{"id":198,"date":"2026-03-24T11:50:55","date_gmt":"2026-03-24T11:50:55","guid":{"rendered":"https:\/\/numidai.com\/?page_id=198"},"modified":"2026-03-24T13:35:11","modified_gmt":"2026-03-24T13:35:11","slug":"home2","status":"publish","type":"page","link":"https:\/\/numidai.com\/","title":{"rendered":"Home"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n\n<p class=\"has-text-color\" style=\"color:#c0392b;font-family:monospace;font-size:11px;letter-spacing:0.12em;text-transform:uppercase\">\u2014 Wildfire detection \u00b7 Edge AI \u00b7 Real Time<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" style=\"margin-bottom:8px;font-weight:300;letter-spacing:-0.02em;line-height:1.15\">Autonomous wildfire detection.<br><strong>Embedded. Real-time.<br>No cloud dependency.<\/strong><\/h1>\n\n\n\n<p class=\"has-text-color\" style=\"color:#888888;font-family:monospace;font-size:13px\">NVIDIA Jetson Orin NX \u00b7 C++ \/ DeepStream \u00b7 L1 \u2192 L2 \u2192 L3 Kill Chain<\/p>\n\n\n\n<p class=\"has-text-color\" style=\"color:#b0b0b0;font-size:17px\">NumidAI turns a single edge device and any RTSP camera into an autonomous wildfire monitoring system \u2014 designed to detect weak smoke signals and verify them locally before issuing an alert.<\/p>\n\n\n\n<p class=\"has-text-color\" style=\"color:#b0b0b0;font-size:17px\">The system uses a staged on-device verification pipeline: a first detection layer scans continuously, deeper analysis stages re-check persistent candidates, and only consistent signals are escalated.<\/p>\n\n\n\n<p class=\"has-text-color\" style=\"color:#b0b0b0;font-size:17px\">Built for real-world outdoor conditions, NumidAI is designed to separate credible wildfire smoke from common visual confusers while running fully on-device.<\/p>\n\n\n\n<p class=\"has-text-color\" style=\"border-left-color:#2a2a2a;border-left-width:2px;color:#b91616;padding-left:12px;font-family:monospace;font-size:11px\">Technical demonstrator. Open to discussions around pilot validation in real-world conditions from Summer 2026 onward.<\/p>\n\n\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"background-color:#1e1e1e;color:#1e1e1e\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-color\" style=\"color:#c0392b;font-family:monospace;font-size:11px;letter-spacing:0.12em;text-transform:uppercase\">Demo<\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe title=\"NumidAI \u2014 Early Wildfire Detection | Edge AI Demo\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/0-aSP8prhPI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-center has-text-color\" style=\"color:#444444;font-family:monospace;font-size:12px\">Two real-world cases: prescribed burn detection \u00b7 industrial plume rejection<\/p>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"background-color:#1e1e1e;color:#1e1e1e\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-color\" style=\"color:#c0392b;font-family:monospace;font-size:11px;letter-spacing:0.12em;text-transform:uppercase\">Kill Chain<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\">\n<img decoding=\"async\" src=\"https:\/\/numidai.com\/wp-content\/uploads\/2026\/03\/killchain_v3_aere_v3.svg\" alt=\"Kill chain: Camera \u2192 L1 Sentinelle \u2192 L2 Sniper \u2192 L3 Semantic \u2192 ALERT\"\/>\n<figcaption class=\"wp-element-caption\" style=\"font-family:monospace;font-size:11px;color:#444;\">Each stage eliminates candidates. Only signals surviving all three verification levels produce an alert.<\/figcaption>\n<\/figure>\n\n\n\n<div class=\"wp-block-group has-border-color\" style=\"border-color:#1e1e1e;border-width:1px;margin-bottom:2px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"has-text-color\" style=\"color:#eab308;font-family:monospace;font-size:10px;letter-spacing:0.1em;text-transform:uppercase\">L1 \u2014 Sentinelle<\/p>\n\n\n<h3 class=\"wp-block-heading\">Wide scan \u00b7 Weak-signal detection<\/h3>\n\n\n<p>Wide-area continuous detection, built to pick up weak and uncertain signals early.