{"id":1785,"date":"2026-01-15T21:02:16","date_gmt":"2026-01-15T12:02:16","guid":{"rendered":"https:\/\/solenvision.ai\/?page_id=1785"},"modified":"2026-01-19T14:18:50","modified_gmt":"2026-01-19T05:18:50","slug":"%eb%a9%80%ed%8b%b0%eb%aa%a8%eb%8b%ac-%ec%9d%b8%ed%85%94%eb%a6%ac%ec%a0%84%ec%8a%a4","status":"publish","type":"page","link":"https:\/\/solenvision.ai\/ms\/%eb%a9%80%ed%8b%b0%eb%aa%a8%eb%8b%ac-%ec%9d%b8%ed%85%94%eb%a6%ac%ec%a0%84%ec%8a%a4\/","title":{"rendered":"Multimodal Intelligence"},"content":{"rendered":"
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\n\n\n \n \n \uba40\ud2f0\ubaa8\ub2ec \uc778\ud154\ub9ac\uc804\uc2a4 – SolenVision AI<\/title>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Cormorant+Garamond:wght@400;500;600&family=Inter:wght@300;400;500;600&family=Noto+Sans+KR:wght@300;400;500;700&display=swap\" rel=\"stylesheet\">\n <style>\n * {\n margin: 0;\n padding: 0;\n box-sizing: border-box;\n }\n\n body {\n font-family: 'Noto Sans KR', sans-serif;\n background-color: #0f172a;\n color: #e2e8f0;\n line-height: 1.8;\n }\n\n .multimodal-section {\n max-width: 1100px;\n margin: 0 auto;\n padding: 80px 40px;\n }\n\n \/* \ud5e4\ub354 *\/\n .mm-header {\n text-align: center;\n margin-bottom: 60px;\n }\n\n .mm-label {\n font-family: 'Inter', sans-serif;\n font-size: 0.85rem;\n font-weight: 500;\n color: #f97316;\n letter-spacing: 3px;\n text-transform: uppercase;\n margin-bottom: 15px;\n }\n\n .mm-title {\n font-family: 'Cormorant Garamond', serif;\n font-size: 2.8rem;\n font-weight: 500;\n color: #f8fafc;\n margin-bottom: 15px;\n }\n\n .mm-subtitle {\n font-size: 1.05rem;\n color: #94a3b8;\n font-weight: 300;\n }\n\n \/* \uc778\ud2b8\ub85c *\/\n .mm-intro {\n max-width: 900px;\n margin: 0 auto 70px;\n text-align: center;\n }\n\n .mm-intro p {\n font-size: 1.05rem;\n color: #cbd5e1;\n line-height: 2;\n margin-bottom: 20px;\n }\n\n .mm-intro strong {\n color: #fbbf24;\n font-weight: 500;\n }\n\n \/* \uba54\uc778 \uc774\ubbf8\uc9c0 *\/\n .mm-image {\n max-width: 450px;\n margin: 0 auto 70px;\n border-radius: 16px;\n overflow: hidden;\n box-shadow: 0 20px 50px rgba(0, 0, 0, 0.3);\n border: 1px solid rgba(249, 115, 22, 0.2);\n }\n\n .mm-image img {\n width: 100%;\n height: auto;\n display: block;\n }\n\n \/* \uc139\uc158 \ud0c0\uc774\ud2c0 *\/\n .section-title {\n font-family: 'Cormorant Garamond', serif;\n font-size: 1.8rem;\n font-weight: 500;\n color: #f8fafc;\n margin-bottom: 30px;\n padding-bottom: 15px;\n border-bottom: 1px solid rgba(249, 115, 22, 0.3);\n }\n\n \/* \uac1c\uc694 \uc139\uc158 *\/\n .overview-section {\n margin-bottom: 70px;\n }\n\n .overview-intro {\n font-size: 1rem;\n color: #cbd5e1;\n margin-bottom: 30px;\n line-height: 1.9;\n }\n\n .overview-grid {\n display: grid;\n grid-template-columns: repeat(4, 1fr);\n gap: 20px;\n margin-top: 10px;\n margin-bottom: 30px;\n }\n\n .overview-card {\n padding: 25px 20px;\n background: linear-gradient(135deg, rgba(30, 41, 59, 0.6) 0%, rgba(15, 23, 42, 0.8) 100%);\n border: 1px solid rgba(249, 115, 22, 0.2);\n border-radius: 12px;\n text-align: center;\n transition: all 0.3s ease;\n }\n\n .overview-card:hover {\n border-color: rgba(249, 115, 22, 0.5);\n transform: translateY(-3px);\n }\n\n .overview-icon {\n width: 50px;\n height: 50px;\n margin: 0 auto 15px;\n background: linear-gradient(135deg, rgba(249, 115, 22, 0.2) 0%, rgba(251, 191, 36, 0.1) 100%);\n border-radius: 12px;\n display: flex;\n align-items: center;\n justify-content: center;\n }\n\n .overview-icon svg {\n width: 24px;\n height: 24px;\n stroke: #f97316;\n fill: none;\n stroke-width: 2;\n }\n\n .overview-card h4 {\n font-size: 1rem;\n font-weight: 500;\n color: #fbbf24;\n margin-bottom: 10px;\n }\n\n .overview-card p {\n font-size: 0.85rem;\n color: #94a3b8;\n line-height: 1.6;\n }\n\n .overview-desc {\n font-size: 1rem;\n color: #cbd5e1;\n line-height: 1.9;\n text-align: center;\n max-width: 800px;\n margin: 0 auto;\n }\n\n \/* \uae30\ub2a5 \uc139\uc158 *\/\n .features-section {\n margin-bottom: 70px;\n }\n\n .feature-list {\n display: flex;\n flex-direction: column;\n gap: 20px;\n }\n\n .feature-item {\n padding: 30px;\n background: linear-gradient(135deg, rgba(30, 41, 59, 0.5) 0%, rgba(15, 23, 42, 0.7) 100%);\n border-left: 3px solid #f97316;\n border-radius: 0 12px 12px 0;\n transition: all 0.3s ease;\n }\n\n .feature-item:hover {\n background: linear-gradient(135deg, rgba(30, 41, 59, 0.7) 0%, rgba(15, 23, 42, 0.9) 100%);\n transform: translateX(5px);\n }\n\n .feature-item h4 {\n font-size: 1.1rem;\n font-weight: 500;\n color: #fbbf24;\n margin-bottom: 10px;\n }\n\n .feature-item p {\n font-size: 0.95rem;\n color: #cbd5e1;\n line-height: 1.8;\n }\n\n \/* \uc801\uc6a9 \ubd84\uc57c *\/\n .usecases-section {\n margin-bottom: 40px;\n }\n\n .usecase-grid {\n display: grid;\n grid-template-columns: repeat(2, 1fr);\n gap: 20px;\n }\n\n .usecase-card {\n padding: 25px 30px;\n background: linear-gradient(135deg, rgba(249, 115, 22, 0.08) 0%, rgba(251, 191, 36, 0.05) 100%);\n border: 1px solid rgba(249, 115, 22, 0.15);\n border-radius: 12px;\n display: flex;\n align-items: center;\n gap: 15px;\n transition: all 0.3s ease;\n }\n\n .usecase-card:hover {\n border-color: rgba(249, 115, 22, 0.4);\n transform: translateY(-2px);\n }\n\n .usecase-icon {\n width: 40px;\n height: 40px;\n background: rgba(249, 115, 22, 0.2);\n border-radius: 10px;\n display: flex;\n align-items: center;\n justify-content: center;\n flex-shrink: 0;\n }\n\n .usecase-icon svg {\n width: 20px;\n height: 20px;\n stroke: #fbbf24;\n fill: none;\n stroke-width: 2;\n }\n\n .usecase-card p {\n font-size: 0.95rem;\n color: #e2e8f0;\n font-weight: 400;\n }\n\n \/* \ubc18\uc751\ud615 *\/\n @media (max-width: 900px) {\n .overview-grid {\n grid-template-columns: repeat(2, 1fr);\n }\n\n .usecase-grid {\n grid-template-columns: 1fr;\n }\n }\n\n @media (max-width: 600px) {\n .multimodal-section {\n padding: 60px 20px;\n }\n\n .mm-title {\n font-size: 2.2rem;\n }\n\n .overview-grid {\n grid-template-columns: 1fr;\n }\n\n .section-title {\n font-size: 1.5rem;\n }\n }\n <\/style>\n<\/head>\n<body>\n <section class=\"multimodal-section\">\n <!-- \ud5e4\ub354 -->\n <header class=\"mm-header\">\n <p class=\"mm-label\">Technology<\/p>\n <h1 class=\"mm-title\">Multimodal Intelligence<\/h1>\n <p class=\"mm-subtitle\">AI berasaskan LLM & VLM untuk kefahaman konteks menyeluruh<\/p>\n <\/header>\n\n <!