{"id":6849,"date":"2026-08-16T17:34:17","date_gmt":"2026-08-16T14:34:17","guid":{"rendered":"https:\/\/mavromatidis.gr\/?page_id=6849"},"modified":"2026-08-17T01:57:40","modified_gmt":"2026-08-16T22:57:40","slug":"ai-systems","status":"publish","type":"page","link":"https:\/\/mavromatidis.gr\/en\/ai-systems\/","title":{"rendered":"AI Systems"},"content":{"rendered":"<section class=\"dm-ai-dossier\" id=\"dm-ai-systems\">\n<style id=\"dm-ai-dossier-style\">\n    body:has(.dm-ai-dossier) .entry-title,\n    body:has(.dm-ai-dossier) .page-title,\n    body:has(.dm-ai-dossier) .page-banner,\n    body:has(.dm-ai-dossier) .breadcrumb-area {display:none!important}\n    .dm-ai-dossier{--ink:#102331;--muted:#526777;--line:#d9e4e8;--paper:#f7faf9;--wash:#edf5f3;--teal:#247f79;--navy:#092334;color:var(--ink);background:#fff}\n    .dm-ai-dossier *{box-sizing:border-box}\n    .dm-ai-dossier a{text-underline-offset:3px}\n    body:has(.dm-ai-dossier) 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.dm-mobile-social-tools{right:10px!important}body:has(.dm-ai-dossier) .dm-language-switcher-single{right:229px!important}.dm-ai-shell{width:min(1120px,calc(100% - 28px))}.dm-ai-hero{padding:64px 0 48px}.dm-ai-toc{top:62px}.dm-ai-toc .dm-ai-shell{width:100%;padding-left:14px;padding-right:14px}.dm-ai-section{padding:58px 0}.dm-ai-section[id]{scroll-margin-top:122px}.dm-ai-cap-row{padding:21px}.dm-ai-depth{padding:25px}.dm-ai-collab-grid{padding:24px}.dm-ai-btn{width:100%}}<\/p>\n<p>  .dm-ai-follow{margin:28px 0 0}\n  .dm-ai-follow a{display:inline-flex;align-items:center;justify-content:center;min-height:48px;padding:12px 20px;border:2px solid var(--teal);border-radius:6px;color:#fff!important;background:var(--teal);font-size:15px;font-weight:850;line-height:1.25;text-decoration:none!important;box-shadow:0 8px 24px rgba(36,127,121,.18);transition:transform .18s ease,box-shadow .18s ease,background .18s ease}\n  .dm-ai-follow a:hover,.dm-ai-follow a:focus-visible{transform:translateY(-1px);background:var(--navy);border-color:var(--navy);box-shadow:0 10px 28px rgba(9,35,52,.22);outline:none}\n  <\/style>\n<div class=\"dm-ai-page-el\" lang=\"el\">\n<header class=\"dm-ai-hero\">\n<div class=\"dm-ai-shell\">\n<p class=\"dm-ai-kicker\">\u0395\u03c6\u03b1\u03c1\u03bc\u03bf\u03c3\u03bc\u03ad\u03bd\u03b7 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 (AI) \u00b7 \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03ba\u03ae \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd<\/p>\n<h1>\u0391\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ce\u03bd &amp; \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd AI<\/h1>\n<p class=\"dm-ai-lead\">\u0397 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03b1\u03c0\u03bf\u03ba\u03c4\u03ac \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ae \u03b1\u03be\u03af\u03b1 \u03cc\u03c4\u03b1\u03bd \u03b5\u03bd\u03c4\u03ac\u03c3\u03c3\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03bc\u03b9\u03b1 \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ae \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae: \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1, \u03ba\u03b1\u03b8\u03b1\u03c1\u03ad\u03c2 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b5\u03c2, \u03b1\u03be\u03b9\u03cc\u03c0\u03b9\u03c3\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc\u03c2 \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03c3\u03b1\u03c6\u03ae\u03c2 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b7 \u03b5\u03c5\u03b8\u03cd\u03bd\u03b7.<\/p>\n<p class=\"dm-ai-follow\"><a href=\"https:\/\/www.linkedin.com\/in\/dimitrismavromatidis\/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"\u0391\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03ae\u03c3\u03c4\u03b5 \u03c4\u03bf\u03bd \u0394\u03b7\u03bc\u03ae\u03c4\u03c1\u03b7 \u039c\u03b1\u03c5\u03c1\u03bf\u03bc\u03b1\u03c4\u03af\u03b4\u03b7 \u03c3\u03c4\u03bf LinkedIn\">\u0391\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03ae\u03c3\u03c4\u03b5 \u03bc\u03b5 \u03c3\u03c4\u03bf LinkedIn<\/a><\/p>\n<div class=\"dm-ai-principles\" aria-label=\"\u0392\u03b1\u03c3\u03b9\u03ba\u03ad\u03c2 \u03b1\u03c1\u03c7\u03ad\u03c2\"><span>\u03a4\u03b5\u03ba\u03bc\u03ae\u03c1\u03b9\u03bf \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03b9\u03c3\u03c7\u03c5\u03c1\u03b9\u03c3\u03bc\u03cc<\/span><span>\u039a\u03b1\u03bd\u03cc\u03bd\u03b1\u03c2 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03cc<\/span><span>\u0386\u03bd\u03b8\u03c1\u03c9\u03c0\u03bf\u03c2 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7<\/span><\/div>\n<\/p><\/div>\n<\/header>\n<nav class=\"dm-ai-toc\" aria-label=\"\u03a0\u03b5\u03c1\u03b9\u03b5\u03c7\u03cc\u03bc\u03b5\u03bd\u03b1 AI Systems\">\n<div class=\"dm-ai-shell\"><a href=\"#el-depth\">01 \u0392\u03ac\u03b8\u03bf\u03c2<\/a><a href=\"#el-scope\">02 \u03a0\u03b5\u03b4\u03af\u03b1<\/a><a href=\"#el-paths\">03 \u0394\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ad\u03c2<\/a><a href=\"#el-patterns\">04 \u039c\u03bf\u03c4\u03af\u03b2\u03b1<\/a><a href=\"#el-method\">05 \u039c\u03ad\u03b8\u03bf\u03b4\u03bf\u03c2<\/a><a href=\"#el-collaboration\">06 \u03a3\u03c5\u03bd\u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1<\/a><\/div>\n<\/nav>\n<section class=\"dm-ai-section\" id=\"el-depth\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">01 \u00b7 \u0392\u0391\u0398\u039f\u03a3<\/span><\/p>\n<div>\n<h2>\u0391\u03c0\u03cc \u03c4\u03bf \u03c0\u03c1\u03c9\u03c4\u03cc\u03c4\u03c5\u03c0\u03bf \u03c3\u03b5 \u03b5\u03bb\u03ad\u03b3\u03be\u03b9\u03bc\u03b7 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1<\/h2>\n<p class=\"dm-ai-section-intro\">\u03a4\u03bf \u03b6\u03b7\u03c4\u03bf\u03cd\u03bc\u03b5\u03bd\u03bf \u03b4\u03b5\u03bd \u03b5\u03af\u03bd\u03b1\u03b9 \u03bc\u03b9\u03b1 \u03b1\u03ba\u03cc\u03bc\u03b7 \u03b3\u03b5\u03bd\u03b9\u03ba\u03ae \u03c7\u03c1\u03ae\u03c3\u03b7 \u03b5\u03bd\u03cc\u03c2 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf\u03c5, \u03b1\u03bb\u03bb\u03ac \u03b7 \u03ba\u03b1\u03c4\u03b1\u03c3\u03ba\u03b5\u03c5\u03ae \u03bb\u03cd\u03c3\u03b5\u03c9\u03bd \u03c0\u03bf\u03c5 \u03bc\u03c0\u03bf\u03c1\u03bf\u03cd\u03bd \u03bd\u03b1 \u03b5\u03be\u03b7\u03b3\u03b7\u03b8\u03bf\u03cd\u03bd, \u03bd\u03b1 \u03b5\u03bb\u03b5\u03b3\u03c7\u03b8\u03bf\u03cd\u03bd, \u03bd\u03b1 \u03b4\u03b9\u03bf\u03c1\u03b8\u03c9\u03b8\u03bf\u03cd\u03bd \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03b5\u03be\u03b5\u03bb\u03b9\u03c7\u03b8\u03bf\u03cd\u03bd.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-depth\">\n<p><strong>\u0397 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b6\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7 \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03b5\u03b9<\/strong> \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc \u03ba\u03ce\u03b4\u03b9\u03ba\u03b1 \u03ba\u03b1\u03b9 \u03b4\u03bf\u03ba\u03b9\u03bc\u03ad\u03c2 (tests), \u03c4\u03b5\u03ba\u03bc\u03ae\u03c1\u03b9\u03b1 \u03c9\u03c2 \u03b1\u03c6\u03b5\u03c4\u03b7\u03c1\u03af\u03b1, \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b5\u03c2 \u03c0\u03b7\u03b3\u03ad\u03c2 \u03b1\u03bb\u03ae\u03b8\u03b5\u03b9\u03b1\u03c2, \u03bc\u03b7\u03c7\u03b1\u03bd\u03ad\u03c2 \u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03c9\u03bd, \u03c3\u03b1\u03c6\u03b5\u03af\u03c2 \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2, \u03c3\u03c7\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03bc\u03b5 \u03b5\u03ba\u03b4\u03cc\u03c3\u03b5\u03b9\u03c2 (versioned schemas), \u03b1\u03c0\u03bf\u03c4\u03c5\u03c0\u03ce\u03bc\u03b1\u03c4\u03b1 \u03b1\u03ba\u03b5\u03c1\u03b1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 (hashes), \u03af\u03c7\u03bd\u03b7 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 (audit trails), \u03b1\u03bd\u03b5\u03be\u03ac\u03c1\u03c4\u03b7\u03c4\u03b7 \u03b5\u03c0\u03b1\u03bb\u03ae\u03b8\u03b5\u03c5\u03c3\u03b7 \u03b1\u03c0\u03cc \u03c0\u03b5\u03c1\u03b9\u03c3\u03c3\u03cc\u03c4\u03b5\u03c1\u03b1 \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03b1 \u03cc\u03c0\u03bf\u03c5 \u03ad\u03c7\u03b5\u03b9 \u03bd\u03cc\u03b7\u03bc\u03b1 \u03ba\u03b1\u03b9 \u03c1\u03b7\u03c4\u03ac \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b1 \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03ad\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7\u03c2. \u0397 \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ae \u03b1\u03c5\u03c4\u03ae \u03c3\u03c5\u03bd\u03b4\u03ad\u03b5\u03c4\u03b1\u03b9 \u03bc\u03b5 \u03b4\u03b9\u03b4\u03b1\u03ba\u03c4\u03bf\u03c1\u03b9\u03ba\u03ae \u03ad\u03c1\u03b5\u03c5\u03bd\u03b1 \u03c3\u03c4\u03bf \u03c0\u03b5\u03b4\u03af\u03bf \u03c4\u03b7\u03c2 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae\u03c2 \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03bc\u03b5 \u03bc\u03b1\u03ba\u03c1\u03ac \u03b5\u03bc\u03c0\u03b5\u03b9\u03c1\u03af\u03b1 \u03c3\u03b5 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03b1 \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ac, \u03b4\u03b9\u03bf\u03b9\u03ba\u03b7\u03c4\u03b9\u03ba\u03ac \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b1\u03c0\u03c4\u03c5\u03be\u03b9\u03b1\u03ba\u03ac \u03b6\u03b7\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1.