{"id":55015,"date":"2025-09-11T09:22:42","date_gmt":"2025-09-11T17:22:42","guid":{"rendered":"https:\/\/www.sumologic.com\/blog\/%e3%82%b7%e3%83%a3%e3%83%89%e3%83%bcait%e3%81%ae%e5%8f%b0%e9%a0%ad"},"modified":"2026-02-25T04:28:22","modified_gmt":"2026-02-25T12:28:22","slug":"rise-shadow-ait","status":"publish","type":"blog","link":"https:\/\/www.sumologic.com\/ja\/blog\/rise-shadow-ait","title":{"rendered":"\u30b7\u30e3\u30c9\u30fcAIT\u306e\u53f0\u982d"},"content":{"rendered":"\n<section class=\"e-stn e-stn-0d652506f82b000a392973813b918ee25d5b4211 e-stn--glossary-inner-content e-stn--table-of-content\"><div class=\"container\">\n<div class=\"wp-block-b3rg-row e-row row\">\n<div class=\"wp-block-b3rg-column e-col e-col-1f7b3997080fc292474d26ff00c905d99d3520fa e-col--content-wrapper  col-sm-12 col-lg-12 col-xl-12\">\n<div class=\"e-div e-div-a1b32f66e1749758df41d5aea14f647cd10e362c e-div--card-btn-link\"><div class=\"e-img \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"200\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/Meta_Shadow-AIT_Blog_700x200-1.png\" alt=\"Sumo Logic: &#x30B7;&#x30E3;&#x30C9;&#x30FC;AIT\" class=\"wp-image-51372\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/Meta_Shadow-AIT_Blog_700x200-1.png 700w, https:\/\/www.sumologic.com\/wp-content\/uploads\/Meta_Shadow-AIT_Blog_700x200-1-300x86.png 300w, https:\/\/www.sumologic.com\/wp-content\/uploads\/Meta_Shadow-AIT_Blog_700x200-1-575x164.png 575w\" sizes=\"auto, (max-width: 700px) 100vw, 700px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sumologic.com\/blog\/leading-full-stack-observability-logs\">\u30b7\u30e3\u30c9\u30fcIT<\/a>\u306fSaaS\u6642\u4ee3\u306e\u5bc6\u304b\u306a\u697d\u3057\u307f\u3060\u3063\u305f\u3068\u3057\u305f\u3089\u3001\u30b7\u30e3\u30c9\u30fcAIT\u306f\u751f\u6210AI\u6642\u4ee3\u306e\u300c\u4e00\u6642\u7684\u306a\u7279\u52b9\u85ac\u300d\u3067\u3059\u3002\u627f\u8a8d\u3055\u308c\u3066\u3044\u306a\u3044AI\u30e2\u30c7\u30eb\u3001\u30c4\u30fc\u30eb\u3001\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3001\u627f\u8a8d\u3084\u30ed\u30b0\u8a18\u9332\u3001\u5236\u5fa1\u306a\u3057\u306b\u30d3\u30b8\u30cd\u30b9\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u5bc6\u304b\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b\u73fe\u8c61\u3067\u3059\u3002\u305d\u308c\u306f\u9ad8\u901f\u3067\u4fbf\u5229\u3067\u3059\u304c\u3001\u7259\u3092\u3080\u304f\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002   <\/p>\n\n\n\n<p><a href=\"https:\/\/www.netskope.com\/netskope-threat-labs\/cloud-threat-report\/generative-ai-2025\" target=\"_blank\" rel=\"noreferrer noopener\">Netskope\u306e2025\u5e74\u751f\u6210AI<\/a>\u30ec\u30dd\u30fc\u30c8\u306b\u3088\u308b\u3068\u3001\u7d44\u7e54\u306f\u73fe\u5728\u5e73\u5747\u3057\u3066\u7d046\u3064\u306e\u751f\u6210AI\u30a2\u30d7\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u4e0a\u4f4d25%\u306e\u7d44\u7e54\u3067\u306f13\u4ee5\u4e0a\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u5168\u4f53\u3067\u306f300\u4ee5\u4e0a\u306e\u7570\u306a\u308b\u751f\u6210AI\u30a2\u30d7\u30ea\u304c\u8ffd\u8de1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u751f\u6210AI\u30a2\u30d7\u30ea\u306b\u9001\u4fe1\u3055\u308c\u308b\u30c7\u30fc\u30bf\u91cf\u306f\u3001\u524d\u5e74\u6bd4\u306730\u500d\u4ee5\u4e0a\u306b\u5897\u52a0\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u6e2c\u5b9a\u3055\u308c\u307e\u3057\u305f\u3002<a href=\"https:\/\/www.menlosecurity.com\/press-releases\/menlo-securitys-2025-report-uncovers-68-surge-in-shadow-generative-ai-usage-in-the-modern-enterprise\" target=\"_blank\" rel=\"noreferrer noopener\">Menlo Security\u306eAI\u30ec\u30dd\u30fc\u30c8<\/a>\u306f\u3001\u30b7\u30e3\u30c9\u30fc\u751f\u6210AI\u304c68%\u6025\u5897\u3057\u3066\u3044\u308b\u3068\u8b66\u544a\u3057\u3066\u304a\u308a\u3001\u300c\u5f79\u7acb\u3064\u3082\u306e\u300d\u304c\u300c\u5371\u967a\u306a\u3082\u306e\u300d\u3078\u3068\u5909\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<a href=\"https:\/\/newsroom.cisco.com\/c\/dam\/r\/newsroom\/en\/us\/interactive\/cybersecurity-readiness-index\/2025\/documents\/2025_Cisco_Cybersecurity_Readiness_Index.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Cisco\u306e2025\u5e74\u30ec\u30c7\u30a3\u30cd\u30b9\u30fb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/a>\u306b\u3088\u308b\u3068\u3001\u7d0460%\u306e\u7d44\u7e54\u304c\u672a\u627f\u8a8d\u306eAI\u30c4\u30fc\u30eb\u306e\u7279\u5b9a\u306b\u81ea\u4fe1\u304c\u306a\u3044\u3068\u56de\u7b54\u3057\u3066\u304a\u308a\u3001\u76e3\u8996\u306e\u5fc5\u8981\u6027\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3059\u3002<a href=\"https:\/\/www.gartner.com\/en\/articles\/ai-trust-and-ai-risk\" target=\"_blank\" rel=\"noreferrer noopener\">Gartner<\/a>\u306f\u3001\u3053\u308c\u3092\u5236\u5fa1\u4e0d\u80fd\u306b\u306a\u3063\u305f\u751f\u6210AI\u30c7\u30fc\u30bf\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u95a2\u9023\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b7\u30e3\u30c9\u30fcAI\u304c\u7d44\u7e54\u3084\u8077\u7a2e\u3092\u8d85\u3048\u3066\u62e1\u6563\u3057\u3001\u7279\u306b\u5f93\u696d\u54e1\u304c\u79c1\u7269\u306eAI\u3092\u6301\u3061\u8fbc\u3080\u5834\u5408\u306b\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u6f0f\u6d29\u3084\u30ac\u30d0\u30ca\u30f3\u30b9\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u306f\u3001\u30b7\u30e3\u30c9\u30fcAIT\u306e\u691c\u77e5\u3068\u7ba1\u7406\u306b\u95a2\u3059\u308b\u5b9f\u8df5\u7684\u306a\u30c6\u30ec\u30e1\u30c8\u30ea\u512a\u5148\u30ac\u30a4\u30c9\u3067\u3059\u3002\u691c\u51fa\u7d50\u679c\u3092MITRE ATLAS\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051OWASP Top 10\u3001NIST AI RMF\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u53ce\u96c6\u3059\u3079\u304d\u30ed\u30b0\uff08CloudTrail\u3001CloudWatch\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u30ed\u30b0\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30ed\u30b0\u3001Model Context Protocol\/MCP\u30c6\u30ec\u30e1\u30c8\u30ea\uff09\u306b\u3064\u3044\u3066\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u672c\u65e5\u3059\u3050\u306bSIEM\u306b\u7d44\u307f\u8fbc\u3081\u308bSumo Logic\u30b9\u30bf\u30a4\u30eb\u306e\u30af\u30a8\u30ea\u3082\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<style><\/style><style><\/style>\n<section class=\"e-stn e-stn-56e7d4c8a7de949ca8e7ef6e847c233907af1c86 e-pt-40 e-pb-40\"><style>@media only screen and (max-width: 9999px) {\n\t\t\t\t\t\t\t\t\t.e-stn.e-stn-56e7d4c8a7de949ca8e7ef6e847c233907af1c86 { \n\t\t\t\t\t\t\t\t\t\tbackground-color: #f8f8f8; \n\t\t\t\t\t\t\t\t\t}\n\t\t\t\t\t\t\t\t}@media only screen and (max-width: 1200px) {\n\t\t\t\t\t\t\t\t\t.e-stn.e-stn-56e7d4c8a7de949ca8e7ef6e847c233907af1c86 { \n\t\t\t\t\t\t\t\t\t\tbackground-color: #f8f8f8; \n\t\t\t\t\t\t\t\t\t}\n\t\t\t\t\t\t\t\t}<\/style><div class=\"container\">\n<div class=\"wp-block-b3rg-row e-row row justify-content-center\">\n<div class=\"wp-block-b3rg-column e-col e-col-aa7dff73b9f028db5f3d310beef8385bc537c675  col-sm-10\">\n<h3 class=\"wp-block-heading has-text-align-center\" id=\"respond-faster-with-sumo-logic-dojo-ai-1\">Respond faster with Sumo Logic Dojo AI<\/h3>\n\n\n\n<p class=\"has-text-align-center\">Cut through the noise, detect threats faster, and resolve issues before they disrupt your operations.