-- \uc778\ud2b8\ub85c -->\n <div class=\"mm-intro\">\n <p class=\"translation-block\">Multimodal Intelligence memanfaatkan <strong>LLM<\/strong> dan <strong>VLM<\/strong> untuk menggabungkan visual, bahasa, \n data sensor dan maklumat konteks, membolehkan AI memahami <strong>apa yang sedang berlaku pada masa ini.<\/strong><\/p>\n <p>\n Input seperti penglihatan robot, CCTV, log akses, laporan teks, masa dan lokasi disatukan melalui LLM dan VLM, \n membolehkan AI melangkaui pengesanan terasing kepada penalaran berasaskan konteks dan kefahaman situasi.\n <\/p>\n <\/div>\n\n <!-- \uba54\uc778 \uc774\ubbf8\uc9c0 -->\n <div class=\"mm-image\">\n <img decoding=\"async\" src=\"http:\/\/solenvision.ai\/wp-content\/uploads\/2026\/01\/multi-scaled.png\" alt=\"\uba40\ud2f0\ubaa8\ub2ec \uc778\ud154\ub9ac\uc804\uc2a4\">\n <\/div>\n\n <!-- \ud575\uc2ec \uac1c\uc694 -->\n <div class=\"overview-section\">\n <h2 class=\"section-title\">Gambaran Keseluruhan<\/h2>\n <p class=\"overview-intro\">Berpusatkan teknologi LLM dan VLM, Multimodal Intelligence mengintegrasikan:<\/p>\n \n <div class=\"overview-grid\">\n <div class=\"overview-card\">\n <div class=\"overview-icon\">\n <svg viewbox=\"0 0 24 24\"><path d=\"M23 19a2 2 0 0 1-2 2H3a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h4l2-3h6l2 3h4a2 2 0 0 1 2 2z\"\/><circle cx=\"12\" cy=\"13\" r=\"4\"\/><\/svg>\n <\/div>\n <h4>Visual<\/h4>\n <p>Kamera, penglihatan robot, CCTV<\/p>\n <\/div>\n <div class=\"overview-card\">\n <div class=\"overview-icon\">\n <svg viewbox=\"0 0 24 24\"><path d=\"M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z\"\/><polyline points=\"14 2 14 8 20 8\"\/><line x1=\"16\" y1=\"13\" x2=\"8\" y2=\"13\"\/><line x1=\"16\" y1=\"17\" x2=\"8\" y2=\"17\"\/><\/svg>\n <\/div>\n <h4>Bahasa<\/h4>\n <p>Teks, laporan dan dokumen<\/p>\n <\/div>\n <div class=\"overview-card\">\n <div class=\"overview-icon\">\n <svg viewbox=\"0 0 24 24\"><path d=\"M22 12h-4l-3 9L9 3l-3 9H2\"\/><\/svg>\n <\/div>\n <h4>Sensor<\/h4>\n <p>Log akses dan data acara<\/p>\n <\/div>\n <div class=\"overview-card\">\n <div class=\"overview-icon\">\n <svg viewbox=\"0 0 24 24\"><circle cx=\"12\" cy=\"12\" r=\"10\"\/><polyline points=\"12 6 12 12 16 14\"\/><\/svg>\n <\/div>\n <h4>Konteks<\/h4>\n <p>Masa, lokasi dan persekitaran<\/p>\n <\/div>\n <\/div>\n\n <p class=\"overview-desc\" style=\"display: block; max-width: 800px; margin-left: auto; margin-right: auto; text-align: center;\">\n AI menyatukan semua input ini untuk analisis berasaskan konteks dan membuat keputusan pintar.\n <\/p>\n <\/div>\n\n <!-- \uc8fc\uc694 \uae30\ub2a5 -->\n <div class=\"features-section\">\n <h2 class=\"section-title\">Ciri Utama<\/h2>\n <div class=\"feature-list\">\n <div class=\"feature-item\">\n <h4>Integrasi data bersepadu<\/h4>\n <p>Menggabungkan visual, teks, sensor, log dan konteks dalam satu pipeline AI berasaskan LLM dan VLM<\/p>\n <\/div>\n <div class=\"feature-item\">\n <h4>Kesedaran konteks<\/h4>\n <p>Memahami situasi lengkap dan bukannya peristiwa terpencil<\/p>\n <\/div>\n <div class=\"feature-item\">\n <h4>Penaakulan berasaskan makna<\/h4>\n <p>Mentafsir isyarat visual dan linguistik untuk memperoleh makna dan membolehkan tindakan yang sesuai<\/p>\n <\/div>\n <div class=\"feature-item\">\n <h4>Skala merentas ekosistem Trace<\/h4>\n <p>Digunakan untuk Trace ACE, Trace Watch, robotik dan platform pemantauan<\/p>\n <\/div>\n <\/div>\n <\/div>\n\n <!