<\/p>\n<\/div>\n<div class=\"dm-ai-system-map\" aria-label=\"\u0394\u03b9\u03ac\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1 \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae\u03c2 \u03bb\u03cd\u03c3\u03b7\u03c2\"><span>\u03a0\u03a1\u0391\u0393\u039c\u0391\u03a4\u0399\u039a\u039f \u03a0\u03a1\u039f\u0392\u039b\u0397\u039c\u0391<\/span><i>\u2192<\/i><span>\u03a4\u0395\u039a\u039c\u0397\u03a1\u0399\u0391 &amp; \u0394\u0395\u0394\u039f\u039c\u0395\u039d\u0391<\/span><i>\u2192<\/i><span>\u039b\u0395\u0399\u03a4\u039f\u03a5\u03a1\u0393\u0399\u039a\u039f \u03a3\u03a5\u03a3\u03a4\u0397\u039c\u0391<\/span><i>\u2192<\/i><span>\u0391\u039d\u0398\u03a1\u03a9\u03a0\u0399\u039d\u0397 \u0391\u03a0\u039f\u03a6\u0391\u03a3\u0397<\/span><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"dm-ai-section\" id=\"el-scope\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">02 \u00b7 \u03a0\u0395\u0394\u0399\u0391<\/span><\/p>\n<div>\n<h2>\u03a4\u03b9 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03c4\u03b5\u03af \u03ba\u03b1\u03b9 \u03bd\u03b1 \u03c5\u03bb\u03bf\u03c0\u03bf\u03b9\u03b7\u03b8\u03b5\u03af<\/h2>\n<p class=\"dm-ai-section-intro\">\u03a4\u03b1 \u03c8\u03b7\u03c6\u03b9\u03b1\u03ba\u03ac \u03bf\u03b9\u03ba\u03bf\u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1, \u03c4\u03b1 \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1 \u03ba\u03b1\u03b9 \u03bf\u03b9 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03bf\u03af \u03b1\u03bd\u03c4\u03b9\u03bc\u03b5\u03c4\u03c9\u03c0\u03af\u03b6\u03bf\u03bd\u03c4\u03b1\u03b9 \u03c9\u03c2 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ad\u03c2 \u03cc\u03c8\u03b5\u03b9\u03c2 \u03c4\u03b7\u03c2 \u03af\u03b4\u03b9\u03b1\u03c2 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae\u03c2 \u03bb\u03cd\u03c3\u03b7\u03c2.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-cap-list\">\n<article class=\"dm-ai-cap-row\"><code>01<\/code><\/p>\n<h3>\u0391\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03c9\u03bd \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03b9\u03ce\u03bd<\/h3>\n<p>\u0391\u03c0\u03bf\u03c4\u03cd\u03c0\u03c9\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ce\u03bd (process reengineering) \u03c3\u03c4\u03bf\u03bd \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03bf \u03ba\u03b1\u03b9 \u03b9\u03b4\u03b9\u03c9\u03c4\u03b9\u03ba\u03cc \u03c4\u03bf\u03bc\u03ad\u03b1, \u03ba\u03b1\u03b8\u03ce\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03c4\u03bf\u03bc\u03b5\u03b1\u03ba\u03ce\u03bd \u03c1\u03bf\u03ce\u03bd \u03cc\u03c0\u03bf\u03c5 \u03c3\u03c5\u03bd\u03b1\u03bd\u03c4\u03ce\u03bd\u03c4\u03b1\u03b9 \u03b4\u03b9\u03bf\u03af\u03ba\u03b7\u03c3\u03b7, \u03b5\u03c0\u03b9\u03c7\u03b5\u03b9\u03c1\u03ae\u03c3\u03b5\u03b9\u03c2, \u03c0\u03bf\u03bb\u03af\u03c4\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03be\u03c9\u03c4\u03b5\u03c1\u03b9\u03ba\u03bf\u03af \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03ac\u03c4\u03b5\u03c2: \u03c3\u03c4\u03ac\u03b4\u03b9\u03b1, \u03c1\u03cc\u03bb\u03bf\u03b9, \u03b5\u03be\u03b1\u03c1\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2, \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03c3\u03c5\u03bc\u03c6\u03cc\u03c1\u03b7\u03c3\u03b7\u03c2, \u03b5\u03b3\u03ba\u03c1\u03af\u03c3\u03b5\u03b9\u03c2, \u03b5\u03be\u03b1\u03b9\u03c1\u03ad\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b9\u03bc\u03b1 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03b1. \u0397 \u03c8\u03b7\u03c6\u03b9\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b1\u03ba\u03bf\u03bb\u03bf\u03c5\u03b8\u03b5\u03af \u03c4\u03bf\u03bd \u03b1\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u00b7 \u03b4\u03b5\u03bd \u03c5\u03c0\u03bf\u03ba\u03b1\u03b8\u03b9\u03c3\u03c4\u03ac \u03bc\u03b9\u03b1 \u03c0\u03c1\u03bf\u03b2\u03bb\u03b7\u03bc\u03b1\u03c4\u03b9\u03ba\u03ae \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b1.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>02<\/code><\/p>\n<h3>\u03a3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b3\u03bd\u03ce\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7\u03c2 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03c9\u03bd<\/h3>\n<p>\u0395\u03bd\u03b9\u03b1\u03af\u03b5\u03c2 \u03c0\u03b7\u03b3\u03ad\u03c2 \u03b1\u03bb\u03ae\u03b8\u03b5\u03b9\u03b1\u03c2, \u03bc\u03b7\u03c4\u03c1\u03ce\u03b1, \u03b2\u03ac\u03c3\u03b5\u03b9\u03c2 \u03b3\u03bd\u03ce\u03c3\u03b7\u03c2 (knowledge bases), \u03bc\u03b7\u03c4\u03c1\u03ce\u03b1 \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03bd (evidence ledgers) \u03ba\u03b1\u03b9 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b5\u03c2 \u03c1\u03bf\u03ad\u03c2 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03c5\u03bd \u03b4\u03b9\u03ac\u03c3\u03c0\u03b1\u03c1\u03c4\u03b1 \u03ad\u03b3\u03b3\u03c1\u03b1\u03c6\u03b1, \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c3\u03b5 \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03b7 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03ae \u03b3\u03bd\u03ce\u03c3\u03b7.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>03<\/code><\/p>\n<h3>\u0395\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03b1, AI agents \u03ba\u03b1\u03b9 \u03b1\u03c5\u03c4\u03bf\u03bc\u03b1\u03c4\u03b9\u03c3\u03bc\u03bf\u03af<\/h3>\n<p>\u0395\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ad\u03c2, \u03bc\u03b7\u03c7\u03b1\u03bd\u03ad\u03c2 \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7\u03c2, \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03af \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7\u03c2, \u03c0\u03b1\u03c1\u03b1\u03c4\u03b7\u03c1\u03b7\u03c4\u03ae\u03c1\u03b9\u03b1, \u03c0\u03af\u03bd\u03b1\u03ba\u03b5\u03c2 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 (dashboards), \u03c1\u03bf\u03ad\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae\u03c2 \u03b5\u03b3\u03b3\u03c1\u03ac\u03c6\u03c9\u03bd \u03ba\u03b1\u03b9 AI agents \u03c0\u03bf\u03c5 \u03c3\u03c5\u03bb\u03bb\u03ad\u03b3\u03bf\u03c5\u03bd, \u03c4\u03b1\u03be\u03b9\u03bd\u03bf\u03bc\u03bf\u03cd\u03bd, \u03c3\u03c5\u03b3\u03ba\u03c1\u03af\u03bd\u03bf\u03c5\u03bd \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03b5\u03c4\u03bf\u03b9\u03bc\u03ac\u03b6\u03bf\u03c5\u03bd \u03b5\u03bd\u03ad\u03c1\u03b3\u03b5\u03b9\u03b5\u03c2, \u03bc\u03b5 \u03b1\u03c3\u03c6\u03b1\u03bb\u03ae \u03b5\u03c0\u03b1\u03bd\u03ac\u03bb\u03b7\u03c8\u03b7 \u03c7\u03c9\u03c1\u03af\u03c2 \u03b4\u03b9\u03c0\u03bb\u03ad\u03c2 \u03c0\u03c1\u03ac\u03be\u03b5\u03b9\u03c2 (idempotency), \u03c3\u03c5\u03bc\u03c6\u03c9\u03bd\u03af\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd (reconciliation) \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03bf \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c3\u03c4\u03b7 \u03c1\u03bf\u03ae (human in the loop).