<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-center is-nowrap is-layout-flex wp-container-core-group-is-layout-fffd27ee wp-block-group-is-layout-flex\" style=\"padding-top:0;padding-bottom:var(--wp--preset--spacing--60)\"><div class=\"e-btn e-btn--underline-black-common-link-with-arrow\"><a class=\"e-btn__link\" href=\"https:\/\/www.sumologic.com\/solutions\/dojo-ai\" target=\"_self\">\n<p class=\"title\">Explore Dojo AI<\/p>\n<\/a><\/div><\/div>\n\n\n\n<div id=\"wistia-block_35fe38f368225baf99119d00d0629f0b\" class=\"wistia-video-block\" data-wistia-video=\"wistia_471zkno1sb\">\n\n    <script src=\"https:\/\/fast.wistia.com\/player.js\" async><\/script>\n    <script src=\"https:\/\/fast.wistia.com\/embed\/471zkno1sb.js\" async type=\"module\"><\/script>\n\n    <style>\n        wistia-player[media-id='471zkno1sb']:not(:defined) {\n            background: center \/ contain no-repeat url('https:\/\/fast.wistia.com\/embed\/medias\/471zkno1sb\/swatch');\n            display: block;\n            filter: blur(5px);\n            padding-top: 56.25%;\n        }\n    <\/style>\n\n    <wistia-player\n        media-id=\"471zkno1sb\"\n        aspect=\"1.7777777777777777\">\n    <\/wistia-player>\n\n<\/div>\n\n<style>\n    div[data-wistia-video=\"wistia_471zkno1sb\"] {\n        position: relative;\n        width: 100%;\n        padding-top: 56.25%;\n        background: center \/ cover no-repeat url('https:\/\/fast.wistia.com\/embed\/medias\/471zkno1sb\/swatch');\n    }\n\n    div[data-wistia-video=\"wistia_471zkno1sb\"] wistia-player {\n        position: absolute;\n        top: 0;\n        left: 0;\n        width: 100%;\n        height: 100%;\n        filter: none;\n    }\n<\/style>\n<\/div>\n<\/div>\n<\/div><\/section>\n\n\n\n<style>\n a.e-btn__link { text-decoration: none !important; }\n\n.e-stn--glossary-inner-content .e-col--content-wrapper h3, .e-stn--glossary-inner-content .e-col--content-wrapper .h3 { padding: 0 !important; }\n\n@media (min-width: 992px) {\n    .e-stn--glossary-inner-content .e-col--content-wrapper h3, .e-stn--glossary-inner-content .e-col--content-wrapper .h3 { padding: 0 !important; }\n}\n<\/style>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-shadow-ait\">\u30b7\u30e3\u30c9\u30fcAIT\u3068\u306f<\/h2>\n\n\n\n<p>\u30b7\u30e3\u30c9\u30fcAIT\u3068\u306f\u3001AI\u30b5\u30fc\u30d3\u30b9\u3001AI\u30c4\u30fc\u30eb\u3001\u304a\u3088\u3073\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7684\u3092\u7e4b\u304e\u3068\u3081\u308b\u3082\u306e\uff08\u30d7\u30e9\u30b0\u30a4\u30f3\/\u30c4\u30fc\u30eb\u3001MCP\u30b5\u30fc\u30d0\u30fc\u3001Bedrock\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001LangChain\u30c4\u30fc\u30eb\u306a\u3069\uff09\u306e\u4e0d\u6b63\u4f7f\u7528\u3092\u6307\u3057\u3001\u3053\u308c\u3089\u306f\u672c\u756a\u30c7\u30fc\u30bf\u3084\u30b7\u30b9\u30c6\u30e0\u306b\u63a5\u89e6\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u591a\u304f\u306e\u5834\u5408\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u76e3\u8996\u7bc4\u56f2\u5916\u3067\u767a\u751f\u3057\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>AI\u5217\u8eca\u306f\u99c5\u3092\u51fa\u767a\u3057\u3001\u4f01\u696d\u304c\u82e6\u5883\u306b\u7acb\u305f\u3055\u308c\u3066\u3044\u308b\u306e\u306f\u3001AI\u30c4\u30fc\u30eb\u3092\u8a31\u53ef\u3057\u306a\u3051\u308c\u3070\u3001\u5f71\u306eAI\u3092\u5968\u52b1\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u5f93\u696d\u54e1\u306f\u3001AI\u304c\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306e\u3042\u3089\u3086\u308b\u5074\u9762\u306b\u3082\u305f\u3089\u3059\u4fa1\u5024\u3092\u7d4c\u9a13\u3057\u3066\u3044\u307e\u3059\u3002AI\u306f\u5358\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3057\u3001\u8352\u5510\u7121\u7a3d\u306a\u51fa\u529b\u3092\u5e7b\u899a\u3057\u3001\u6700\u3082\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30b7\u30b9\u30c6\u30e0\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6642\u306b\u306f\u4e00\u5bb6\u56e3\u6b12\u306e\u307b\u308d\u9154\u3044\u304a\u3058\u3055\u3093\u306e\u3088\u3046\u306b\u79d8\u5bc6\u3092\u6f0f\u3089\u3059\u304b\u3089\u3067\u3059\u3002<a href=\"https:\/\/www.sumologic.com\/ja\/blog\/ai-security-policies\"> <\/a>       <\/p>\n\n\n\n<p>\u306a\u305c\u6025\u5897\u3057\u3066\u3044\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u306e\u7406\u7531\u306f\u3001AI\u306e\u6c11\u4e3b\u5316\u30d1\u30ef\u30fc\u306b\u3042\u308a\u307e\u3059\u3002\u30c4\u30fc\u30eb\u304c\u975e\u5e38\u306b\u8eab\u8fd1\u306b\u306a\u308a\u3001\u975e\u6280\u8853\u8005\u3067\u3082\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u305f\u308a\u3001\u30d7\u30ed\u306e\u3088\u3046\u306b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3059\u308b\u30b3\u30d1\u30a4\u30ed\u30c3\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u305f\u308a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u76e3\u8996\u306a\u3057\u3067\u306f\u3001\u30c7\u30fc\u30bf\u6f0f\u3048\u3044\u304b\u3089\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u60aa\u5922\u307e\u3067\u3001\u4f01\u696d\u5168\u4f53\u306b\u30ea\u30b9\u30af\u306e\u76f2\u70b9\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>\u8fd1\u3044\u5c06\u6765\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5f8c\u306e\u30df\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u3001\u30ea\u30fc\u30c0\u30fc\u304c &#8220;\u3042\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304cAI\u3092\u4f7f\u3063\u3066\u3044\u308b\u3068\u306f\u77e5\u3089\u306a\u304b\u3063\u305f &#8220;\u3068\u304b\u3001&#8221;\u8ab0\u304cAI\u306e\u4f7f\u7528\u3092\u8a31\u53ef\u3057\u305f\u306e\u304b\uff1f\u3042\u308b\u3044\u306f\u3001\u300c\u8ab0\u304cAI\u3092\u305d\u306e\u3088\u3046\u306b\u4f7f\u3046\u3053\u3068\u3092\u8a31\u53ef\u3057\u305f\u306e\u304b\u300d\u3068\u3002\u6697\u95c7\u306b\u5149\u3092\u3082\u305f\u3089\u3059\u306b\u306f\u3001\u30c1\u30fc\u30e0\u306eAI\u6226\u7565\u306b\u5bc4\u308a\u6dfb\u3044\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3064\u3064\u3001\u6469\u64e6\u3092\u3042\u307e\u308a\u751f\u3058\u3055\u305b\u306a\u3044\u3088\u3046\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5dfb\u304d\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>AI\u30ec\u30c3\u30c9\u30c1\u30fc\u30e0\u3084\u30da\u30cd\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30c6\u30b9\u30c8\u306e\u8a55\u4fa1\u3092\u5b9f\u65bd\u3067\u304d\u308b\u307b\u3069\u6210\u719f\u3057\u3066\u3044\u308b\u7d44\u7e54\u306a\u3089\u3001\u672a\u6765\u306f\u660e\u308b\u3044\u3067\u3057\u3087\u3046\u3002\u305d\u308c\u3089\u306e\u8a55\u4fa1\u8005\u3068\u9023\u643a\u3057\u3001\u30c6\u30b9\u30c8\u4e2d\u306b\u30ed\u30b0\u30c6\u30ec\u30e1\u30c8\u30ea\u3092\u53ce\u96c6\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u3046\u3059\u308c\u3070\u3001\u4fb5\u5165\u304c\u767a\u751f\u3057\u305f\u969b\u306b\u3001\u5c06\u6765\u306e\u6575\u5bfe\u7684\u884c\u52d5\u3084AI\u306e\u60aa\u7528\u3092\u691c\u77e5\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"frameworks-to-anchor-your-program\">\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9a\u7740\u3055\u305b\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"ai-trism\">AI TRiSM<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.gartner.com\/en\/information-technology\/glossary\/ai-trism\" target=\"_blank\" rel=\"noreferrer noopener\">AI TRiSM<\/a> \u306f\u3001Artificial Intelligence Trust, Risk, and Security Management\u306e\u7565\u3067\u3059\u3002\u30ac\u30fc\u30c8\u30ca\u30fc\u793e\u306b\u3088\u308b\u9020\u8a9e\u3067\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u901a\u3058\u3066\u4fe1\u983c\u6027\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u308f\u304b\u308a\u3084\u3059\u304f\u8a00\u3046\u3068\u3001<strong><em> Trust<\/em><\/strong> \u306f\u3001AI\u304c\u3069\u306e\u3088\u3046\u306b\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u304b\u3092\u8aac\u660e\u3067\u304d\u308b\u304b\uff1f\u305d\u308c\u306f\u516c\u5e73\u3067\u3001\u4fe1\u983c\u3067\u304d\u3001\u504f\u308a\u304c\u306a\u3044\u304b\uff1f <strong><em>\u30ea\u30b9\u30af\uff08Risk\uff09 <\/em><\/strong>\u306f\u3001\u4f55\u304c\u3046\u307e\u304f\u3044\u304b\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u304b\uff1f\u30c7\u30fc\u30bf\u6f0f\u6d29\u3001\u5e7b\u899a\u3001\u6575\u5bfe\u7684\u306a\u30cf\u30c3\u30ad\u30f3\u30b0\u3001\u898f\u5236\u4e0a\u306e\u554f\u984c\u306a\u3069\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002 <strong><em>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/em><\/strong> \u653b\u6483\u3001\u8aa4\u7528\u3001\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u304b\u3089\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u3001\u30a4\u30f3\u30d5\u30e9\u3092\u3069\u306e\u3088\u3046\u306b\u4fdd\u8b77\u3059\u308b\u304b\uff1f<br\/><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"nist-ai-rmf-1-0-generative-ai-profile-ai-600-1\">NIST AI RMF 1.0 + Generative AI Profile (AI 600-1)\u00a0<\/h3>\n\n\n\n<p><a href=\"https:\/\/nvlpubs.nist.gov\/nistpubs\/ai\/nist.ai.100-1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">NIST\u306eAI\u30ea\u30b9\u30af\u7ba1\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a> \u306f\u3001Map\uff08\u30ea\u30b9\u30af\u306e\u7279\u5b9a\uff09\u3001Measure\uff08\u30ea\u30b9\u30af\u306e\u5b9a\u91cf\u5316\uff09\u3001Manage\uff08\u30ea\u30b9\u30af\u306e\u8efd\u6e1b\uff09\u3001Govern\uff08\u3059\u3079\u3066\u3092\u76e3\u7763\uff09\u306a\u3069\u306e\u30b3\u30a2\u6a5f\u80fd\u3092\u5099\u3048\u305f\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u306eGPS\u3067\u3059\u3002\u3053\u308c\u3092\u30b7\u30e3\u30c9\u30fcAI\u306b\u9069\u7528\u3057\u3066\u3001\u74b0\u5883\u5185\u306e\u672a\u627f\u8a8d\u306eAI\u5229\u7528\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001AI\u30b7\u30b9\u30c6\u30e0\u306e\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u8981\u4ef6\u306b\u5f93\u3044\u3064\u3064\u3001\u30c7\u30fc\u30bf\u66b4\u9732\u7387\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3067\u30ea\u30b9\u30af\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<strong><br\/><br\/><\/strong><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mitre-atlas\">MITRE ATLAS\u00a0<\/h3>\n\n\n\n<p>\u3053\u308c\u306fAI\u30b7\u30b9\u30c6\u30e0\u306e\u305f\u3081\u306e\u6575\u5bfe\u7684\u30d7\u30ec\u30a4\u30d6\u30c3\u30af\u3067\u3042\u308a\u3001MITRE ATT&amp;CK\u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u8105\u5a01\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30dd\u30a4\u30ba\u30cb\u30f3\u30b0\uff08\u60aa\u610f\u306e\u3042\u308b\u8005\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u6539\u3056\u3093\u3059\u308b\u3053\u3068\uff09\u3084\u30e2\u30c7\u30eb\u30a8\u30d9\u30fc\u30b8\u30e7\u30f3\uff08AI\u3092\u9a19\u3057\u3066\u8aa4\u3063\u305f\u5224\u65ad\u3092\u3055\u305b\u308b\u3053\u3068\uff09\u306a\u3069\u306e\u6226\u8853\u3092\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3066\u3044\u307e\u3059\u3002\u30ed\u30b0\u3092<a href=\"https:\/\/atlas.mitre.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">ATLAS<\/a>\u306e\u30de\u30c8\u30ea\u30af\u30b9\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30b7\u30e3\u30c9\u30fcAI\u306e\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u672a\u627f\u8a8d\u306ecopilot\u306b\u304a\u3051\u308b\u30a8\u30d9\u30fc\u30b8\u30e7\u30f3\u624b\u6cd5\u3092\u793a\u3059\u53ef\u80fd\u6027\u306e\u3042\u308b\u7570\u5e38\u306aAPI\u30b3\u30fc\u30eb\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<br\/><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"owasp-top-10-for-llm-apps-2025-refresh\">OWASP Top 10 for LLM Apps (2025 \u66f4\u65b0)<\/h3>\n\n\n\n<p>\u3053\u306e\u8cb4\u91cd\u306a\u30ea\u30b9\u30c8\u306b\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08\u30e2\u30c7\u30eb\u3092\u4e57\u3063\u53d6\u308b\u5de7\u5999\u306a\u5165\u529b\uff09\u3084\u6a5f\u5bc6\u60c5\u5831\u306e\u958b\u793a\uff08\u51fa\u529b\u306b\u500b\u4eba\u60c5\u5831\u304c\u6f0f\u6d29\u3059\u308b\u3053\u3068\uff09\u306a\u3069\u3001<a