<\/p>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group has-border-color\" style=\"border-color:#1e1e1e;border-width:1px;margin-bottom:2px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"has-text-color\" style=\"color:#e67e22;font-family:monospace;font-size:10px;letter-spacing:0.1em;text-transform:uppercase\">L2 \u2014 Sniper<\/p>\n\n\n<h3 class=\"wp-block-heading\">HD crop \u00b7 Dynamic and temporal verification<\/h3>\n\n\n<p>Persistent candidates are re-checked locally through higher-fidelity analysis, with dynamic and temporal consistency checks used to distinguish stable smoke signals from transient artifacts before escalation.<\/p>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group has-border-color\" style=\"border-color:#1e1e1e;border-width:1px;margin-bottom:32px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<p class=\"has-text-color\" style=\"color:#2980b9;font-family:monospace;font-size:10px;letter-spacing:0.1em;text-transform:uppercase\">L3 \u2014 Semantic<\/p>\n\n\n<h3 class=\"wp-block-heading\">On-device source classification \u00b7 Ambiguity resolution<\/h3>\n\n\n<p>Ambiguous survivors go through a final on-device semantic verification stage, designed to identify known non-threat sources and resolve the remaining uncertainty before alert escalation.<\/p>\n\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"background-color:#1e1e1e;color:#1e1e1e\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-color\" style=\"color:#c0392b;font-family:monospace;font-size:11px;letter-spacing:0.12em;text-transform:uppercase\">Stack<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border:1px solid #1e1e1e;padding:20px;\">\n\n<p class=\"has-text-color\" style=\"color:#888;font-family:monospace;font-size:10px;letter-spacing:0.1em;text-transform:uppercase\">Hardware<\/p>\n\n\n<ul class=\"wp-block-list\" style=\"font-family:monospace;font-size:12.5px;\">\n<li>NVIDIA Jetson Orin NX 16 GB<\/li>\n<li>Any IP camera \u00b7 RTSP H.264\/H.265<\/li>\n<li>No cloud compute required<\/li>\n<\/ul>\n\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"border:1px solid #1e1e1e;padding:20px;\">\n\n<p class=\"has-text-color\" style=\"color:#888;font-family:monospace;font-size:10px;letter-spacing:0.1em;text-transform:uppercase\">Software<\/p>\n\n\n<ul class=\"wp-block-list\" style=\"font-family:monospace;font-size:12.5px;\">\n<li>C++20 \u00b7 NVIDIA DeepStream 7.x<\/li>\n<li>YOLOv8m \u00b7 TensorRT FP16<\/li>\n<li>Embedded semantic model<\/li>\n<li>Lock-free async architecture<\/li>\n<\/ul>\n\n<\/div>\n\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-alpha-channel-opacity has-background\" style=\"background-color:#1e1e1e;color:#1e1e1e\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-color\" style=\"color:#c0392b;font-family:monospace;font-size:11px;letter-spacing:0.12em;text-transform:uppercase\">Contact<\/h2>\n\n\n\n<p class=\"has-text-color\" style=\"color:#888;font-family:monospace;font-size:13px\">For field validation partnerships, technical collaboration, or any inquiry \u2014 <a href=\"https:\/\/numidai.com\/index.php\/about\/\" style=\"color:#e8e8e8;\">see the About page \u2192<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2014 Wildfire detection \u00b7 Edge AI \u00b7 Real Time Autonomous wildfire detection.Embedded. Real-time.No cloud dependency. NVIDIA Jetson Orin NX \u00b7 C++ \/ DeepStream \u00b7 L1 \u2192 L2 \u2192 L3 Kill Chain NumidAI turns a single edge device and any RTSP camera into an autonomous wildfire monitoring system \u2014 designed to detect weak smoke signals and &#8230; <a title=\"Home\" class=\"read-more\" href=\"https:\/\/numidai.com\/\" aria-label=\"Read more about Home\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-198","page","type-page","status-publish"],"_links":{"self":[{"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/pages\/198","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/comments?post=198"}],"version-history":[{"count":6,"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/pages\/198\/revisions"}],"predecessor-version":[{"id":218,"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/pages\/198\/revisions\/218"}],"wp:attachment":[{"href":"https:\/\/numidai.com\/index.php\/wp-json\/wp\/v2\/media?parent=198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}