<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>04<\/code><\/p>\n<h3>\u03a8\u03b7\u03c6\u03b9\u03b1\u03ba\u03ac \u03bf\u03b9\u03ba\u03bf\u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03b9 portals<\/h3>\n<p>\u03a3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 portals, \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03c9\u03bd \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03b9\u03c3\u03c4\u03bf\u03c3\u03b5\u03bb\u03af\u03b4\u03c9\u03bd \u03c9\u03c2 \u03b5\u03bd\u03b9\u03b1\u03af\u03c9\u03bd \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd \u03c0\u03b5\u03c1\u03b9\u03b5\u03c7\u03bf\u03bc\u03ad\u03bd\u03bf\u03c5 \u03ba\u03b1\u03b9 \u03c1\u03bf\u03ce\u03bd: \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1\u03c2, \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7, \u03c0\u03bf\u03bb\u03c5\u03b3\u03bb\u03c9\u03c3\u03c3\u03b9\u03ba\u03ae \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1, \u03c0\u03c1\u03bf\u03c3\u03b2\u03b1\u03c3\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b4\u03bf\u03bc\u03b7\u03bc\u03ad\u03bd\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03ba\u03b1\u03b9 \u03b2\u03b5\u03bb\u03c4\u03b9\u03c3\u03c4\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03bc\u03b7\u03c7\u03b1\u03bd\u03ad\u03c2 \u03b1\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7\u03c2 (SEO), \u03bc\u03b5 \u03c3\u03cd\u03bd\u03b4\u03b5\u03c3\u03b7 \u03c3\u03c4\u03b1 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b3\u03bd\u03ce\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03c3\u03c4\u03b9\u03c2 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03ad\u03c2 \u03c1\u03bf\u03ad\u03c2 \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1\u03c2 \u03c4\u03bf\u03c5 \u03bf\u03c1\u03b3\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03cd.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>05<\/code><\/p>\n<h3>\u0394\u03b9\u03b1\u03c3\u03c6\u03ac\u03bb\u03b9\u03c3\u03b7 \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b1\u03ba\u03c5\u03b2\u03ad\u03c1\u03bd\u03b7\u03c3\u03b7<\/h3>\n<p>\u0388\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2 \u03c0\u03b7\u03b3\u03ce\u03bd, \u03b1\u03c1\u03b9\u03b8\u03bc\u03ce\u03bd, \u03b1\u03c0\u03b1\u03b9\u03c4\u03ae\u03c3\u03b5\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b5\u03ba\u03b4\u03cc\u03c3\u03b5\u03c9\u03bd\u00b7 \u03b4\u03b9\u03b1\u03c7\u03c9\u03c1\u03b9\u03c3\u03bc\u03cc\u03c2 \u03b3\u03b5\u03b3\u03bf\u03bd\u03cc\u03c4\u03bf\u03c2, \u03b5\u03ba\u03c4\u03af\u03bc\u03b7\u03c3\u03b7\u03c2 \u03ba\u03b1\u03b9 \u03ba\u03b5\u03bd\u03bf\u03cd\u00b7 \u03bf\u03c0\u03c4\u03b9\u03ba\u03cc\u03c2 \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2 \u03c0\u03b1\u03c1\u03b1\u03b4\u03bf\u03c4\u03ad\u03c9\u03bd\u00b7 \u03af\u03c7\u03bd\u03b7 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 (audit trails), \u03b4\u03c5\u03bd\u03b1\u03c4\u03cc\u03c4\u03b7\u03c4\u03b1 \u03b5\u03c0\u03b1\u03bd\u03b1\u03c6\u03bf\u03c1\u03ac\u03c2 (rollback) \u03ba\u03b1\u03b9 \u03c3\u03b1\u03c6\u03ae\u03c2 \u03b1\u03bd\u03b8\u03c1\u03ce\u03c0\u03b9\u03bd\u03b7 \u03b5\u03c5\u03b8\u03cd\u03bd\u03b7 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03ba\u03ac\u03b8\u03b5 \u03ba\u03c1\u03af\u03c3\u03b9\u03bc\u03b7 \u03b4\u03b7\u03bc\u03bf\u03c3\u03af\u03b5\u03c5\u03c3\u03b7 \u03ae \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>06<\/code><\/p>\n<h3>\u0391\u03bd\u03b1\u03c0\u03c4\u03c5\u03be\u03b9\u03b1\u03ba\u03ad\u03c2, \u03ba\u03bb\u03b1\u03b4\u03b9\u03ba\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b5\u03bd\u03b4\u03c5\u03c4\u03b9\u03ba\u03ad\u03c2 \u03bc\u03b5\u03bb\u03ad\u03c4\u03b5\u03c2<\/h3>\n<p>\u039c\u03b5\u03bb\u03ad\u03c4\u03b5\u03c2 \u03c0\u03bf\u03c5 \u03c3\u03c5\u03bd\u03b4\u03c5\u03ac\u03b6\u03bf\u03c5\u03bd \u03b5\u03c0\u03b9\u03c4\u03cc\u03c0\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03b4\u03b5\u03c5\u03c4\u03b5\u03c1\u03bf\u03b3\u03b5\u03bd\u03ae \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7, \u03ba\u03bb\u03b1\u03b4\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03c7\u03c9\u03c1\u03b9\u03ba\u03ae \u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7, \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03b5\u03c0\u03b9\u03bb\u03b5\u03be\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03c7\u03c1\u03b7\u03bc\u03b1\u03c4\u03bf\u03b4\u03bf\u03c4\u03b9\u03ba\u03ce\u03bd \u03b5\u03c1\u03b3\u03b1\u03bb\u03b5\u03af\u03c9\u03bd \u03ba\u03b1\u03b9 \u03c3\u03b5\u03bd\u03ac\u03c1\u03b9\u03b1 \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae\u03c2. \u039a\u03ac\u03b8\u03b5 \u03c0\u03cc\u03c1\u03b9\u03c3\u03bc\u03b1 \u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03b9\u03c7\u03bd\u03b7\u03bb\u03ac\u03c3\u03b9\u03bc\u03b5\u03c2 \u03c0\u03b7\u03b3\u03ad\u03c2, \u03c4\u03b5\u03c7\u03bd\u03b9\u03ba\u03ac \u03c0\u03b1\u03c1\u03b1\u03c1\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03b2\u03b9\u03b2\u03bb\u03af\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03ba\u03b1\u03b9 \u03ba\u03b1\u03c4\u03b1\u03bb\u03ae\u03b3\u03b5\u03b9 \u03c3\u03b5 \u03c3\u03c7\u03ad\u03b4\u03b9\u03bf \u03b4\u03c1\u03ac\u03c3\u03b7\u03c2 \u03ae \u03b5\u03b9\u03c3\u03ae\u03b3\u03b7\u03c3\u03b7 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7\u03c2 \u03bc\u03b5 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b9\u03bc\u03bf \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03c3\u03bc\u03cc \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7\u03c2.<\/p>\n<\/article><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"dm-ai-section\" id=\"el-paths\" style=\"background:var(--paper)\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">03 \u00b7 \u039f\u03a0\u03a4\u0399\u039a\u0397<\/span><\/p>\n<div>\n<h2>\u03a4\u03c1\u03b5\u03b9\u03c2 \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ad\u03c2 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7 \u03c3\u03c4\u03b7\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae<\/h2>\n<p class=\"dm-ai-section-intro\">\u039a\u03ac\u03b8\u03b5 \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae \u03b1\u03c0\u03bf\u03c4\u03c5\u03c0\u03ce\u03bd\u03b5\u03b9 \u03cc\u03c7\u03b9 \u03bc\u03cc\u03bd\u03bf \u03c4\u03b1 \u03c3\u03c4\u03ac\u03b4\u03b9\u03b1, \u03b1\u03bb\u03bb\u03ac \u03ba\u03b1\u03b9 \u03c4\u03b1 \u03b5\u03bd\u03b4\u03b9\u03ac\u03bc\u03b5\u03c3\u03b1 \u03c0\u03b1\u03c1\u03b1\u03b4\u03bf\u03c4\u03ad\u03b1 \u03c0\u03bf\u03c5 \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03ad\u03c0\u03bf\u03c5\u03bd \u03c4\u03b7\u03bd \u03c0\u03bb\u03b7\u03c1\u03bf\u03c6\u03bf\u03c1\u03af\u03b1 \u03c3\u03b5 \u03b5\u03bb\u03ad\u03b3\u03be\u03b9\u03bc\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-visions\">\n<article class=\"dm-ai-vision\"><span>\u039c\u0395\u039b\u0395\u03a4\u0397 &amp; \u03a3\u03a7\u0395\u0394\u0399\u039f \u0394\u03a1\u0391\u03a3\u0397\u03a3<\/span><\/p>\n<h3>\u0391\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7 \u03c3\u03b5 \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03b9\u03bc\u03b7 \u03c0\u03b1\u03c1\u03ad\u03bc\u03b2\u03b1\u03c3\u03b7<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>\u03a0\u0395\u0394\u0399\u039f &amp; \u0394\u0395\u0394\u039f\u039c\u0395\u039d\u0391<\/strong><small>\u03c3\u03c5\u03bd\u03b5\u03bd\u03c4\u03b5\u03cd\u03be\u03b5\u03b9\u03c2, \u03b4\u03b9\u03bf\u03b9\u03ba\u03b7\u03c4\u03b9\u03ba\u03ac \u03c3\u03c4\u03bf\u03b9\u03c7\u03b5\u03af\u03b1, \u03b1\u03c5\u03c4\u03bf\u03c8\u03af\u03b1<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u039c\u0397\u03a4\u03a1\u03a9\u039f \u03a0\u0397\u0393\u03a9\u039d<\/strong><small>\u03c0\u03c1\u03bf\u03ad\u03bb\u03b5\u03c5\u03c3\u03b7, \u03c0\u03b1\u03c1\u03b1\u03b4\u03bf\u03c7\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03ba\u03b5\u03bd\u03ac<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>\u03a3\u0395\u039d\u0391\u03a1\u0399\u0391<\/strong><small>\u03ba\u03cc\u03c3\u03c4\u03bf\u03c2, \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf\u03b9 \u03ba\u03b1\u03b9 \u03b5\u03bd\u03b1\u03bb\u03bb\u03b1\u03ba\u03c4\u03b9\u03ba\u03ad\u03c2<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u03a3\u03a7\u0395\u0394\u0399\u039f \u0394\u03a1\u0391\u03a3\u0397\u03a3<\/strong><small>\u03ad\u03c1\u03b3\u03b1, \u03c1\u03cc\u03bb\u03bf\u03b9, \u03c7\u03c1\u03bf\u03bd\u03bf\u03b4\u03b9\u03ac\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1 \u03ba\u03b1\u03b9 \u03b4\u03b5\u03af\u03ba\u03c4\u03b5\u03c2<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>\u03a0\u0391\u03a1\u0391\u0394\u039f\u03a4\u0395\u039f<\/b>\u0395\u03c6\u03b1\u03c1\u03bc\u03cc\u03c3\u03b9\u03bc\u03bf \u03c0\u03c1\u03cc\u03b3\u03c1\u03b1\u03bc\u03bc\u03b1 \u03c0\u03b1\u03c1\u03b5\u03bc\u03b2\u03ac\u03c3\u03b5\u03c9\u03bd.