href=\"https:\/\/owasp.org\/www-project-top-10-for-large-language-model-applications\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u7279\u6709\u306e\u8106\u5f31\u6027\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059<\/a>\u3002\u30b7\u30e3\u30c9\u30fcAI\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u5f93\u696d\u54e1\u304c\u77e5\u3089\u305a\u77e5\u3089\u305a\u306e\u3046\u3061\u306b\u3053\u308c\u3089\u3092\u8a98\u767a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u304c\u627f\u8a8d\u3055\u308c\u3066\u3044\u306a\u3044LLM\u30a2\u30d7\u30ea\u3092\u4f7f\u7528\u3057\u3001\u904e\u5ea6\u306a\u4f9d\u5b58\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b\u51fa\u529b\u3092\u76f2\u4fe1\u3059\u308b\u3053\u3068\uff09\u306b\u3088\u3063\u3066\u8aa4\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u5224\u65ad\u3092\u4e0b\u3059\u3068\u3044\u3063\u305f\u30b1\u30fc\u30b9\u3067\u3059\u3002<br\/><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-to-log-and-why\">\u4f55\u3092\u8a18\u9332\u3059\u3079\u304d\u304b\uff08\u306a\u305c\u8a18\u9332\u3059\u3079\u304d\u304b\uff09\u3002<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"cloud-model-apis\">\u30af\u30e9\u30a6\u30c9\/\u30e2\u30c7\u30ebAPI\u00a0<\/h3>\n\n\n\n<p>\u307e\u305a\u306f\u3001AWS Bedrock\uff08\u30b7\u30e3\u30c9\u30fcAI\u306e\u5b9f\u9a13\u5834\u306b\u306a\u308a\u3084\u3059\u3044\u5834\u6240\uff09\u306e\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u306eAPI\u30ed\u30b0\u3092\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u3001converse\u304a\u3088\u3073converse_stream\u306e\u547c\u3073\u51fa\u3057\u3092\u76e3\u8996\u3057\u307e\u3059\u3002\u5165\u529b\/\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u5206\u3042\u305f\u308a\u306e\u547c\u3073\u51fa\u3057\u56de\u6570\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n<p>\u307b\u3068\u3093\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u30c6\u30ec\u30e1\u30c8\u30ea\u3092\u6587\u66f8\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070<strong>AWS\u306eBedrock<\/strong>\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u8a08\u6e2c\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>InvokeModel \/ Converse \/ ConverseStream<\/em>\u304a\u3088\u3073<strong>Agents<\/strong> (<em>InvokeAgent<\/em>)\u7528<a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/logging-using-cloudtrail.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>CloudTrail<\/strong>\u7ba1\u7406\/\u30c7\u30fc\u30bf\u30a4\u30d9\u30f3\u30c8<\/a>\u3002\u3053\u308c\u3089\u306f\u3001\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u30e2\u30c7\u30ebID\u3001\u304a\u3088\u3073\u30ea\u30fc\u30b8\u30e7\u30f3\u3092\u307e\u305f\u3050\u7570\u5e38\u306e\u7279\u5b9a\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/monitoring-agents-cw-metrics.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>CloudWatch<\/strong><strong>Agents<\/strong>\u30e1\u30c8\u30ea\u30af\u30b9<\/a>\uff1a\u547c\u3073\u51fa\u3057\u56de\u6570\u3001\u30c8\u30fc\u30af\u30f3\u6570\u3001\u521d\u56de\u30c8\u30fc\u30af\u30f3\u5230\u9054\u6642\u9593\uff08TTFT\uff09\u3001\u30b9\u30ed\u30c3\u30c8\u30ea\u30f3\u30b0\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\/\u30b5\u30fc\u30d0\u30fc\u30a8\u30e9\u30fc\u2014\u2014\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u30d6\u30ed\u30c3\u30af\u30ec\u30fc\u30c8\u3084\u30b3\u30b9\u30c8\/\u4e0d\u6b63\u5229\u7528\u306e\u7570\u5e38\u5024\u306b\u6700\u9069\u3002<\/li>\n\n\n\n<li>CloudWatch\u30ed\u30b0\/S3\u3078\u306e<a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/model-invocation-logging.html\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u547c\u3073\u51fa\u3057\u30ed\u30b0\u8a18\u9332<\/strong>\uff08\u5165\u529b\/\u51fa\u529b\uff09\u2014<\/a>\u30d5\u30a9\u30ec\u30f3\u30b8\u30c3\u30af\u304a\u3088\u3073\u30ec\u30c3\u30c9\u30c1\u30fc\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u4e0d\u53ef\u6b20\uff08\u500b\u4eba\u8b58\u5225\u60c5\u5831\uff08PII\uff09\u306e\u53b3\u683c\u306a\u7ba1\u7406\u3092\u4f34\u3046\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>Sumo Logic\u306f\u3001<a href=\"https:\/\/help.sumologic.com\/docs\/integrations\/amazon-aws\/amazon-bedrock\/\" target=\"_blank\" rel=\"noreferrer noopener\">CloudTrail + CloudWatch + \u547c\u3073\u51fa\u3057\u30ed\u30b0\u3092\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3068\u30af\u30a8\u30ea\u306b\u7d71\u5408\u3059\u308bBedrock\u30a2\u30d7\u30ea\u3092\u6a19\u6e96\u3067\u63d0\u4f9b\u3057\u307e\u3059<\/a>\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306b\u95a2\u4fc2\u306a\u304f\u3001\u751f\u6210AI\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306b\u91cd\u539a\u3067\u72ec\u81ea\u306e\u30b9\u30bf\u30c3\u30af\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002OpenAI\u30b9\u30bf\u30a4\u30eb\u306eAPI\u306f\u3001\u95a2\u5fc3\u306e\u3042\u308b\u30c6\u30ec\u30e1\u30c8\u30ea\uff08\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30a8\u30e9\u30fc\u3001\u30c8\u30fc\u30af\u30f3\u6570\u3001\u30e2\u30c7\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\uff09\u3092\u3059\u3067\u306b\u8fd4\u3057\u3066\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u304c\u72ec\u81ea\u306eAI\u6a5f\u80fd\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001SDK\u306e\u547c\u3073\u51fa\u3057\u306b\u30a4\u30f3\u30b9\u30c8\u30eb\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u65bd\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f8b\u3048\u3070\u3001SDK\u306e\u547c\u3073\u51fa\u3057\u3092\u5c0f\u3055\u306aPython\u306e\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3067\u30e9\u30c3\u30d7\u3057\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30a4\u30d9\u30f3\u30c8\u3092\u767a\u884c\u3057\u3066\u3001\u4f7f\u7528\u3057\u3066\u3044\u308bSIEM\u3084\u53ef\u89b3\u6e2c\u6027\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002\u30c6\u30ec\u30e1\u30c8\u30ea\u306b\u306f\u901a\u5e38\u3001\u547c\u3073\u51fa\u3057\u7387\u3001\u30a8\u30e9\u30fc\u7387\u3001\u5165\u529b\u304a\u3088\u3073\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3001\u305d\u3057\u3066\uff08\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\uff09\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\/\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002HTTPS\u30b3\u30ec\u30af\u30bf\u30fc\u7d4c\u7531\u3067JSON\u30a4\u30d9\u30f3\u30c8\u3092SIEM\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002\uff08\u30c8\u30ec\u30fc\u30b9\/\u30b9\u30d1\u30f3\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001OpenTelemetry\u306e\u65b0\u3057\u3044\u751f\u6210AI\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30b3\u30f3\u30d9\u30f3\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3053\u308c\u3089\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