","type":"post","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3682","title":{"rendered":"CODEX SIGNALYSIS: Ghost Modes and the Cost of Over-Recovery in RF Demodulation"},"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=\"NtqaZCgrJ4\"><a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3679\">Ghost Modes and the Cost of Over-Recovery in RF Demodulation<\/a><\/blockquote><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Ghost Modes and the Cost of Over-Recovery in RF Demodulation&#8221; &#8212; Spectrcyde\" src=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3679&#038;embed=true#?secret=Nl0mIrpzHn#?secret=NtqaZCgrJ4\" data-secret=\"NtqaZCgrJ4\" width=\"600\" height=\"338\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Ghost modes\u2014false positives produced by RF demodulators\u2014carry an operational cost.<br>They waste computational resources, trigger spurious alarms and can mask true signals. In<br>real-time systems, where performance criteria must be met every cycle[2], ghost hits compete<br>with latency budgets and true hit rates. This paper quantifies the cost of ghost modes in a<br>synthetic RF benchmark. We map iso-ghost contours across the SNR\u2013\u2206f plane, construct cost<br>curves as a function of a ghost weight \u03bb under a latency cap, and draw a ROC-like utility curve<br>under varying time budgets. The results reveal hotspots where ghost hits rise sharply, illustrate<br>how economic preferences drive optimal operating points and provide guidance on policies to<br>minimise false positives while respecting latency caps.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\uddec <strong>CODEX SIGNALYSIS<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><\/li>\n<\/ul>\n\n\n\n<p><strong>SIGNALYSIS<\/strong><br>A portmanteau of <em>signal<\/em> + <em>analysis<\/em>, possibly implying:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udce1 <strong>Signal decomposition and synthesis<\/strong> across RF, photonic, or neural domains<\/li>\n\n\n\n<li>\ud83e\udde0 <strong>Cognitive signal interpretation<\/strong>\u2014where raw data is transformed into actionable insight or symbolic meaning<\/li>\n\n\n\n<li>\ud83e\udded <strong>Ethical provenance tracking<\/strong>\u2014analyzing the origin and transformation of signals across systems<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd27 <\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>CODEX SIGNALYSIS<\/strong> is a hybrid protocol for encoding, decoding, and interpreting multi-layered signals\u2014biological, digital, or symbolic\u2014within a structured, scroll-like framework. It merges high-fidelity signal acquisition (e.g., quantum RF or photonic sensing) with symbolic annotation, enabling both technical diagnostics and narrative synthesis.<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf00 Applications<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Fringe-quantized neural architectures<\/strong>: Mapping signal provenance across photonic layers<\/li>\n\n\n\n<li><strong>Digital provenance systems<\/strong>: Tracking authenticity and transformation of synthetic media<\/li>\n\n\n\n<li><strong>Symbolic patch design<\/strong>: Encoding tactical or philosophical motifs into signal-processing protocols<\/li>\n\n\n\n<li><strong>Terraforming diagnostics<\/strong>: Analyzing planetary signals for atmospheric or biospheric shifts<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/mastodon.social\/@Bgilbert1984\"><img data-opt-id=857144961  fetchpriority=\"high\" decoding=\"async\" width=\"930\" height=\"620\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-86.png\" alt=\"\" class=\"wp-image-3685\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:930\/h:620\/q:mauto\/rt:fill\/g:ce\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-86.png 930w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:300\/h:200\/q:mauto\/rt:fill\/g:ce\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-86.png 300w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:768\/h:512\/q:mauto\/rt:fill\/g:ce\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-86.png 768w\" sizes=\"(max-width: 930px) 100vw, 930px\" \/><\/a><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Ghost modes\u2014false positives produced by RF demodulators\u2014carry an operational cost.They waste computational resources, trigger spurious alarms and can mask true signals. Inreal-time systems, where performance criteria must be met every cycle[2], ghost hits competewith latency budgets and true hit rates. This paper quantifies the cost of ghost modes in asynthetic RF benchmark. We map iso-ghost&hellip;&nbsp;<a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?p=3682\" rel=\"bookmark\"><span class=\"screen-reader-text\">CODEX SIGNALYSIS: Ghost Modes and the Cost of Over-Recovery in RF Demodulation<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":2816,"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-3682","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\/3682","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=3682"}],"version-history":[{"count":2,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3682\/revisions"}],"predecessor-version":[{"id":3686,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/posts\/3682\/revisions\/3686"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/2816"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}