<\/p>\n<\/article>\n<article class=\"dm-ai-vision\"><span>\u0391\u039d\u0391\u03a3\u03a7\u0395\u0394\u0399\u0391\u03a3\u039c\u039f\u03a3 \u0394\u0399\u0391\u0394\u0399\u039a\u0391\u03a3\u0399\u03a9\u039d<\/span><\/p>\n<h3>\u0391\u03c0\u03cc \u03c4\u03b7 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03b7 \u03c1\u03bf\u03ae \u03c3\u03b5 \u03ba\u03b1\u03b8\u03b1\u03c1\u03ae \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03af\u03b1<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>\u03a5\u03a6\u0399\u03a3\u03a4\u0391\u039c\u0395\u039d\u0397 \u039b\u0395\u0399\u03a4\u039f\u03a5\u03a1\u0393\u0399\u0391<\/strong><small>\u03b2\u03ae\u03bc\u03b1\u03c4\u03b1, \u03c1\u03cc\u03bb\u03bf\u03b9, \u03b5\u03be\u03b1\u03b9\u03c1\u03ad\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03c7\u03c1\u03cc\u03bd\u03bf\u03b9<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u0395\u039c\u03a0\u039f\u0394\u0399\u0391 &amp; \u039a\u0391\u039d\u039f\u039d\u0395\u03a3<\/strong><small>\u03b1\u03c1\u03bc\u03bf\u03b4\u03b9\u03cc\u03c4\u03b7\u03c4\u03b5\u03c2, \u03b5\u03be\u03b1\u03c1\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03b4\u03b9\u03ba\u03bb\u03af\u03b4\u03b5\u03c2<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>\u03a3\u03a4\u039f\u03a7\u039f\u03a3 \u039b\u0395\u0399\u03a4\u039f\u03a5\u03a1\u0393\u0399\u0391\u03a3<\/strong><small>\u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03c5\u03c0\u03b5\u03cd\u03b8\u03c5\u03bd\u03b1 \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7\u03c2<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u03a8\u0397\u03a6\u0399\u0391\u039a\u0397 \u03a1\u039f\u0397<\/strong><small>\u03bc\u03ad\u03c4\u03c1\u03b7\u03c3\u03b7, \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03bd\u03b5\u03c7\u03ae\u03c2 \u03b2\u03b5\u03bb\u03c4\u03af\u03c9\u03c3\u03b7<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>\u03a0\u0391\u03a1\u0391\u0394\u039f\u03a4\u0395\u039f<\/b>\u039b\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc \u03bc\u03bf\u03bd\u03c4\u03ad\u03bb\u03bf \u03ba\u03b1\u03b9 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c1\u03bf\u03ae.<\/p>\n<\/article>\n<article class=\"dm-ai-vision\"><span>\u03a3\u03a5\u03a3\u03a4\u0397\u039c\u0391 AI<\/span><\/p>\n<h3>\u0391\u03c0\u03cc \u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1 \u03c3\u03b5 \u03c5\u03c0\u03b5\u03cd\u03b8\u03c5\u03bd\u03b7 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7\u03c2<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>\u03a0\u0397\u0393\u0395\u03a3 &amp; \u03a0\u03a1\u039f\u0395\u039b\u0395\u03a5\u03a3\u0397<\/strong><small>\u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1, \u03b4\u03b9\u03ba\u03b1\u03b9\u03ce\u03bc\u03b1\u03c4\u03b1 \u03ba\u03b1\u03b9 \u03b1\u03ba\u03b5\u03c1\u03b1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u0395\u039b\u0395\u0393\u03a7\u039f\u039c\u0395\u039d\u0397 \u0393\u039d\u03a9\u03a3\u0397<\/strong><small>\u03c3\u03c7\u03ae\u03bc\u03b1\u03c4\u03b1, \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03c4\u03b5\u03ba\u03bc\u03ae\u03c1\u03b9\u03b1<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>\u039c\u039f\u039d\u03a4\u0395\u039b\u0391 &amp; AI AGENTS<\/strong><small>\u03b1\u03bd\u03ac\u03bb\u03c5\u03c3\u03b7, \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03b5\u03c4\u03bf\u03b9\u03bc\u03b1\u03c3\u03af\u03b1<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>\u0391\u039d\u0398\u03a1\u03a9\u03a0\u0399\u039d\u0397 \u0395\u0393\u039a\u03a1\u0399\u03a3\u0397<\/strong><small>\u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7, \u03af\u03c7\u03bd\u03bf\u03c2 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 \u03ba\u03b1\u03b9 \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>\u03a0\u0391\u03a1\u0391\u0394\u039f\u03a4\u0395\u039f<\/b>\u0395\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c5\u03c0\u03bf\u03c3\u03c4\u03ae\u03c1\u03b9\u03be\u03b7 \u03b1\u03c0\u03bf\u03c6\u03ac\u03c3\u03b5\u03c9\u03bd.<\/p>\n<\/article><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"dm-ai-section\" id=\"el-patterns\" style=\"background:var(--paper)\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">04 \u00b7 \u039c\u039f\u03a4\u0399\u0392\u0391<\/span><\/p>\n<div>\n<h2>\u0395\u03bd\u03b4\u03b5\u03b9\u03ba\u03c4\u03b9\u03ba\u03ac \u03bc\u03bf\u03c4\u03af\u03b2\u03b1 \u03bb\u03cd\u03c3\u03b5\u03c9\u03bd<\/h2>\n<p class=\"dm-ai-section-intro\">\u03a0\u03b1\u03c1\u03b1\u03b4\u03b5\u03af\u03b3\u03bc\u03b1\u03c4\u03b1 \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae\u03c2 \u03b2\u03ac\u03b8\u03bf\u03c5\u03c2, \u03c7\u03c9\u03c1\u03af\u03c2 \u03ad\u03ba\u03b8\u03b5\u03c3\u03b7 \u03b5\u03bc\u03c0\u03b9\u03c3\u03c4\u03b5\u03c5\u03c4\u03b9\u03ba\u03bf\u03cd \u03c5\u03bb\u03b9\u03ba\u03bf\u03cd \u03ae \u03b5\u03c3\u03c9\u03c4\u03b5\u03c1\u03b9\u03ba\u03ce\u03bd \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-patterns\">\n<article class=\"dm-ai-pattern\">\n<h3>\u0395\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03c9\u03bd \u03c0\u03b1\u03c1\u03b1\u03b4\u03bf\u03c4\u03ad\u03c9\u03bd<\/h3>\n<p>\u0391\u03c0\u03cc \u03c0\u03c1\u03c9\u03c4\u03bf\u03b3\u03b5\u03bd\u03ae \u03c4\u03b5\u03ba\u03bc\u03ae\u03c1\u03b9\u03b1 \u03c3\u03b5 \u03bc\u03b7\u03c4\u03c1\u03ce\u03b1 \u03b3\u03b5\u03b3\u03bf\u03bd\u03cc\u03c4\u03c9\u03bd, \u03b4\u03bf\u03bc\u03b7\u03bc\u03ad\u03bd\u03b1 \u03c0\u03c1\u03bf\u03c3\u03c7\u03ad\u03b4\u03b9\u03b1, \u03b5\u03c0\u03b1\u03bd\u03b1\u03bb\u03ae\u03c8\u03b9\u03bc\u03b7 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c3\u03b7, \u03bf\u03c0\u03c4\u03b9\u03ba\u03cc \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c0\u03bf\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 (QA) \u03ba\u03b1\u03b9 \u03c4\u03b5\u03bb\u03b9\u03ba\u03ae \u03b5\u03c0\u03b1\u03bb\u03ae\u03b8\u03b5\u03c5\u03c3\u03b7, \u03c7\u03c9\u03c1\u03af\u03c2 \u03c3\u03b9\u03c9\u03c0\u03b7\u03bb\u03ae \u03bc\u03b5\u03c4\u03b1\u03c4\u03c1\u03bf\u03c0\u03ae \u03b5\u03bb\u03bb\u03b5\u03af\u03c8\u03b5\u03c9\u03bd \u03c3\u03b5 \u00ab\u03c0\u03b9\u03b8\u03b1\u03bd\u03ad\u03c2\u00bb \u03b1\u03c0\u03b1\u03bd\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2.<\/p>\n<p><small>\u03a4\u0395\u039a\u039c\u0397\u03a1\u0399\u0391 \u2192 \u039c\u0397\u03a4\u03a1\u03a9\u0391 \u2192 \u03a3\u03a5\u039d\u0398\u0395\u03a3\u0397 \u2192 \u0395\u039b\u0395\u0393\u03a7\u039f\u03a3<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>\u0394\u03b9\u03bf\u03b9\u03ba\u03b7\u03c4\u03b9\u03ba\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03bf\u03b9\u03ba\u03bf\u03bd\u03bf\u03bc\u03b9\u03ba\u03ad\u03c2 \u03c1\u03bf\u03ad\u03c2<\/h3>\n<p>\u0395\u03bd\u03b9\u03b1\u03af\u03b1 \u03c0\u03b7\u03b3\u03ae \u03b1\u03bb\u03ae\u03b8\u03b5\u03b9\u03b1\u03c2 (Single Source of Truth \u2014 SSOT), \u03bc\u03b7\u03c7\u03b1\u03bd\u03b9\u03ba\u03ac \u03b1\u03bd\u03b1\u03b3\u03bd\u03ce\u03c3\u03b9\u03bc\u03bf\u03b9 \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2, \u03b4\u03b5\u03ba\u03b1\u03b4\u03b9\u03ba\u03bf\u03af \u03c5\u03c0\u03bf\u03bb\u03bf\u03b3\u03b9\u03c3\u03bc\u03bf\u03af \u03c5\u03c8\u03b7\u03bb\u03ae\u03c2 \u03b1\u03ba\u03c1\u03af\u03b2\u03b5\u03b9\u03b1\u03c2, \u03c0\u03b1\u03c1\u03b1\u03ba\u03bf\u03bb\u03bf\u03cd\u03b8\u03b7\u03c3\u03b7 \u03bd\u03bf\u03bc\u03bf\u03b8\u03b5\u03c3\u03af\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03c0\u03cd\u03bb\u03b5\u03c2 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 \u03b5\u03c0\u03b9\u03c0\u03c4\u03ce\u03c3\u03b5\u03c9\u03bd (impact gates), \u03ce\u03c3\u03c4\u03b5 \u03b7 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 (AI) \u03bd\u03b1 \u03c5\u03c0\u03bf\u03c3\u03c4\u03b7\u03c1\u03af\u03b6\u03b5\u03b9 \u03c4\u03bf\u03bd \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03c7\u03c9\u03c1\u03af\u03c2 \u03bd\u03b1 \u03b1\u03c0\u03bf\u03c6\u03b1\u03c3\u03af\u03b6\u03b5\u03b9 \u03c4\u03b7 \u03bd\u03bf\u03bc\u03b9\u03bc\u03cc\u03c4\u03b7\u03c4\u03b1 \u03ae \u03c4\u03b7\u03bd \u03c4\u03b5\u03bb\u03b9\u03ba\u03ae \u03ad\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7.