u6a19\u6e96\u5316\u3067\u304d\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3059\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"detect-unauthorized-agents\">\u672a\u627f\u8a8d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u691c\u51fa<\/h3>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u81ea\u5f8b\u7684\u306aAI\u306e\u5b9f\u884c\u8005\uff09\u306fAPI\u3068\u30c1\u30e3\u30c3\u30c8\u3059\u308b\u306e\u304c\u5927\u597d\u304d\u3067\u3059\u3002\u30ed\u30b0\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u4e88\u671f\u3057\u306a\u3044API\u30ad\u30fc\u3084\u30b8\u30aa\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u3088\u3046\u306a\u7570\u5e38\u306a\u884c\u52d5\u306b\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u602a\u3057\u3044\u30e2\u30c7\u30eb\u30cf\u30d6\u304b\u3089\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3092\u793a\u3059\u30ed\u30b0\u306a\u3069\u3067\u3059\u3002\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\/CLI\/\u30d7\u30ed\u30ad\u30b7\u3067\u3001\u30b7\u30a7\u30eb\u5c65\u6b74\u3068\u30a4\u30b0\u30ec\u30b9 DNS\/HTTP \u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3001\u30d1\u30d6\u30ea\u30c3\u30af LLM \u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff08\u4f8b\u3048\u3070 <code>api.openai.com\u3001api.anthropic.com\u3001*.hf.space\u3001*.perplexity.ai\u3001*.deepseek.com<\/code>\uff09\u3078\u306e\u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044\u30b3\u30fc\u30eb\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"mcp-model-context-protocol-audit\">MCP (\u30e2\u30c7\u30eb\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30d7\u30ed\u30c8\u30b3\u30eb)\u76e3\u67fb<\/h3>\n\n\n\n<p><a href=\"https:\/\/www.sumologic.com\/ja\/blog\/mcp-vs-mcp2\">MCP<\/a>\u306f\u3001LLM\u30a2\u30d7\u30ea\u304c<strong>\u30c4\u30fc\u30eb<\/strong>\u3001<strong>\u30ea\u30bd\u30fc\u30b9<\/strong>\u3001\u304a\u3088\u3073<strong>\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong>\u306bJSON-RPC\u7d4c\u7531\u3067\u63a5\u7d9a\u3059\u308b\u65b9\u6cd5\u3092\u6a19\u6e96\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u76e3\u67fb\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\uff1a<code>tools\/list\u3001tools\/call\u3001resources\/read\u3001prompts\/get<\/code>\u3001\u30e6\u30fc\u30b6\u30fc\u627f\u8a8d\u3001\u304a\u3088\u3073\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\/\u30b5\u30fc\u30d0\u30fc\u9593\u306e\u76f8\u95a2ID\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\u6700\u65b0\u306e\u4ed5\u69d8\u3067\u306f\u3001\u30ed\u30b0\u8a18\u9332\u3001\u6a5f\u80fd\u306e\u30cd\u30b4\u30b7\u30a8\u30fc\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4e0a\u306e\u8003\u616e\u4e8b\u9805\u304c\u660e\u793a\u7684\u306b\u793a\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u3053\u308c\u3089\u3092\u6d3b\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-shadow-ait-looks-like-in-telemetry-three-real-world-patterns\">\u30c6\u30ec\u30e1\u30c8\u30ea\u30fc\u306b\u304a\u3051\u308b\u30b7\u30e3\u30c9\u30fcAIT\u306e\u59ff\uff1a3\u3064\u306e\u5b9f\u4f8b\u30d1\u30bf\u30fc\u30f3<\/h2>\n\n\n\n<p>\u3053\u3053\u3067\u5f37\u8abf\u3059\u3079\u304d\u91cd\u8981\u306a\u70b9\u306f\u3001\u30b7\u30e3\u30c9\u30fcAIT\u3068\u5185\u90e8\u8105\u5a01\u306e\u5883\u754c\u7dda\u306f\u3059\u3050\u306b\u66d6\u6627\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u5f93\u696d\u54e1\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\u306b\u6c17\u3065\u304b\u305a\u306bAI\u3067\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3063\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308c\u3070\u3001AI\u3092\u5229\u7528\u3057\u305f\u60aa\u610f\u306e\u3042\u308b\u653b\u6483\u8005\u306e\u72a0\u7272\u306b\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u691c\u51fa\u306f\u3001\u30d1\u30bf\u30fc\u30f3\u306e\u80cc\u5f8c\u306b\u3042\u308b\u610f\u56f3\u306b\u95a2\u308f\u3089\u305a\u3001\u30c1\u30fc\u30e0\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pattern-one-prompt-to-tool-pivot-owasp-llm07-llm08-atlas-prompt-injection\">\u30d1\u30bf\u30fc\u30f31 \u2014 \u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30c4\u30fc\u30eb\u3078\u306e\u30d4\u30dc\u30c3\u30c8 (OWASP LLM07\/LLM08; ATLAS: \u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3)<\/h3>\n\n\n\n<p>\u4e00\u898b\u7121\u5bb3\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u9ad8\u30ea\u30b9\u30af\u306a\u30c4\u30fc\u30eb\uff08\u79d8\u5bc6\u60c5\u5831\u306e\u8aad\u307f\u53d6\u308a\u3001\u30a2\u30af\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u306a\u3069\uff09\u3092\u547c\u3073\u51fa\u3055\u305b\u307e\u3059\u3002\u901a\u5e38\u306e\u30c1\u30e3\u30c3\u30c8\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u76f4\u5f8c\u306b\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044<code>tools\/call<\/code>\u3084Bedrock<strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u304c\u7d9a\u304f\u306e\u304c\u898b\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30ed\u30b0\u8a18\u9332\u3068\u30a2\u30e9\u30fc\u30c8\u5bfe\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30d3\u30b8\u30cd\u30b9\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3084\u30e6\u30fc\u30b6\u30fc\u627f\u8a8d\u30d5\u30e9\u30b0\u3068\u4e00\u81f4\u3057\u306a\u3044\u3001\u6a5f\u5bc6\u30c4\u30fc\u30eb\uff08\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3001\u672c\u756a\u74b0\u5883API\uff09\u3078\u306e<a href=\"https:\/\/modelcontextprotocol.io\/docs\/learn\/server-concepts\" target=\"_blank\" rel=\"noreferrer noopener\">MCP<\/a> <code>tool\/call<\/code><br\/><\/li>\n\n\n\n<li><a href=\"https:\/\/www.sumologic.com\/blog\/defenders-guide-to-aws-bedrock\">Bedrock<\/a><strong>InvokeAgent<\/strong>\u306e\u6025\u5897\u3001\u307e\u305f\u306f\u300c\u6700\u521d\u306b\u691c\u51fa\u3055\u308c\u305f\u300d\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\uff08UEBA\uff09\u306b\u3088\u308b\u65b0\u898f<strong>\u30a2\u30af\u30b7\u30e7\u30f3\u30b0\u30eb\u30fc\u30d7<\/strong>\u306e\u4f5c\u6210\u3002<br\/><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pattern-two-cost-dos-via-token-flood-owasp-llm04-atlas-resource-exhaustion\">\u30d1\u30bf\u30fc\u30f32 \u2014 \u30c8\u30fc\u30af\u30f3\u30d5\u30e9\u30c3\u30c9\u306b\u3088\u308b\u30b3\u30b9\u30c8\/DoS\u653b\u6483\uff08OWASP LLM04; ATLAS: \u30ea\u30bd\u30fc\u30b9\u67af\u6e07\uff09<\/h3>\n\n\n\n<p>\u6539\u3056\u3093\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30eb\u30fc\u30d7\u306f\u3001\u30c8\u30fc\u30af\u30f3\u306e\u66b4\u8d70\u3084\u518d\u8a66\u884c\u306e\u7e70\u308a\u8fd4\u3057\u3092\u5f15\u304d\u8d77\u3053\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30ed\u30b0\u8a18\u9332\u3068\u30a2\u30e9\u30fc\u30c8\u5bfe\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/monitoring-agents-cw-metrics.html\" target=\"_blank\" rel=\"noreferrer noopener\">CloudWatch <strong>InputTokenCount\/OutputTokenCount<\/strong> \u306e<\/a>\u30a2\u30a4\u30c7\u30f3\u30c6\u30a3\u30c6\u30a3\/\u30e2\u30c7\u30eb\u3054\u3068<strong>\u306e\u5916\u308c\u5024\uff1b\u5897\u52a0\u3059\u308bInvocationThrottles<\/strong>\u3002<br\/><\/li>\n\n\n\n<li>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u62e1\u5927\u3092\u793a\u3059\u547c\u3073\u51fa\u3057\u30ed\u30b0\uff08\u5165\u529b\u30b5\u30a4\u30ba\u304c\u7a81\u71364\u500d\u306b\u5897\u52a0\uff09\u3002<br\/><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pattern-three-unsanctioned-genai-usage-shadow-ait-classic\">\u30d1\u30bf\u30fc\u30f3\uff13 \u2014 \u8a31\u53ef\u3055\u308c\u3066\u3044\u306a\u3044\u6c4e\u7528AI\u306e\u4f7f\u7528\uff08\u30b7\u30e3\u30c9\u30fcAIT\u300c\u30af\u30e9\u30b7\u30c3\u30af\u300d\uff09<\/h3>\n\n\n\n<p>\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306f\u4f01\u696d\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u6d88\u8cbb\u8005\u5411\u3051AI API\u3068\u901a\u4fe1\u3057\u3001\u7d50\u679c\u3092\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3057\u3066\u4f01\u696d\u30b7\u30b9\u30c6\u30e0\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30ed\u30b0\u8a18\u9332\u3068\u30a2\u30e9\u30fc\u30c8\u5bfe\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a31\u53ef\u30ea\u30b9\u30c8<\/strong>\u306b\u542b\u307e\u308c\u306a\u3044\u8b58\u5225\u5b50\u306b\u3088\u308b\u65e2\u77e5\u306eLLM\u30c9\u30e1\u30a4\u30f3\u3078\u306e\u30a2\u30a6\u30c8\u30d0\u30a6\u30f3\u30c9\u901a\u4fe1\/DNS\u30a2\u30af\u30bb\u30b9\uff1b\u30ad\u30fc\u30dc\u30fc\u30c9\u30de\u30af\u30ed\/\u30b3\u30d4\u30fc\u30d0\u30c3\u30d5\u30a1\u304c\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u8abf\u67fb\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u696d\u754c\u306e\u8abf\u67fb\u306b\u3088\u308b\u3068\u3001\u30c1\u30fc\u30e0\u306f\u3069\u306eAI\u30b5\u30fc\u30d3\u30b9\u304c\u7a3c\u50cd\u3057\u3066\u3044\u308b\u304b\u3068\u3044\u3046\u53ef\u8996\u6027\u3092\u6b20\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u304c\u3001\u30ed\u30b0\u304c\u305d\u308c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"sumo-logic-style-detections-you-can-drop-in\">\u3059\u3050\u306b\u5c0e\u5165\u3067\u304d\u308bSumo Logic\u30b9\u30bf\u30a4\u30eb\u306e\u691c\u77e5<\/h2>\n\n\n\n<p><strong>\u65b0\u898f\u8b58\u5225\u5b50\u306b\u3088\u308bBedrock API\u306e\u4f7f\u7528\uff08\u5075\u5bdf\/\u5217\u6319\uff09\u2192 ATLAS TA0002; OWASP LLM10<\/strong><\/p>\n\n\n\n<p>\u3053\u306e<a href=\"https:\/\/www.sumologic.com\/ja\/solutions\/cloud-siem\">\u30af\u30e9\u30a6\u30c9SIEM<\/a>\u306eFirst Seen Rule\u306f\u3001<a href=\"https:\/\/www.sumologic.com\/blog\/defenders-guide-to-aws-bedrock\">\u5f53\u793e\u306eBedrock\u30c7\u30a3\u30d5\u30a7\u30f3\u30c0\u30fc\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u57fa\u306b\u4f5c\u6210\u3055\u308c\u305f\u3082\u306e\u3067<\/a>\u3001AWS\u74b0\u5883\u306b\u304a\u3044\u3066\u65b0\u898f\u30e6\u30fc\u30b6\u30fc\u304c\u7279\u5b9a\u306eBedrock API\u547c\u3073\u51fa\u3057\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u691c\u77e5\u3055\u308c\u305f\u5834\u5408\u306b\u30c8\u30ea\u30ac\u30fc\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"623\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/\/blog-rise-of-shadow-1-1024x623.png\" alt=\"\" class=\"wp-image-51289\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1-1024x623.png 1024w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1-300x183.png 300w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1-768x468.png 768w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1-1536x935.png 1536w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1-575x350.png 575w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-rise-of-shadow-1.png 1892w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<p><strong>\u9577\u671f\u9593\u6709\u52b9\u306a\u30ad\u30fc\u304b\u3089\u306e\u30af\u30ed\u30b9\u30ea\u30fc\u30b8\u30e7\u30f3InvokeModel\uff08\u30a2\u30ab\u30a6\u30f3\u30c8\u60aa\u7528\uff09\u2192 ATLAS Initial Access; OWASP LLM10<\/strong><\/p>\n\n\n\n<p>\u3053\u306e\u691c\u7d22\u30af\u30a8\u30ea\u306f\u3001\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3067Bedrock\u30ea\u30bd\u30fc\u30b9\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u5316\u3059\u308b\u305f\u3081\u306b\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\u304c\u518d\u5229\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<code>_sourceCategory=aws\/observability\/cloudtrail\/logs<br\/>| json \"eventName\",\"userIdentity.accessKeyId\",\"awsRegion\",\"userIdentity.type\" as en, key, region, utype<br\/>| where en=\"InvokeModel\" and utype in (\"IAMUser\",\"AssumedRole\")<br\/>| timeslice 1h<br\/>| count as c by key, region, _timeslice<br\/>| count_distinct(region) as regions by key, _timeslice<br\/>| where regions &gt; 2<br\/><\/code>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>Guardrail\/Trace anomalies on Bedrock Agents (OWASP LLM06, LLM04)<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30af\u30a8\u30ea\u306f\u3001Bedrock\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u306e\u7570\u5e38\u306a\u30a8\u30e9\u30fc\u7387\u3084\u30b9\u30ed\u30c3\u30c8\u30ea\u30f3\u30b0\u6d3b\u52d5\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4e0d\u6b63\u4f7f\u7528\u306e\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<code>_sourceCategory=aws\/observability\/cloudwatch\/metrics<br\/>(metric=ModelInvocationClientErrors or metric=ModelInvocationServerErrors or metric=InvocationThrottles)<br\/>| quantize to 5m<br\/>| sum by metric, agentAliasArn, modelId, account, region<br\/>| outlier window=1d threshold=3 \/\/ flag unusual error\/throttle bursts<br\/><\/code>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u30b7\u30e3\u30c9\u30fcAIT\u306e\u5916\u90e8\u901a\u4fe1\uff08\u672a\u627f\u8a8d\u306eLLM\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff09<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30af\u30a8\u30ea\u306f\u3001\u30d7\u30ed\u30ad\u30b7\u304a\u3088\u3073\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306e\u30ed\u30b0\u304b\u3089\u3001\u672a\u627f\u8a8d\u306eLLM\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3078\u306e\u63a5\u7d9a\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001\u3053\u308c\u3089\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3078\u306e\u63a5\u7d9a\u304c\u8a31\u53ef\u3055\u308c\u3066\u3044\u308b\u30e6\u30fc\u30b6\u30fc\u306e\u30eb\u30c3\u30af\u30a2\u30c3\u30d7\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3057\u3001\u30eb\u30c3\u30af\u30a2\u30c3\u30d7\u30c6\u30fc\u30d6\u30eb\u306e\u30d1\u30b9\u3092\u8ffd\u52a0\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<code>(_sourceCategory=proxy OR _sourceCategory=fw)<br\/>| parse regex field=url \"(?i)https?:\/\/(?