-- \uc801\uc6a9 \ubd84\uc57c -->\n <div class=\"usecases-section\">\n <h2 class=\"section-title\">Bidang Aplikasi<\/h2>\n <div class=\"usecase-grid\">\n <div class=\"usecase-card\">\n <div class=\"usecase-icon\">\n <svg viewbox=\"0 0 24 24\"><rect x=\"2\" y=\"3\" width=\"20\" height=\"14\" rx=\"2\" ry=\"2\"\/><line x1=\"8\" y1=\"21\" x2=\"16\" y2=\"21\"\/><line x1=\"12\" y1=\"17\" x2=\"12\" y2=\"21\"\/><\/svg>\n <\/div>\n <p>Platform pemantauan dan keselamatan pintar<\/p>\n <\/div>\n <div class=\"usecase-card\">\n <div class=\"usecase-icon\">\n <svg viewbox=\"0 0 24 24\"><path d=\"M12 2a5 5 0 0 1 5 5v3a5 5 0 0 1-10 0V7a5 5 0 0 1 5-5z\"\/><path d=\"M19 10v2a7 7 0 0 1-14 0v-2\"\/><line x1=\"12\" y1=\"19\" x2=\"12\" y2=\"22\"\/><\/svg>\n <\/div>\n <p>Kesedaran situasi dan automasi berasaskan robot<\/p>\n <\/div>\n <div class=\"usecase-card\">\n <div class=\"usecase-icon\">\n <svg viewbox=\"0 0 24 24\"><path d=\"M3 9l9-7 9 7v11a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2z\"\/><polyline points=\"9 22 9 12 15 12 15 22\"\/><\/svg>\n <\/div>\n <p>Operasi bangunan pintar dan bandar pintar<\/p>\n <\/div>\n <div class=\"usecase-card\">\n <div class=\"usecase-icon\">\n <svg viewbox=\"0 0 24 24\"><circle cx=\"12\" cy=\"12\" r=\"3\"\/><path d=\"M19.4 15a1.65 1.65 0 0 0 .33 1.82l.06.06a2 2 0 0 1 0 2.83 2 2 0 0 1-2.83 0l-.06-.06a1.65 1.65 0 0 0-1.82-.33 1.65 1.65 0 0 0-1 1.51V21a2 2 0 0 1-2 2 2 2 0 0 1-2-2v-.09A1.65 1.65 0 0 0 9 19.4a1.65 1.65 0 0 0-1.82.33l-.06.06a2 2 0 0 1-2.83 0 2 2 0 0 1 0-2.83l.06-.06a1.65 1.65 0 0 0 .33-1.82 1.65 1.65 0 0 0-1.51-1H3a2 2 0 0 1-2-2 2 2 0 0 1 2-2h.09A1.65 1.65 0 0 0 4.6 9a1.65 1.65 0 0 0-.33-1.82l-.06-.06a2 2 0 0 1 0-2.83 2 2 0 0 1 2.83 0l.06.06a1.65 1.65 0 0 0 1.82.33H9a1.65 1.65 0 0 0 1-1.51V3a2 2 0 0 1 2-2 2 2 0 0 1 2 2v.09a1.65 1.65 0 0 0 1 1.51 1.65 1.65 0 0 0 1.82-.33l.06-.06a2 2 0 0 1 2.83 0 2 2 0 0 1 0 2.83l-.06.06a1.65 1.65 0 0 0-.33 1.82V9a1.65 1.65 0 0 0 1.51 1H21a2 2 0 0 1 2 2 2 2 0 0 1-2 2h-.09a1.65 1.65 0 0 0-1.51 1z\"\/><\/svg>\n <\/div>\n <p>Analisis konteks dan sokongan keputusan berasaskan AI<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n<\/body>\n<\/html>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\uba40\ud2f0\ubaa8\ub2ec \uc778\ud154\ub9ac\uc804\uc2a4 – SolenVision AI Technology \uba40\ud2f0\ubaa8\ub2ec \uc778\ud154\ub9ac\uc804\uc2a4 LLM \u00b7 VLM \uae30\ubc18, \ubaa8\ub4e0 \uc815\ubcf4\ub97c \ud558\ub098\uc758 \ub9e5\ub77d\uc73c\ub85c \uc774\ud574\ud558\ub294 AI \uae30\uc220 \uba40\ud2f0\ubaa8\ub2ec \uc778\ud154\ub9ac\uc804\uc2a4\ub294 LLM(Large […]<\/p>","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-1785","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/pages\/1785","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/comments?post=1785"}],"version-history":[{"count":20,"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/pages\/1785\/revisions"}],"predecessor-version":[{"id":2008,"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/pages\/1785\/revisions\/2008"}],"wp:attachment":[{"href":"https:\/\/solenvision.ai\/ms\/wp-json\/wp\/v2\/media?parent=1785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}