<\/p>\n<p><small>\u0395\u039d\u0399\u0391\u0399\u0391 \u03a0\u0397\u0393\u0397 \u2192 \u039a\u0391\u039d\u039f\u039d\u0395\u03a3 \u2192 \u0391\u039d\u0398\u03a1\u03a9\u03a0\u0399\u039d\u0397 \u0395\u0393\u039a\u03a1\u0399\u03a3\u0397<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>\u03a0\u03b1\u03c1\u03b1\u03c4\u03b7\u03c1\u03b7\u03c4\u03ae\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c3\u03c5\u03c3\u03c4\u03ae\u03bc\u03b1\u03c4\u03b1 \u03ad\u03b3\u03ba\u03b1\u03b9\u03c1\u03b7\u03c2 \u03b5\u03bd\u03b7\u03bc\u03ad\u03c1\u03c9\u03c3\u03b7\u03c2<\/h3>\n<p>\u03a3\u03c5\u03bb\u03bb\u03bf\u03b3\u03ae \u03b1\u03c0\u03cc RSS, API, HTML \u03ba\u03b1\u03b9 PDF, \u03c3\u03c4\u03b9\u03b3\u03bc\u03b9\u03cc\u03c4\u03c5\u03c0\u03b1 (snapshots), \u03c3\u03cd\u03b3\u03ba\u03c1\u03b9\u03c3\u03b7 \u03bc\u03b5\u03c4\u03b1\u03b2\u03bf\u03bb\u03ce\u03bd, \u03b5\u03c0\u03b9\u03bb\u03bf\u03b3\u03ae \u03ba\u03b1\u03bd\u03bf\u03bd\u03b9\u03ba\u03ae\u03c2 \u03c0\u03b7\u03b3\u03ae\u03c2, \u03b1\u03c0\u03bf\u03b4\u03b9\u03c0\u03bb\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7, \u03c6\u03af\u03bb\u03c4\u03c1\u03b1, \u03b9\u03c3\u03c4\u03bf\u03c1\u03b9\u03ba\u03cc \u03ba\u03b1\u03b9 \u03b5\u03b9\u03b4\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b5\u03b9\u03c2 \u03bc\u03b5 \u03b5\u03c0\u03b1\u03bd\u03b1\u03bb\u03ae\u03c8\u03b9\u03bc\u03b7 \u03bc\u03b5\u03b8\u03bf\u03b4\u03bf\u03bb\u03bf\u03b3\u03af\u03b1.<\/p>\n<p><small>\u0395\u039d\u03a4\u039f\u03a0\u0399\u03a3\u039c\u039f\u03a3 \u2192 \u0395\u03a0\u0391\u039b\u0397\u0398\u0395\u03a5\u03a3\u0397 \u2192 \u0391\u03a0\u039f\u0394\u0399\u03a0\u039b\u039f\u03a0\u039f\u0399\u0397\u03a3\u0397 \u2192 \u0395\u0399\u0394\u039f\u03a0\u039f\u0399\u0397\u03a3\u0397<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>\u0391\u03bd\u03b1\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b5\u03be\u03b7\u03b3\u03ae\u03c3\u03b9\u03bc\u03b7 \u03b1\u03bd\u03c4\u03b9\u03c3\u03c4\u03bf\u03af\u03c7\u03b9\u03c3\u03b7<\/h3>\n<p>\u03a0\u03cd\u03bb\u03b5\u03c2 \u03b8\u03ad\u03c3\u03b5\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b5\u03c5\u03ba\u03b1\u03b9\u03c1\u03b9\u03ce\u03bd (portals) \u03bc\u03b5 \u03ba\u03b1\u03bd\u03bf\u03bd\u03b9\u03ba\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03b5\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ce\u03bd \u03cc\u03c1\u03c9\u03bd, \u03b4\u03b9\u03b1\u03c6\u03b1\u03bd\u03ae \u03b2\u03b1\u03b8\u03bc\u03bf\u03bb\u03cc\u03b3\u03b7\u03c3\u03b7 (scoring), \u03b1\u03bd\u03c4\u03b9\u03c3\u03c4\u03bf\u03af\u03c7\u03b9\u03c3\u03b7 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b1\u03c0\u03cc \u03c4\u03bf\u03bd \u03c7\u03c1\u03ae\u03c3\u03c4\u03b7 \u03ba\u03b1\u03b9 \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf \u03b9\u03b4\u03b9\u03c9\u03c4\u03b9\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u03c0\u03c1\u03b9\u03bd \u03b1\u03c0\u03cc \u03ba\u03ac\u03b8\u03b5 \u03b5\u03be\u03c9\u03c4\u03b5\u03c1\u03b9\u03ba\u03ae \u03b5\u03bd\u03ad\u03c1\u03b3\u03b5\u03b9\u03b1.<\/p>\n<p><small>\u0391\u039d\u0391\u0396\u0397\u03a4\u0397\u03a3\u0397 \u2192 \u0395\u039e\u0397\u0393\u0397\u03a3\u0397 \u2192 \u0395\u039b\u0395\u0393\u03a7\u039f\u03a3 \u2192 \u0395\u039d\u0395\u03a1\u0393\u0395\u0399\u0391<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>\u0398\u03b5\u03c3\u03bc\u03b9\u03ba\u03ac \u03ad\u03b3\u03b3\u03c1\u03b1\u03c6\u03b1 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b1\u03bd\u03b1\u03c7\u03c1\u03b7\u03c3\u03b9\u03bc\u03bf\u03c0\u03bf\u03b9\u03ae\u03c3\u03b9\u03bc\u03b1 \u03c0\u03c1\u03cc\u03c4\u03c5\u03c0\u03b1<\/h3>\n<p>\u03a0\u03b1\u03c1\u03b1\u03b3\u03c9\u03b3\u03ae \u03c0\u03c1\u03bf\u03c3\u03ba\u03bb\u03ae\u03c3\u03b5\u03c9\u03bd, \u03b5\u03b9\u03c3\u03b7\u03b3\u03ae\u03c3\u03b5\u03c9\u03bd, \u03c0\u03b1\u03ba\u03ad\u03c4\u03c9\u03bd \u03c3\u03c5\u03bd\u03b5\u03b4\u03c1\u03b9\u03ac\u03c3\u03b5\u03c9\u03bd \u03ba\u03b1\u03b9 \u03c0\u03c1\u03bf\u03c4\u03cd\u03c0\u03c9\u03bd \u03c0\u03bf\u03c5 \u03b4\u03b9\u03b1\u03c4\u03b7\u03c1\u03bf\u03cd\u03bd \u03b5\u03c0\u03b9\u03c3\u03c4\u03bf\u03bb\u03cc\u03c7\u03b1\u03c1\u03c4\u03b1 (letterheads), \u03c3\u03c4\u03c5\u03bb, \u03b1\u03c1\u03af\u03b8\u03bc\u03b7\u03c3\u03b7, \u03c5\u03c0\u03bf\u03b3\u03c1\u03b1\u03c6\u03ad\u03c2 \u03ba\u03b1\u03b9 \u03bf\u03c1\u03b3\u03b1\u03bd\u03c9\u03c4\u03b9\u03ba\u03ae \u03b9\u03b5\u03c1\u03b1\u03c1\u03c7\u03af\u03b1.<\/p>\n<p><small>\u03a0\u03a1\u039f\u03a4\u03a5\u03a0\u039f \u2192 \u0394\u039f\u039c\u0397\u039c\u0395\u039d\u0391 \u0394\u0395\u0394\u039f\u039c\u0395\u039d\u0391 \u2192 \u0395\u039b\u0395\u0393\u039c\u0395\u039d\u039f \u0395\u0393\u0393\u03a1\u0391\u03a6\u039f<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>\u03a0\u03bf\u03bb\u03c5\u03b3\u03bb\u03c9\u03c3\u03c3\u03b9\u03ba\u03ac \u03b1\u03c1\u03c7\u03b5\u03af\u03b1 \u03ba\u03b1\u03b9 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1 \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7<\/h3>\n<p>\u039c\u03b5\u03c4\u03b1\u03c6\u03bf\u03c1\u03ac \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03bc\u03ad\u03bb\u03b5\u03b9\u03b1 \u03bc\u03b5\u03b3\u03ac\u03bb\u03c9\u03bd \u03b1\u03c1\u03c7\u03b5\u03af\u03c9\u03bd, \u03c3\u03cd\u03bd\u03b4\u03b5\u03c3\u03b7 \u03c0\u03c1\u03c9\u03c4\u03bf\u03b3\u03b5\u03bd\u03ce\u03bd \u03c0\u03b7\u03b3\u03ce\u03bd, \u03c4\u03bf\u03c0\u03b9\u03ba\u03ae \u03ae \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03c4\u03c5\u03b1\u03ba\u03ae \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03af\u03b1\u03c3\u03b7, \u03b1\u03ba\u03c1\u03b9\u03b2\u03b5\u03af\u03c2 \u03b7\u03bc\u03b5\u03c1\u03bf\u03bc\u03b7\u03bd\u03af\u03b5\u03c2, \u03b1\u03ba\u03b5\u03c1\u03b1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1 \u03c0\u03bf\u03bb\u03c5\u03bc\u03ad\u03c3\u03c9\u03bd \u03ba\u03b1\u03b9 \u03b1\u03bd\u03b1\u03b6\u03b7\u03c4\u03ae\u03c3\u03b9\u03bc\u03b7 \u03c0\u03c1\u03cc\u03c3\u03b2\u03b1\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03c0\u03bf\u03bb\u03af\u03c4\u03b5\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03ad\u03c2.<\/p>\n<p><small>\u0391\u03a1\u03a7\u0395\u0399\u039f \u2192 \u03a0\u03a1\u039f\u0395\u039b\u0395\u03a5\u03a3\u0397 \u2192 \u0391\u039d\u0391\u0396\u0397\u03a4\u0397\u03a3\u0397 \u2192 \u0394\u0397\u039c\u039f\u03a3\u0399\u0395\u03a5\u03a3\u0397<\/small><\/article>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"dm-ai-section\" id=\"el-method\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">05 \u00b7 \u039c\u0395\u0398\u039f\u0394\u039f\u03a3<\/span><\/p>\n<div>\n<h2>\u039c\u03b9\u03b1 \u03b5\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae \u03b1\u03c0\u03cc \u03c4\u03bf \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1 \u03c3\u03c4\u03b7\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae<\/h2>\n<p class=\"dm-ai-section-intro\">\u039a\u03ac\u03b8\u03b5 \u03c3\u03c4\u03ac\u03b4\u03b9\u03bf \u03c0\u03b1\u03c1\u03ac\u03b3\u03b5\u03b9 \u03c3\u03c5\u03b3\u03ba\u03b5\u03ba\u03c1\u03b9\u03bc\u03ad\u03bd\u03bf, \u03b5\u03c0\u03b1\u03bb\u03b7\u03b8\u03b5\u03cd\u03c3\u03b9\u03bc\u03bf \u03b1\u03c0\u03bf\u03c4\u03ad\u03bb\u03b5\u03c3\u03bc\u03b1 \u03c0\u03c1\u03b9\u03bd \u03be\u03b5\u03ba\u03b9\u03bd\u03ae\u03c3\u03b5\u03b9 \u03c4\u03bf \u03b5\u03c0\u03cc\u03bc\u03b5\u03bd\u03bf.<\/p>\n<\/div>\n<\/div>\n<ol class=\"dm-ai-method\">\n<li><strong>\u039a\u03b1\u03c4\u03b1\u03bd\u03cc\u03b7\u03c3\u03b7 \u03c4\u03bf\u03c5 \u03c0\u03c1\u03bf\u03b2\u03bb\u03ae\u03bc\u03b1\u03c4\u03bf\u03c2<\/strong>\u03a3\u03c4\u03cc\u03c7\u03bf\u03c2, \u03c7\u03c1\u03ae\u03c3\u03c4\u03b5\u03c2, \u03c0\u03b5\u03c1\u03b9\u03bf\u03c1\u03b9\u03c3\u03bc\u03bf\u03af, \u03ba\u03af\u03bd\u03b4\u03c5\u03bd\u03bf\u03b9 \u03ba\u03b1\u03b9 \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03ba\u03c1\u03b9\u03c4\u03ae\u03c1\u03b9\u03bf \u03b5\u03c0\u03b9\u03c4\u03c5\u03c7\u03af\u03b1\u03c2.