&lt;host&gt;[^\/]+)\"<br\/>| where host in (\"api.openai.com\",\"api.anthropic.com\",\"*.hf.space\",\"*.perplexity.ai\",\"*.deepseek.com\")<br\/>| lookup user as u1 from path:\/\/{path_to_lookup_table} on user=user<br\/>| where isNull(u1)<br\/>| count by user, host, src_ip<br\/><\/code>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>MCP\u76e3\u67fb\uff1a\u627f\u8a8d\u306a\u3057\u306e\u9ad8\u30ea\u30b9\u30af\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057 (OWASP LLM07\/LLM08)<\/strong><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30ed\u30b0\u3092\u51fa\u529b\u3059\u308b\u3068\u4eee\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<code>{<br\/>\u00a0\u00a0\"ts\":\"2025-08-20T15:01:12Z\",<br\/>\u00a0\u00a0\"event\":\"mcp.tools.call\",<br\/>\u00a0\u00a0\"session_id\":\"s-9a2f\",<br\/>\u00a0\u00a0\"client_id\":\"webapp-01\",<br\/>\u00a0\u00a0\"server_uri\":\"secrets:\/\/v1\",<br\/>\u00a0\u00a0\"tool\":\"secrets.read\",<br\/>\u00a0\u00a0\"inputs\":{\"path\":\"prod\/db\/password\"},<br\/>\u00a0\u00a0\"approved\":\"false\",<br\/>\u00a0\u00a0\"user\":\"dba_alice\"<br\/>}<br\/><\/code>\n\n\n\n<p><\/p>\n\n\n\n<p>\u30af\u30a8\u30ea\uff1a<\/p>\n\n\n\n<code>_sourceCategory=app\/mcp<br\/>| json \"event\",\"tool\",\"approved\",\"user\",\"server_uri\" as evt,tool,ok,u,server nodrop<br\/>| where evt=\"mcp.tools.call\" and tool matches \/(secrets|prod|delete|exec)\/ and ok=\"false\"<br\/>| count by u, tool, server<br\/><\/code>\n\n\n\n<p><\/p>\n\n\n\n<p>(Backed by MCP\u2019s JSON-RPC spec and server concepts; instrument <code>tools\/list\/call, resources\/read, prompts\/get<\/code>, and user approvals.)\u00a0<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chatgpt-monitoring-case-study\">ChatGPT \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u4e8b\u4f8b<\/h2>\n\n\n\n<p>Sumo Logic\u306e\u5f37\u307f\u306e\u3072\u3068\u3064\u306f\u305d\u306e\u6c4e\u7528\u6027\u3067\u3059\u3002\u5f53\u793e\u3067\u306f\u30bf\u30fc\u30f3\u30ad\u30fc\u30a2\u30d7\u30ea\u3068\u691c\u77e5\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u771f\u306e\u4fa1\u5024\u306f\u304a\u5ba2\u69d8\u304c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u3069\u306e\u3088\u3046\u306b\u62e1\u5f35\u3059\u308b\u304b\u306b\u3088\u3063\u3066\u751f\u307e\u308c\u307e\u3059\u3002\u5177\u4f53\u4f8b\u3068\u3057\u3066\u3001\u5f53\u793e\u306e\u4e3b\u8981\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30b5\u30fc\u30d3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e00\u4eba\u3067\u3042\u308bBill Milligan\uff08\u30d3\u30eb\u30fb\u30df\u30ea\u30ac\u30f3\uff09\u306b\u3001\u9867\u5ba2\u304cOpenAI\u306eChatGPT\u306e\u5229\u7528\u72b6\u6cc1\u3092\u76e3\u8996\u3059\u308b\u652f\u63f4\u3092\u884c\u3063\u305f\u6700\u8fd1\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\u5171\u6709\u3057\u3066\u3082\u3089\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u652f\u63f4\u306f\u3001\u30ed\u30b0\u306e\u53d6\u308a\u8fbc\u307f\u304b\u3089\u5b9f\u7528\u7684\u306a\u77e5\u898b\u306e\u62bd\u51fa\u307e\u3067\u3001\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u3067\u884c\u308f\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u9867\u5ba2\u306e\u8ab2\u984c\uff1aSumo Logic\u306f\u3001\u4f1a\u8a71\u306e\u6587\u8108\u306b\u57fa\u3065\u3044\u3066\u3001ChatGPT\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4ea4\u63db\u3092\u8ffd\u8de1\u3057\u3001\u6f5c\u5728\u7684\u306a\u5185\u90e8\u8105\u5a01\u3084\u3001\u8077\u5834\u66b4\u529b\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30e1\u30f3\u30bf\u30eb\u30d8\u30eb\u30b9\u306e\u61f8\u5ff5\u306e\u521d\u671f\u5146\u5019\u3092\u7279\u5b9a\u3067\u304d\u308b\u304b\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"step-one-data-ingest\">\u30b9\u30c6\u30c3\u30d71 &#8211; \u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f<\/h3>\n\n\n\n<p>OpenAI\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u9867\u5ba2\u306f\u3001ChatGPT\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9API\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3001\u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u51fa\u529b\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3001GPT\u69cb\u6210\u30c7\u30fc\u30bf\u3092\u542b\u3080\u8a73\u7d30\u306a\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u73fe\u6642\u70b9\u3067\u306f\u3001\u3053\u306e\u30d5\u30a3\u30fc\u30c9\u7528\u306e\u4e8b\u524d\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30af\u30e9\u30a6\u30c9\u9593\u30b3\u30cd\u30af\u30bf\u3084\u30ab\u30bf\u30ed\u30b0\u30a2\u30d7\u30ea\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\uff08\u307e\u3060\uff01\uff09\u3002<\/p>\n\n\n\n<p>Bill Milligan\u6c0f\u306f\u3053\u306e\u554f\u984c\u3092\u3001API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u6301\u3064\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u308bSumo Logic\u306eUniversal API Collector\u3092\u4f7f\u7528\u3057\u3066\u89e3\u6c7a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u30b3\u30ec\u30af\u30bf\u30fc\u306fJPath\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u7279\u5b9a\u306eJSON\u30d5\u30a3\u30fc\u30eb\u30c9\uff08\u4f8b\uff1a$.user.id\u3001$.message.text\uff09\u3092\u62bd\u51fa\u3057\u3066\u3001Sumo\u306e\u691c\u7d22\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u76f4\u63a5\u30de\u30c3\u30d4\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"539\" height=\"322\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image1.png\" alt=\"\" class=\"wp-image-52200\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image1.png 539w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image1-300x179.png 300w\" sizes=\"auto, (max-width: 539px) 100vw, 539px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"step-two-building-a-simple-parser\">\u30b9\u30c6\u30c3\u30d72 &#8211; \u30b7\u30f3\u30d7\u30eb\u306a\u30d1\u30fc\u30b5\u30fc\u306e\u69cb\u7bc9<\/h3>\n\n\n\n<p>OpenAI API\u304b\u3089\u30c7\u30fc\u30bf\u304c\u6b63\u5e38\u306b\u6d41\u308c\u8fbc\u3080\u3088\u3046\u306b\u306a\u308b\u3068\u3001Bill Milligan\u6c0f\u306fSumo Logic\u306e\u5f37\u529b\u306a\u7d44\u307f\u8fbc\u307f\u30d1\u30fc\u30b9\u8a00\u8a9e\u306b\u76ee\u3092\u5411\u3051\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u3092\u7279\u5b9a\u3057\u3001\u30d9\u30f3\u30c0\u30fc\u3084\u88fd\u54c1\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u5024\u3092\u5272\u308a\u5f53\u3066\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u5206\u5272\u304a\u3088\u3073\u5909\u63db\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u5e78\u3044\u306a\u3053\u3068\u306b\u3001\u30d1\u30fc\u30b5\u30fc\u306f\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066UI\u5185\u3067\u76f4\u63a5\u958b\u767a\u304a\u3088\u3073\u30c6\u30b9\u30c8\u3067\u304d\u308b\u305f\u3081\u3001\u53cd\u5fa9\u4f5c\u696d\u304c\u8fc5\u901f\u304b\u3064\u53ef\u8996\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u300c\u30d1\u30fc\u30b5\u30fc\u300d\u306f\u3001\u30af\u30e9\u30a6\u30c9SIEM\u306b\u8ee2\u9001\u3055\u308c\u308b\u751f\u306e\u30ed\u30b0\u3092\u89e3\u6790\u3057\u3001\u30d9\u30f3\u30c0\u30fc\u3001\u88fd\u54c1\u3001\u30a4\u30d9\u30f3\u30c8ID\u3068\u3068\u3082\u306b\u3001\u95a2\u5fc3\u306e\u3042\u308b\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"569\" height=\"469\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image3.png\" alt=\"\" class=\"wp-image-52208\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image3.png 569w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image3-300x247.png 300w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"step-three-mapping-to-our-schema-or-data-model\">\u30b9\u30c6\u30c3\u30d73 &#8211; \u30b9\u30ad\u30fc\u30de\u307e\u305f\u306f\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3078\u306e\u30de\u30c3\u30d4\u30f3\u30b0<\/h3>\n\n\n\n<p><br\/>Sumo Logic\u306b\u304a\u3044\u3066\u3001\u30d1\u30fc\u30b9\u3068\u30de\u30c3\u30d4\u30f3\u30b0\u306f\u7570\u306a\u308b\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002\u30d1\u30fc\u30b9\u306e\u5f8c\u3001Bill Milligan\u6c0f\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u3092Sumo Logic\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u5408\u308f\u305b\u308b\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0\u30de\u30c3\u30d1\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u51fa\u3092\u5bb9\u6613\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\/\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u30da\u30a2\u3092\u5358\u4e00\u306e\u4f1a\u8a71\u30d5\u30a3\u30fc\u30eb\u30c9\uff08description\uff09\u306b\u9023\u7d50\u3057\u307e\u3057\u305f\u3002\u00a0<\/p>\n\n\n\n<p>\u30d7\u30ed\u306e\u30d2\u30f3\u30c8\uff1a\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u3001Sumo Logic\u306e\u30c6\u30ca\u30f3\u30c8\u306f\u30ed\u30b0\u30e1\u30c3\u30bb\u30fc\u30b8\u309264kb\u306b\u5236\u9650\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4f1a\u8a71\u306f\u304b\u306a\u308a\u5927\u898f\u6a21\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u5236\u9650\u3092256KB\u306b\u5897\u3084\u3059\u3088\u3046\u8981\u6c42\u3059\u308b\u3053\u3068\u3067\u3001\u30ed\u30b0\u306e\u4e0d\u8981\u306a\u5207\u308a\u6368\u3066\u3092\u56de\u907f\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u300c\u30ed\u30b0\u30de\u30c3\u30d1\u30fc\u300d\u304c\u30d9\u30f3\u30c0\u30fc\u3001\u88fd\u54c1\u3001\u30a4\u30d9\u30f3\u30c8ID\u3092\u7167\u5408\u3059\u308b\u3068\u3001\u89e3\u6790\u30a8\u30f3\u30b8\u30f3\u306b\u3088\u308b\u5206\u6790\u524d\u306b\u3001\u30d1\u30fc\u30b5\u30fc\u304b\u3089\u62bd\u51fa\u3055\u308c\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u6b63\u898f\u5316\u3055\u308c\u305f\u30ec\u30b3\u30fc\u30c9\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"833\" height=\"742\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image7.png\" alt=\"\" class=\"wp-image-52224\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image7.png 833w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image7-300x267.png 300w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image7-768x684.png 768w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image7-575x512.png 575w\" sizes=\"auto, (max-width: 833px) 100vw, 833px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n<div class=\"e-img \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"818\" height=\"764\" src=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image2.png\" alt=\"\" class=\"wp-image-52204\" title=\"\" srcset=\"https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image2.png 818w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image2-300x280.png 300w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image2-768x717.png 768w, https:\/\/www.sumologic.com\/wp-content\/uploads\/blog-shadow-ait-image2-575x537.png 575w\" sizes=\"auto, (max-width: 818px) 100vw, 818px\" \/><\/figure>\n<\/div>\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"step-four-writing-a-custom-rule\">\u30b9\u30c6\u30c3\u30d74 &#8211; \u30ab\u30b9\u30bf\u30e0\u30eb\u30fc\u30eb\u306e\u4f5c\u6210<\/h3>\n\n\n\n<p><br\/>\u6700\u5f8c\u306b\u3001Bill Milligan\u6c0f\u306f\u6a5f\u5bc6\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\u76e3\u8996\u3059\u308b\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30e0\u4e00\u81f4\u30eb\u30fc\u30eb\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002\u30eb\u30fc\u30eb\u306f\u30ce\u30a4\u30ba\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u30e6\u30fc\u30b6\u30fc\uff09\u306b\u30b9\u30b3\u30fc\u30d7\u3055\u308c\u3001\u6587\u8108\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306bMITRE\u30bf\u30b0\u3067\u8abf\u6574\u3055\u308c\u307e\u3059\u3002\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3044\u3001\u30eb\u30fc\u30eb\u306f\u30e9\u30a4\u30d6\u904b\u7528\u3055\u308c\u308b\u524d\u306b\u3001\u307e\u305a\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30e2\u30fc\u30c9\u3067\u30c7\u30d7\u30ed\u30a4\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u76e3\u8996\u3057\u3066\u3044\u308b\u30a2\u30e9\u30fc\u30c8\u306e\u30c8\u30ea\u30a2\u30fc\u30b8\u3092\u6df7\u4e71\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u3001\u4efb\u610f\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u3053\u306e\u5834\u5408\u306f\u30e6\u30fc\u30b6\u30fc\uff09\u306b\u5bfe\u3057\u3066\u30eb\u30fc\u30eb\u3092\u8a66\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001Cloud 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