<\/li>\n<li><strong>\u03a4\u03b5\u03ba\u03bc\u03ae\u03c1\u03b9\u03b1 \u03ba\u03b1\u03b9 \u03c7\u03b1\u03c1\u03c4\u03bf\u03b3\u03c1\u03ac\u03c6\u03b7\u03c3\u03b7<\/strong>\u03a0\u03b7\u03b3\u03ad\u03c2, \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03b1, \u03c1\u03cc\u03bb\u03bf\u03b9, \u03b5\u03be\u03b1\u03c1\u03c4\u03ae\u03c3\u03b5\u03b9\u03c2, \u03b5\u03be\u03b1\u03b9\u03c1\u03ad\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03ba\u03b5\u03bd\u03ac \u03b3\u03bd\u03ce\u03c3\u03b7\u03c2.<\/li>\n<li><strong>\u0391\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 (reengineering)<\/strong>\u0391\u03c0\u03bb\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7 \u03c4\u03b7\u03c2 \u03c1\u03bf\u03ae\u03c2, \u03ba\u03b1\u03b8\u03b1\u03c1\u03ad\u03c2 \u03ba\u03b1\u03c4\u03b1\u03c3\u03c4\u03ac\u03c3\u03b5\u03b9\u03c2 \u03ba\u03b1\u03b9 \u03c5\u03c0\u03b5\u03cd\u03b8\u03c5\u03bd\u03b1 \u03c3\u03b7\u03bc\u03b5\u03af\u03b1 \u03b1\u03c0\u03cc\u03c6\u03b1\u03c3\u03b7\u03c2.<\/li>\n<li><strong>\u0391\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae<\/strong>\u0395\u03bd\u03b9\u03b1\u03af\u03b1 \u03c0\u03b7\u03b3\u03ae \u03b1\u03bb\u03ae\u03b8\u03b5\u03b9\u03b1\u03c2 (SSOT), \u03c3\u03c7\u03ae\u03bc\u03b1\u03c4\u03b1 \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd (schemas), \u03ba\u03b1\u03bd\u03cc\u03bd\u03b5\u03c2, \u03b4\u03b9\u03b1\u03c3\u03c5\u03bd\u03b4\u03ad\u03c3\u03b5\u03b9\u03c2 (connectors), \u03b4\u03b9\u03ba\u03b1\u03b9\u03ce\u03bc\u03b1\u03c4\u03b1, \u03af\u03c7\u03bd\u03b7 \u03b5\u03bb\u03ad\u03b3\u03c7\u03bf\u03c5 \u03ba\u03b1\u03b9 \u03c3\u03c7\u03ad\u03b4\u03b9\u03bf \u03b5\u03c0\u03b1\u03bd\u03b1\u03c6\u03bf\u03c1\u03ac\u03c2.<\/li>\n<li><strong>\u0391\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03ba\u03b1\u03b9 \u03b4\u03bf\u03ba\u03b9\u03bc\u03ad\u03c2<\/strong>\u039b\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ba\u03cc \u03c0\u03c1\u03c9\u03c4\u03cc\u03c4\u03c5\u03c0\u03bf, \u03b5\u03c0\u03b1\u03bd\u03b1\u03bb\u03ae\u03c8\u03b9\u03bc\u03b5\u03c2 \u03b4\u03bf\u03ba\u03b9\u03bc\u03ad\u03c2 (deterministic tests), \u03b4\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ad\u03c2 \u03b1\u03c0\u03bf\u03c4\u03c5\u03c7\u03af\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03bf\u03c0\u03c4\u03b9\u03ba\u03cc\u03c2 \u03ad\u03bb\u03b5\u03b3\u03c7\u03bf\u03c2.<\/li>\n<li><strong>\u0395\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae \u03ba\u03b1\u03b9 \u03b5\u03be\u03ad\u03bb\u03b9\u03be\u03b7<\/strong>\u0395\u03bb\u03b5\u03b3\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03b5\u03bd\u03b5\u03c1\u03b3\u03bf\u03c0\u03bf\u03af\u03b7\u03c3\u03b7, \u03b5\u03c0\u03b1\u03bb\u03ae\u03b8\u03b5\u03c5\u03c3\u03b7 \u03b1\u03c0\u03bf\u03c4\u03b5\u03bb\u03ad\u03c3\u03bc\u03b1\u03c4\u03bf\u03c2, \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b9\u03bc\u03b7 \u03b2\u03b5\u03bb\u03c4\u03af\u03c9\u03c3\u03b7.<\/li>\n<\/ol><\/div>\n<\/section>\n<section class=\"dm-ai-section dm-ai-collab\" id=\"el-collaboration\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-collab-grid\">\n<div class=\"dm-ai-collab-copy\"><span class=\"dm-ai-section-no\">06 \u00b7 \u03a3\u03a5\u039d\u0395\u03a1\u0393\u0391\u03a3\u0399\u0391<\/span><\/p>\n<h2>\u0391\u03c0\u03cc \u03ad\u03bd\u03b1 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03bf \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1 \u03c3\u03b5 \u03bc\u03b9\u03b1 \u03ba\u03bf\u03b9\u03bd\u03ac \u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03ad\u03bd\u03b7 \u03bb\u03cd\u03c3\u03b7<\/h2>\n<p>\u0397 \u03af\u03b4\u03b9\u03b1 \u03c0\u03c1\u03bf\u03c3\u03ad\u03b3\u03b3\u03b9\u03c3\u03b7 \u03b5\u03c6\u03b1\u03c1\u03bc\u03cc\u03b6\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03b9\u03ba\u03ac, \u03c0\u03b1\u03bd\u03b5\u03c0\u03b9\u03c3\u03c4\u03b7\u03bc\u03b9\u03b1\u03ba\u03ac, \u03c0\u03b9\u03bb\u03bf\u03c4\u03b9\u03ba\u03ac \u03ba\u03b1\u03b9 \u03b4\u03b9\u03b5\u03c0\u03b9\u03c3\u03c4\u03b7\u03bc\u03bf\u03bd\u03b9\u03ba\u03ac \u03ad\u03c1\u03b3\u03b1, \u03ba\u03b1\u03b8\u03ce\u03c2 \u03ba\u03b1\u03b9 \u03c3\u03b5 \u03b4\u03b7\u03bc\u03cc\u03c3\u03b9\u03b1, \u03b9\u03b4\u03b9\u03c9\u03c4\u03b9\u03ba\u03ac \u03ae \u03bc\u03b9\u03ba\u03c4\u03ac \u03ad\u03c1\u03b3\u03b1 \u03ba\u03ac\u03b8\u03b5 \u03ba\u03bb\u03af\u03bc\u03b1\u03ba\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03b5\u03c0\u03b9\u03c0\u03ad\u03b4\u03bf\u03c5 \u03c0\u03bf\u03bb\u03c5\u03c0\u03bb\u03bf\u03ba\u03cc\u03c4\u03b7\u03c4\u03b1\u03c2 \u2014 \u03b1\u03c0\u03cc \u03c4\u03bf\u03bd \u03b1\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc \u03bc\u03b9\u03b1\u03c2 \u03b5\u03c0\u03b9\u03bc\u03ad\u03c1\u03bf\u03c5\u03c2 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b1\u03c2 \u03ad\u03c9\u03c2 \u03c3\u03cd\u03bd\u03b8\u03b5\u03c4\u03b1 \u03ad\u03c1\u03b3\u03b1 \u03c3\u03b5 \u03b4\u03b9\u03b1\u03c6\u03bf\u03c1\u03b5\u03c4\u03b9\u03ba\u03ac \u03bf\u03c1\u03b3\u03b1\u03bd\u03c9\u03c4\u03b9\u03ba\u03ac \u03ba\u03b1\u03b9 \u03b8\u03b5\u03c3\u03bc\u03b9\u03ba\u03ac \u03c0\u03b5\u03c1\u03b9\u03b2\u03ac\u03bb\u03bb\u03bf\u03bd\u03c4\u03b1. \u0391\u03c6\u03b5\u03c4\u03b7\u03c1\u03af\u03b1 \u03bc\u03c0\u03bf\u03c1\u03b5\u03af \u03bd\u03b1 \u03b5\u03af\u03bd\u03b1\u03b9 \u03bc\u03b9\u03b1 \u03b1\u03bd\u03b1\u03c0\u03c4\u03c5\u03be\u03b9\u03b1\u03ba\u03ae \u03c0\u03c1\u03cc\u03ba\u03bb\u03b7\u03c3\u03b7, \u03bc\u03b9\u03b1 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b1 \u03c0\u03bf\u03c5 \u03c7\u03c1\u03b5\u03b9\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b1\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc \u03ae \u03ad\u03bd\u03b1 \u03c3\u03cd\u03bd\u03bf\u03bb\u03bf \u03b4\u03b5\u03b4\u03bf\u03bc\u03ad\u03bd\u03c9\u03bd \u03c0\u03bf\u03c5 \u03b4\u03b5\u03bd \u03b1\u03be\u03b9\u03bf\u03c0\u03bf\u03b9\u03b5\u03af\u03c4\u03b1\u03b9. \u0397 \u03ba\u03bf\u03b9\u03bd\u03ae \u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1 \u03bf\u03c1\u03b3\u03b1\u03bd\u03ce\u03bd\u03b5\u03c4\u03b1\u03b9 \u03b1\u03c0\u03cc \u03c4\u03b7\u03bd \u03c4\u03b5\u03ba\u03bc\u03b7\u03c1\u03af\u03c9\u03c3\u03b7 \u03ba\u03b1\u03b9 \u03c4\u03bf \u03c0\u03c1\u03c9\u03c4\u03cc\u03c4\u03c5\u03c0\u03bf \u03ad\u03c9\u03c2 \u03bc\u03b9\u03b1 \u03bc\u03b5\u03c4\u03c1\u03ae\u03c3\u03b9\u03bc\u03b7 \u03c0\u03b9\u03bb\u03bf\u03c4\u03b9\u03ba\u03ae \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b3\u03ae.<\/p>\n<p><a class=\"dm-ai-btn\" href=\"\/contact\/\">\u03a3\u03c5\u03b6\u03ae\u03c4\u03b7\u03c3\u03b7 \u03b3\u03b9\u03b1 \u03ad\u03bd\u03b1 \u03ad\u03c1\u03b3\u03bf \u03ae \u03bc\u03b9\u03b1 \u03b9\u03b4\u03ad\u03b1<\/a><\/div>\n<div class=\"dm-ai-collab-path\" aria-label=\"\u0394\u03b9\u03b1\u03b4\u03c1\u03bf\u03bc\u03ae \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1\u03c2\">\n<div class=\"dm-ai-collab-contexts\"><span>\u0394\u0397\u039c\u039f\u03a3\u0399\u039f<\/span><span>\u0399\u0394\u0399\u03a9\u03a4\u0399\u039a\u039f<\/span><span>\u0395\u03a1\u0395\u03a5\u039d\u0391<\/span><span>\u03a3\u03a5\u039d\u0398\u0395\u03a4\u0391 \u0395\u03a1\u0393\u0391<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>01<\/b><span>\u03a3\u03a5\u039d\u0398\u0395\u03a4\u039f \u03a0\u03a1\u039f\u0392\u039b\u0397\u039c\u0391<\/span><\/div>\n<div class=\"dm-ai-collab-node dm-ai-shared\"><b>02<\/b><span>\u039a\u039f\u0399\u039d\u0397 \u03a4\u0395\u039a\u039c\u0397\u03a1\u0399\u03a9\u03a3\u0397<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>03<\/b><span>\u0395\u039b\u0395\u0393\u03a7\u039f\u039c\u0395\u039d\u039f \u03a0\u03a1\u03a9\u03a4\u039f\u03a4\u03a5\u03a0\u039f<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>04<\/b><span>\u039c\u0395\u03a4\u03a1\u0397\u03a3\u0399\u039c\u0397 \u03a0\u0399\u039b\u039f\u03a4\u0399\u039a\u0397 \u0395\u03a6\u0391\u03a1\u039c\u039f\u0393\u0397<\/span><\/div>\n<\/div>\n<\/div>\n<p class=\"dm-ai-note\">\u0397 \u03c3\u03b5\u03bb\u03af\u03b4\u03b1 \u03c0\u03b1\u03c1\u03bf\u03c5\u03c3\u03b9\u03ac\u03b6\u03b5\u03b9 \u03c0\u03c1\u03bf\u03c3\u03c9\u03c0\u03b9\u03ba\u03ae, \u03b5\u03c0\u03b9\u03c3\u03c4\u03b7\u03bc\u03bf\u03bd\u03b9\u03ba\u03ae \u03ba\u03b1\u03b9 \u03b5\u03c1\u03b5\u03c5\u03bd\u03b7\u03c4\u03b9\u03ba\u03ae \u03b4\u03c1\u03b1\u03c3\u03c4\u03b7\u03c1\u03b9\u03cc\u03c4\u03b7\u03c4\u03b1. \u0394\u03b5\u03bd \u03c3\u03c5\u03bd\u03b9\u03c3\u03c4\u03ac \u03b8\u03b5\u03c3\u03bc\u03b9\u03ba\u03ae \u03b5\u03ba\u03c0\u03c1\u03bf\u03c3\u03ce\u03c0\u03b7\u03c3\u03b7 \u03ae \u03b4\u03ad\u03c3\u03bc\u03b5\u03c5\u03c3\u03b7 \u03bf\u03c0\u03bf\u03b9\u03bf\u03c5\u03b4\u03ae\u03c0\u03bf\u03c4\u03b5 \u03bf\u03c1\u03b3\u03b1\u03bd\u03b9\u03c3\u03bc\u03bf\u03cd. \u039a\u03ac\u03b8\u03b5 \u03b5\u03bd\u03b4\u03b5\u03c7\u03cc\u03bc\u03b5\u03bd\u03b7 \u03c3\u03c5\u03bd\u03b5\u03c1\u03b3\u03b1\u03c3\u03af\u03b1 \u03b5\u03be\u03b5\u03c4\u03ac\u03b6\u03b5\u03c4\u03b1\u03b9 \u03b1\u03c5\u03c4\u03bf\u03c4\u03b5\u03bb\u03ce\u03c2, \u03bc\u03b5 \u03c4\u03ae\u03c1\u03b7\u03c3\u03b7 \u03c4\u03c9\u03bd \u03b5\u03c6\u03b1\u03c1\u03bc\u03bf\u03b6\u03cc\u03bc\u03b5\u03bd\u03c9\u03bd \u03ba\u03b1\u03bd\u03cc\u03bd\u03c9\u03bd \u03b4\u03b5\u03bf\u03bd\u03c4\u03bf\u03bb\u03bf\u03b3\u03af\u03b1\u03c2, \u03b4\u03b9\u03b1\u03c6\u03ac\u03bd\u03b5\u03b9\u03b1\u03c2 \u03ba\u03b1\u03b9 \u03b1\u03c0\u03bf\u03c6\u03c5\u03b3\u03ae\u03c2 \u03c3\u03cd\u03b3\u03ba\u03c1\u03bf\u03c5\u03c3\u03b7\u03c2 \u03c3\u03c5\u03bc\u03c6\u03b5\u03c1\u03cc\u03bd\u03c4\u03c9\u03bd.<\/p>\n<\/p><\/div>\n<\/section><\/div>\n<div class=\"dm-ai-page-en\" lang=\"en\">\n<header class=\"dm-ai-hero\">\n<div class=\"dm-ai-shell\">\n<p class=\"dm-ai-kicker\">Applied AI \u00b7 systems engineering<\/p>\n<h1>Process redesign &amp; AI systems development<\/h1>\n<p class=\"dm-ai-lead\">Artificial Intelligence creates practical value when it is embedded in an end-to-end architecture: a real problem, clear processes, reliable data, working code and explicit human accountability.<\/p>\n<p class=\"dm-ai-follow\"><a href=\"https:\/\/www.linkedin.com\/in\/dimitrismavromatidis\/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"Follow Dimitrios Mavromatidis on LinkedIn\">Follow me on LinkedIn<\/a><\/p>\n<div class=\"dm-ai-principles\" aria-label=\"Core principles\"><span>Evidence before claims<\/span><span>Rules before automation<\/span><span>People before critical decisions<\/span><\/div>\n<\/div>\n<\/header>\n<section class=\"dm-ai-section\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">01 \u00b7 DEPTH<\/span><\/p>\n<div>\n<h2>From prototype to controlled operation<\/h2>\n<p class=\"dm-ai-section-intro\">The objective is not another generic use of a model, but systems that can be explained, tested, corrected and improved.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-depth\">\n<p><strong>The applied approach combines<\/strong> code and tests, evidence-first inputs, controlled sources of truth, state machines, deterministic rules, versioned schemas, integrity hashes and audit trails, independent multi-model verification where appropriate, and explicit human approval points. This practical work is connected with doctoral research in Artificial Intelligence and with long-standing experience of complex technical, administrative and regional-development challenges.<\/p>\n<\/div>\n<div class=\"dm-ai-system-map\" aria-label=\"Solution architecture diagram\"><span>REAL PROBLEM<\/span><i>\u2192<\/i><span>EVIDENCE &amp; DATA<\/span><i>\u2192<\/i><span>WORKING SYSTEM<\/span><i>\u2192<\/i><span>HUMAN DECISION<\/span><\/div>\n<\/div>\n<\/section>\n<section class=\"dm-ai-section\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">02 \u00b7 SCOPE<\/span><\/p>\n<div>\n<h2>What can be designed and implemented<\/h2>\n<p class=\"dm-ai-section-intro\">Digital ecosystems, tools and automation are treated as different surfaces of the same operational solution.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-cap-list\">\n<article class=\"dm-ai-cap-row\"><code>01<\/code><\/p>\n<h3>Complex process redesign<\/h3>\n<p>Mapping and reengineering public- and private-sector operations, including cross-sector workflows connecting administrations, businesses, citizens and external partners: stages, roles, dependencies, bottlenecks, approvals, exceptions and measurable outcomes. Digitisation follows redesign; it does not conceal a broken process.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>02<\/code><\/p>\n<h3>Knowledge and decision-support systems<\/h3>\n<p>Controlled sources of truth, registries, knowledge bases and evidence ledgers that turn fragmented documents, rules and data into reliable operational knowledge.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>03<\/code><\/p>\n<h3>Tools, agents and automation<\/h3>\n<p>Applications, search engines, monitors, observatories, dashboards, document pipelines and agents that collect, classify, compare and prepare actions with idempotency, reconciliation and human-in-the-loop control.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>04<\/code><\/p>\n<h3>Digital ecosystems &amp; portals<\/h3>\n<p>Portals, monitoring tools and websites designed as unified content-and-workflow systems: information architecture, search, multilingual delivery, accessibility, structured data and SEO, connected to the organisation\u2019s knowledge systems and actual workflows.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>05<\/code><\/p>\n<h3>Quality assurance and governance<\/h3>\n<p>Validation of sources, figures, requirements and versions; clear separation of fact, estimate and evidence gap; visual deliverable QA; audit trails, rollback and explicit human accountability before critical publication or decisions.<\/p>\n<\/article>\n<article class=\"dm-ai-cap-row\"><code>06<\/code><\/p>\n<h3>Development, sectoral &amp; investment studies<\/h3>\n<p>Studies combining field and desk evidence, sectoral and spatial analysis, funding-instrument eligibility checks and implementation scenarios. Every finding is backed by traceable sources, technical annexes and data books and concludes in an action plan or decision memo with a measurable monitoring mechanism.<\/p>\n<\/article><\/div>\n<\/div>\n<\/section>\n<section class=\"dm-ai-section\" style=\"background:var(--paper)\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">03 \u00b7 VISUAL LOGIC<\/span><\/p>\n<div>\n<h2>Three paths from evidence to implementation<\/h2>\n<p class=\"dm-ai-section-intro\">Each path shows not only the stages, but also the intermediate deliverables that turn information into a controlled outcome.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-visions\">\n<article class=\"dm-ai-vision\"><span>STUDY &amp; ACTION PLAN<\/span><\/p>\n<h3>From evidence to an implementable intervention<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>FIELD &amp; DESK EVIDENCE<\/strong><small>interviews, administrative data and site evidence<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>SOURCE REGISTER<\/strong><small>provenance, assumptions and evidence gaps<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>SCENARIOS<\/strong><small>costs, risks and alternatives<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>ACTION PLAN<\/strong><small>projects, roles, timeline and indicators<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>DELIVERABLE<\/b>Implementable programme of interventions.<\/p>\n<\/article>\n<article class=\"dm-ai-vision\"><span>PROCESS REENGINEERING<\/span><\/p>\n<h3>From a complex flow to clear operations<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>CURRENT OPERATION<\/strong><small>steps, roles, exceptions and lead times<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>CONSTRAINTS &amp; RULES<\/strong><small>responsibilities, dependencies and controls<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>TARGET OPERATION<\/strong><small>states and accountable decision points<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>DIGITAL WORKFLOW<\/strong><small>measurement, assurance and improvement<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>DELIVERABLE<\/b>Operating model and controlled workflow.<\/p>\n<\/article>\n<article class=\"dm-ai-vision\"><span>AI SYSTEM<\/span><\/p>\n<h3>From data to accountable decision support<\/h3>\n<div class=\"dm-ai-rail\">\n<div class=\"dm-ai-node\"><strong>SOURCES &amp; PROVENANCE<\/strong><small>quality, rights and integrity<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>CONTROLLED KNOWLEDGE<\/strong><small>schemas, rules and evidence<\/small><\/div>\n<div class=\"dm-ai-node\"><strong>MODELS &amp; AGENTS<\/strong><small>analysis, comparison and preparation<\/small><\/div>\n<div class=\"dm-ai-node dm-ai-checkpoint\"><strong>HUMAN APPROVAL<\/strong><small>decision, audit trail and monitoring<\/small><\/div>\n<\/div>\n<p class=\"dm-ai-outcome\"><b>DELIVERABLE<\/b>Controlled decision support.<\/p>\n<\/article><\/div>\n<\/div>\n<\/section>\n<section class=\"dm-ai-section\" style=\"background:var(--paper)\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">04 \u00b7 PATTERNS<\/span><\/p>\n<div>\n<h2>Representative solution patterns<\/h2>\n<p class=\"dm-ai-section-intro\">Examples of architectural depth without exposing confidential material or internal data.<\/p>\n<\/div>\n<\/div>\n<div class=\"dm-ai-patterns\">\n<article class=\"dm-ai-pattern\">\n<h3>Controlled production of complex deliverables<\/h3>\n<p>From primary evidence to fact ledgers, structured drafts, deterministic assembly, visual QA and final verification, without silently turning missing evidence into plausible answers.<\/p>\n<p><small>EVIDENCE \u2192 LEDGERS \u2192 ASSEMBLY \u2192 QA<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>Administrative and financial workflows<\/h3>\n<p>Controlled sources of truth, machine-readable rules, Decimal calculations, legislation monitoring and impact gates, so AI assists review without deciding legality or final approval.<\/p>\n<p><small>SSOT \u2192 RULE ENGINE \u2192 HUMAN APPROVAL<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>Observatories and early-warning systems<\/h3>\n<p>Collection from RSS, APIs, HTML and PDF, snapshots, change detection, canonical-source resolution, deduplication, filters, history and repeatable alerting.<\/p>\n<p><small>DISCOVER \u2192 VERIFY \u2192 DEDUPLICATE \u2192 ALERT<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>Search and explainable matching<\/h3>\n<p>Opportunity portals with Greek-language normalisation, transparent scoring, user-controlled matching, privacy gates and review before any external action.<\/p>\n<p><small>SEARCH \u2192 EXPLAIN \u2192 CONTROL \u2192 ACT<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>Institutional documents and reusable templates<\/h3>\n<p>Production of invitations, recommendations, board packs and templates that preserve letterheads, styles, numbering, signatures and organisational hierarchy.<\/p>\n<p><small>TEMPLATE \u2192 STRUCTURED DATA \u2192 VERIFIED DOCX<\/small><\/article>\n<article class=\"dm-ai-pattern\">\n<h3>Multilingual archives and public documentation<\/h3>\n<p>Migration and curation of large archives, primary-source linking, offline or web presentation, exact dates, media integrity and searchable access for citizens and researchers.<\/p>\n<p><small>ARCHIVE \u2192 PROVENANCE \u2192 SEARCH \u2192 PUBLICATION<\/small><\/article>\n<\/p><\/div>\n<\/div>\n<\/section>\n<section class=\"dm-ai-section\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-section-head\"><span class=\"dm-ai-section-no\">05 \u00b7 METHOD<\/span><\/p>\n<div>\n<h2>A controlled path from problem to implementation<\/h2>\n<p class=\"dm-ai-section-intro\">Each stage produces a concrete, verifiable result before the next one begins.<\/p>\n<\/div>\n<\/div>\n<ol class=\"dm-ai-method\">\n<li><strong>Understand the problem<\/strong>Purpose, users, constraints, risks and the real measure of success.<\/li>\n<li><strong>Evidence and mapping<\/strong>Sources, data, roles, dependencies, exceptions and knowledge gaps.<\/li>\n<li><strong>Reengineer<\/strong>Simplified flow, explicit states and accountable decision points.<\/li>\n<li><strong>Architect<\/strong>Controlled truth, schemas, rules, connectors, permissions, audit and rollback.<\/li>\n<li><strong>Build and test<\/strong>Working prototype, deterministic tests, failure paths and visual verification.<\/li>\n<li><strong>Deploy and improve<\/strong>Controlled activation, outcome verification, documentation and measurable improvement.<\/li>\n<\/ol>\n<\/div>\n<\/section>\n<section class=\"dm-ai-section dm-ai-collab\">\n<div class=\"dm-ai-shell\">\n<div class=\"dm-ai-collab-grid\">\n<div class=\"dm-ai-collab-copy\"><span class=\"dm-ai-section-no\">06 \u00b7 COLLABORATION<\/span><\/p>\n<h2>From a complex problem to a jointly designed solution<\/h2>\n<p>The same approach applies to research, academic, pilot and interdisciplinary work, as well as to public, private or cross-sector projects of any scale and level of complexity \u2014 from redesigning a single process to complex initiatives across different organisational and institutional settings. A starting point may be a development challenge, a process that needs redesign or a body of data that remains underused. Joint work progresses from evidence and a controlled prototype towards a measurable pilot implementation.<\/p>\n<p><a class=\"dm-ai-btn\" href=\"\/en\/contact\/\">Discuss a project or an idea<\/a><\/div>\n<div class=\"dm-ai-collab-path\" aria-label=\"Collaboration path\">\n<div class=\"dm-ai-collab-contexts\"><span>PUBLIC<\/span><span>PRIVATE<\/span><span>RESEARCH<\/span><span>COMPLEX PROJECTS<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>01<\/b><span>COMPLEX PROBLEM<\/span><\/div>\n<div class=\"dm-ai-collab-node dm-ai-shared\"><b>02<\/b><span>SHARED EVIDENCE<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>03<\/b><span>CONTROLLED PROTOTYPE<\/span><\/div>\n<div class=\"dm-ai-collab-node\"><b>04<\/b><span>MEASURABLE PILOT<\/span><\/div>\n<\/div>\n<\/div>\n<p class=\"dm-ai-note\">This page presents personal, scientific and research activity. It does not constitute institutional representation or bind any organisation. Any prospective collaboration is considered independently and subject to the applicable principles of ethics, transparency and avoidance of conflicts of interest.<\/p>\n<\/div>\n<\/section><\/div>\n<p>  <script>\n  (function(){\n    if(!\/^en\\b\/i.test(document.documentElement.lang||'')){return;}\n    document.title='AI Systems | Dimitris Mavromatidis';\n    var description='AI systems and process redesign grounded in evidence, operational tools, digital ecosystems and clear human oversight.';\n    var meta=document.querySelector('meta[name=\"description\"]');\n    if(meta){meta.setAttribute('content',description);}\n    var englishPage=document.querySelector('.dm-ai-page-en');\n    if(englishPage){\n      var sectionIds=['en-depth','en-scope','en-paths','en-patterns','en-method','en-collaboration'];\n      var sectionLabels=['01 Depth','02 Scope','03 Paths','04 Patterns','05 Method','06 Collaboration'];\n      var sections=englishPage.querySelectorAll(':scope > .dm-ai-section');\n    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\u0391\u03bd\u03b1\u03c3\u03c7\u03b5\u03b4\u03b9\u03b1\u03c3\u03bc\u03cc\u03c2 \u03bb\u03b5\u03b9\u03c4\u03bf\u03c5\u03c1\u03b3\u03b9\u03ce\u03bd &amp; \u03b1\u03bd\u03ac\u03c0\u03c4\u03c5\u03be\u03b7 \u03c3\u03c5\u03c3\u03c4\u03b7\u03bc\u03ac\u03c4\u03c9\u03bd AI \u0397 \u03a4\u03b5\u03c7\u03bd\u03b7\u03c4\u03ae \u039d\u03bf\u03b7\u03bc\u03bf\u03c3\u03cd\u03bd\u03b7 \u03b1\u03c0\u03bf\u03ba\u03c4\u03ac \u03c0\u03c1\u03b1\u03ba\u03c4\u03b9\u03ba\u03ae \u03b1\u03be\u03af\u03b1 \u03cc\u03c4\u03b1\u03bd \u03b5\u03bd\u03c4\u03ac\u03c3\u03c3\u03b5\u03c4\u03b1\u03b9 \u03c3\u03b5 \u03bc\u03b9\u03b1 \u03c3\u03c5\u03bd\u03bf\u03bb\u03b9\u03ba\u03ae \u03b1\u03c1\u03c7\u03b9\u03c4\u03b5\u03ba\u03c4\u03bf\u03bd\u03b9\u03ba\u03ae: \u03c0\u03c1\u03b1\u03b3\u03bc\u03b1\u03c4\u03b9\u03ba\u03cc \u03c0\u03c1\u03cc\u03b2\u03bb\u03b7\u03bc\u03b1, \u03ba\u03b1\u03b8\u03b1\u03c1\u03ad\u03c2 \u03b4\u03b9\u03b1\u03b4\u03b9\u03ba\u03b1\u03c3\u03af\u03b5\u03c2, 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