{"id":14749,"date":"2026-10-07T19:07:30","date_gmt":"2026-10-07T10:07:30","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/iac-change-security-review\/"},"modified":"2026-10-07T19:07:30","modified_gmt":"2026-10-07T10:07:30","slug":"iac-change-security-review","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/iac-change-security-review\/","title":{"rendered":"\u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\uff08Terraform \u7b49\uff09\u306e\u5909\u66f4\u5dee\u5206\u3092\u3001\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306b\u7167\u3089\u3057\u3066\u30de\u30fc\u30b8\u306e\u524d\u306b\u5224\u5b9a\u3057\u3001\u516c\u958b\u7bc4\u56f2\u30fb\u6697\u53f7\u5316\u30fb\u6a29\u9650\u306e\u6307\u6458\u3092\u8fd4\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\uff08Terraform \u7b49\uff09\u306e\u5909\u66f4\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306b\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u307e\u3059\u3002\u516c\u958b\u7bc4\u56f2\u30fb\u6697\u53f7\u5316\u30fb\u6a29\u9650\u30fb\u30ed\u30b0\u306e\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u3001\u30de\u30fc\u30b8\u306e\u524d\u306b\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0829","platform_main":"Claude","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u958b\u304b\u308c\u305f\u3068\u304d\u3001\u66f4\u65b0\u3055\u308c\u305f\u3068\u304d\u3001\u958b\u304d\u76f4\u3055\u308c\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** GitHub Actions \u306e `pull_request` \u306e\u30a4\u30d9\u30f3\u30c8\u306f\u3001\u65e2\u5b9a\u3067\u3053\u306e3\u3064\uff08`opened`\u3001`synchronize`\u3001`reopened`\uff09\u3067\u52d5\u304d\u307e\u3059\u3002**`paths` \u306e\u6307\u5b9a\u3067\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002** \u30a2\u30d7\u30ea\u306e\u30b3\u30fc\u30c9\u3060\u3051\u306e\u5909\u66f4\u3067\u52d5\u304b\u3059\u3068\u3001\u6bce\u56de\u7a7a\u306e\u5224\u5b9a\u304c\u8fd4\u308a\u307e\u3059\u3002\n\n**\u66f4\u65b0\u306e\u305f\u3073\u306b\u3001\u30ec\u30d3\u30e5\u30fc\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u6307\u6458\u3092\u53d7\u3051\u3066\u958b\u767a\u306e\u30c1\u30fc\u30e0\u304c\u76f4\u3059\u3068\u3001\u65b0\u3057\u3044\u5909\u66f4\u306e\u8a08\u753b\u3067\u3082\u3046\u4e00\u5ea6\u5224\u5b9a\u3057\u307e\u3059\u3002**\u524d\u306e\u30ec\u30d3\u30e5\u30fc\u306e\u6307\u6458\u304c\u76f4\u3063\u305f\u304b\u3092\u3001\u65b0\u3057\u3044\u30ec\u30d3\u30e5\u30fc\u306e\u5192\u982d\u306b\u4e26\u3079\u307e\u3059\u3002**\n\n**\u30d5\u30a9\u30fc\u30af\u304b\u3089\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u52d5\u304d\u307e\u305b\u3093\u3002** \u30d5\u30a9\u30fc\u30af\u304b\u3089\u52d5\u3044\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u306f\u3001`GITHUB_TOKEN` \u4ee5\u5916\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u304c\u6e21\u3055\u308c\u305a\u3001`GITHUB_TOKEN` \u3082\u8aad\u307f\u53d6\u308a\u3060\u3051\u306b\u306a\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**Claude API \u306e\u9375\u306f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u306b\u7f6e\u304f\u305f\u3081\u3001\u3053\u306e\u69cb\u6210\u306f\u793e\u5185\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002** \u5916\u90e8\u304b\u3089\u306e\u8ca2\u732e\u3092\u53d7\u3051\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u306f\u3001\u4eba\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5909\u66f4\u306e\u8a08\u753b | \u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306e `address`\u3001`actions`\u3001`before`\u3001`after`\u3001`after_unknown`\u3001\u6a5f\u5bc6\u306e\u5370 | `terraform show -json` |\n| \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206 | \u5909\u66f4\u3055\u308c\u305f\u884c\u3068\u3001\u305d\u306e\u5468\u308a | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 |\n| \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e | \u5909\u66f4\u306e\u76ee\u7684\u3001\u95a2\u4fc2\u3059\u308b\u30c1\u30b1\u30c3\u30c8 | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 |\n| \u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7 | \u6761\u9805\u756a\u53f7\u3001\u5bfe\u8c61\uff08\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u6a29\u9650\u30fb\u30ed\u30b0\u306a\u3069\uff09\u3001\u8981\u4ef6\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u304b | \u793e\u5185\u306e\u6587\u66f8\u304b\u3089\u4f5c\u308b |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7 | \u627f\u8a8d\u756a\u53f7\u3001\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u3001\u4f8b\u5916\u306e\u5185\u5bb9\u3001\u671f\u9650\u3001\u627f\u8a8d\u8005 | \u793e\u5185\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e0b\u306e2\u3064\u3067\u3059\u3002** \u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7\u306b\u306f\u3001**\u6761\u9805\u3054\u3068\u306b\u300c\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u304b\u300d\u306e\u5217\u3092\u6301\u305f\u305b\u307e\u3059\u3002** \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u6301\u3061\u3001\u305d\u3046\u3067\u306a\u3044\u6761\u9805\u3060\u3051\u304cAI\u3078\u306e\u6307\u793a\u306b\u5165\u308a\u307e\u3059\u3002\n\n**\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u306f\u3001\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u306e `address` \u3092\u5165\u308c\u3066\u304a\u304d\u307e\u3059\u3002** \u540d\u524d\u3084\u30ea\u30bd\u30fc\u30b9\u306e\u7a2e\u985e\u3060\u3051\u3067\u627f\u8a8d\u3092\u66f8\u304f\u3068\u3001**\u540c\u3058\u7a2e\u985e\u306e\u5225\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u307e\u3067\u4f8b\u5916\u304c\u5e83\u304c\u3063\u3066\u898b\u3048\u307e\u3059\u3002** \u671f\u9650\u3082\u5fc5\u305a\u5165\u308c\u3001\u671f\u9650\u5207\u308c\u306e\u4f8b\u5916\u306f\u7121\u3044\u3082\u306e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002\n\n**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3092\u5165\u308c\u308b\u306e\u306f\u3001\u6a29\u9650\u306e\u5e83\u3055\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u30d0\u30c3\u30c1\u304c\u6bce\u6669\u3053\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u66f8\u304d\u8fbc\u3080\u305f\u3081\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u304c\u8981\u308b\u7406\u7531\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u8aac\u660e\u304c\u7a7a\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u3001\u6a29\u9650\u306e\u5224\u5b9a\u304c `needs_info` \u306b\u306a\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002**","data_source":"**\u5909\u66f4\u306e\u8a08\u753b\u306f\u3001GitHub Actions \u306e\u4e2d\u3067\u4f5c\u308a\u307e\u3059\u3002** `terraform plan` \u3067\u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u66f8\u304d\u51fa\u3057\u3001`terraform show -json` \u3067JSON\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3068JSON\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6210\u679c\u7269\u3068\u3057\u3066\u5916\u306b\u6b8b\u3055\u306a\u3044\u8a2d\u5b9a\u306b\u3057\u307e\u3059\u3002** \u6a5f\u5bc6\u306e\u5024\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9 | `resource_changes` \u306e\u3046\u3061 `actions` \u304c `no-op` \u3067\u306a\u3044\u3082\u306e | \u5224\u5b9a\u306e\u5bfe\u8c61 |\n| \u5909\u66f4\u306e\u524d\u3068\u5f8c\u306e\u5024 | `change.before`\u3001`change.after` | \u4f55\u304c\u5909\u308f\u3063\u305f\u304b |\n| \u9069\u7528\u3059\u308b\u307e\u3067\u5206\u304b\u3089\u306a\u3044\u5024 | `change.after_unknown` | \u5224\u5b9a\u3092\u4fdd\u7559\u3059\u308b\u5370 |\n| \u6a5f\u5bc6\u306e\u5370 | `before_sensitive`\u3001`after_sensitive` | \u4f0f\u305b\u308b\u5024\u306e\u7279\u5b9a |\n| \u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916 | \u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u4e2d\u306e\u4e00\u89a7\u306e\u30d5\u30a1\u30a4\u30eb | \u7167\u3089\u3059\u76f8\u624b |\n\n**`after_unknown` \u3092\u898b\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u9069\u7528\u3059\u308b\u307e\u3067\u5024\u304c\u6c7a\u307e\u3089\u306a\u3044\u9805\u76ee\u306f\u3001`after` \u306b\u5024\u304c\u5165\u3089\u305a\u3001`after_unknown` \u306b\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002**\u305d\u306e\u9805\u76ee\u3092\u300c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u8aad\u3080\u3068\u3001\u6697\u53f7\u5316\u306e\u9375\u304c\u5f8c\u3067\u6c7a\u307e\u308b\u3060\u3051\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u300c\u6697\u53f7\u5316\u304c\u7121\u3044\u300d\u3068\u6307\u6458\u3057\u307e\u3059\u3002** \u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u306f\u3001\u5224\u5b9a\u3092 `unknown_until_apply` \u306b\u3057\u3066\u3001\u4eba\u306b\u56de\u3057\u307e\u3059\u3002\n\n**\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u3082\u3001\u3053\u3053\u3067\u62fe\u3044\u307e\u3059\u3002** `actions` \u304c `delete` \u3068 `create` \u306e\u7d44\u306b\u306a\u3063\u3066\u3044\u308b\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u4e00\u5ea6\u6d88\u3048\u3066\u304b\u3089\u4f5c\u308a\u76f4\u3055\u308c\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u3092\u6301\u3064\u30ea\u30bd\u30fc\u30b9\u304c\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u3068\u3001\u4e2d\u8eab\u304c\u5931\u308f\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u6761\u9805\u3068\u306f\u5225\u306b\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u5192\u982d\u306b\u5fc5\u305a\u793a\u3057\u307e\u3059\u3002\n\n**\u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916\u306e\u4e00\u89a7\u306f\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u540c\u3058\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7f6e\u304d\u307e\u3059\u3002** \u4e00\u89a7\u306e\u5909\u66f4\u3082\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u53d7\u3051\u308b\u306e\u3067\u3001**\u8ab0\u304c\u3044\u3064\u57fa\u6e96\u3084\u4f8b\u5916\u3092\u5909\u3048\u305f\u304b\u304c\u3001\u5909\u66f4\u306e\u5c65\u6b74\u3068\u3057\u3066\u6b8b\u308a\u307e\u3059\u3002**","preprocessing":"1. **\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u53d6\u308a\u51fa\u3057** \u2026 `actions` \u304c `no-op` \u306e\u30ea\u30bd\u30fc\u30b9\u306f\u9664\u304d\u307e\u3059\n2. **\u6a5f\u5bc6\u306e\u5024\u306e\u4f0f\u305b** \u2026 `before_sensitive` \u3068 `after_sensitive` \u3067\u5370\u306e\u4ed8\u3044\u305f\u5024\u3092\u3001`\"***\"` \u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\n3. **\u5024\u306e\u4f0f\u305b\u306e\u4e8c\u91cd\u78ba\u8a8d** \u2026 \u9375\u3084\u8a3c\u660e\u66f8\u306b\u898b\u3048\u308b\u6587\u5b57\u5217\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u30d1\u30bf\u30fc\u30f3\u3067\u63a2\u3057\u3066\u4f0f\u305b\u307e\u3059\n4. **\u898f\u5247\u306e\u5224\u5b9a** \u2026 \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5f53\u3066\u307e\u3059\n5. **\u4f8b\u5916\u306e\u5f53\u3066** \u2026 \u898f\u5247\u306b\u5f53\u305f\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u3042\u308a\u671f\u9650\u5185\u306a\u3089\u300c\u4f8b\u5916\u627f\u8a8d\u6e08\u307f\u300d\u3068\u3057\u307e\u3059\n6. **AI\u306b\u6e21\u3059\u7bc4\u56f2\u306e\u6c7a\u5b9a** \u2026 \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u3044\u6761\u9805\u306b\u95a2\u4fc2\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u7a2e\u985e\uff08\u6a29\u9650\u3001\u516c\u958b\u306e\u8a2d\u5b9a\u306a\u3069\uff09\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\n7. **\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u6b8b\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u591a\u3044\u3068\u304d\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066AI\u306b\u6e21\u3057\u307e\u3059\n\n**2\u756a\u76ee\u30683\u756a\u76ee\u3092\u3001\u4e21\u65b9\u3068\u3082\u884c\u3044\u307e\u3059\u3002** \u6a5f\u5bc6\u306e\u5370\u306f\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u6a5f\u5bc6\u3068\u5ba3\u8a00\u3055\u308c\u3066\u3044\u306a\u3044\u5024\u306b\u306f\u4ed8\u304d\u307e\u305b\u3093\u3002**\u5370\u3060\u3051\u306b\u983c\u308b\u3068\u3001\u5ba3\u8a00\u3092\u5fd8\u308c\u305f\u5024\u304c\u305d\u306e\u307e\u307eAI\u306b\u6e21\u308a\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u3067\u4f8b\u5916\u3092\u5f53\u3066\u308b\u306e\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u3059\u3002** \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u3001`address` \u3068\u671f\u9650\u3067\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3057\u307e\u3059\u3002**AI\u306b\u306f\u3001\u627f\u8a8d\u306e\u6587\u8a00\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b\u3068\u3044\u3046\u3001\u6587\u8108\u306e\u8981\u308b\u5224\u65ad\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u3044\u6761\u9805\u306b\u3064\u3044\u3066\u3001\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5224\u5b9a\u3057\u3001\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u5224\u5b9a\u3059\u308b\u3053\u3068 | \u6839\u62e0\u306b\u3059\u308b\u3082\u306e | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d |\n|:--|:--|:--|\n| \u6a29\u9650\u304c\u7528\u9014\u306b\u898b\u5408\u3046\u304b | \u6a29\u9650\u306e `after`\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3001\u57fa\u6e96\u306e\u6761\u9805 | `needs_info` |\n| \u516c\u958b\u306e\u7bc4\u56f2\u304c\u627f\u8a8d\u3068\u5408\u3046\u304b | \u516c\u958b\u306e\u8a2d\u5b9a\u306e `after`\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00 | `needs_info` |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b | \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00\u3068\u3001\u5909\u66f4\u306e\u5f8c\u306e\u5024 | `needs_info` |\n| \u5909\u66f4\u306b\u3088\u308b\u5f71\u97ff\u306e\u5e83\u304c\u308a | \u7f6e\u304d\u63db\u3048\uff08`delete` \u3068 `create`\uff09\u306e\u6709\u7121\u3001\u95a2\u4fc2\u3059\u308b\u30ea\u30bd\u30fc\u30b9 | \u66f8\u304b\u306a\u3044 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u627f\u8a8d\u30fb\u30de\u30fc\u30b8\u306e\u5224\u65ad | \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u898f\u5247\u3067\u5224\u5b9a\u3057\u305f\u6761\u9805\u306e\u518d\u5224\u5b9a | \u898f\u5247\u306e\u7d50\u8ad6\u3068\u98df\u3044\u9055\u3046\u3068\u3001\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308b |\n| \u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u306e\u5224\u65ad | \u4f8b\u5916\u306e\u627f\u8a8d\u306f\u6c7a\u3081\u3089\u308c\u305f\u627f\u8a8d\u8005\u304c\u884c\u3046 |\n| \u4f0f\u305b\u305f\u5024\u306e\u63a8\u6e2c | \u4f0f\u305b\u305f\u5024\u3092\u63a8\u6e2c\u3057\u3066\u66f8\u304b\u306a\u3044 |\n| \u57fa\u6e96\u306b\u7121\u3044\u89b3\u70b9\u3067\u306e\u6307\u6458 | \u6307\u6458\u306b\u306f\u5fc5\u305a\u6761\u9805\u756a\u53f7\u3092\u4ed8\u3051\u308b\u3002\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u306f\u8fd4\u3055\u306a\u3044 |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u6307\u6458\u306e\u8cea\u3092\u63c3\u3048\u308b\u8981\u3067\u3059\u3002** AI\u306f\u3001\u57fa\u6e96\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4e00\u822c\u7684\u306a\u3088\u3044\u6163\u884c\u307e\u3067\u6307\u6458\u3057\u307e\u3059\u3002**\u6761\u9805\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u843d\u3068\u3059\u3068\u3001\u6307\u6458\u306f\u3059\u3079\u3066\u793e\u5185\u306e\u57fa\u6e96\u306b\u57fa\u3065\u304f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002** \u62c5\u5f53\u306b\u3088\u3063\u3066\u6307\u6458\u304c\u9055\u3046\u3001\u3068\u3044\u3046\u8ab2\u984c\u306f\u3053\u3053\u3067\u89e3\u304d\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30af\u30e9\u30a6\u30c9\u306e\u30a4\u30f3\u30d5\u30e9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30ec\u30d3\u30e5\u30fc\u62c5\u5f53\u3067\u3059\u3002\nTerraform \u306e\u5909\u66f4\u306e\u8a08\u753b\u306e\u3046\u3061\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u304b\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u3092\u3001\n\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5224\u5b9a\u3059\u308b\u3053\u3068\u3011\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u3001\u95a2\u4fc2\u3059\u308b\u6761\u9805\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\n- verdict:\n  - compliant ..... \u6761\u9805\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\n  - violation ..... \u6761\u9805\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u306a\u3044\n  - exception_ok .. \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u3063\u3066\u3044\u308b\n  - needs_info .... \u8aac\u660e\u3084\u5024\u304c\u8db3\u308a\u305a\u5224\u65ad\u3067\u304d\u306a\u3044\n- finding: \u4f55\u304c\u554f\u984c\u304b\u30921\u301c2\u6587\u3067\n- suggestion: \u76f4\u3057\u65b9\u306e\u6848\u3092\u3001\u8a2d\u5b9a\u306e\u9805\u76ee\u540d\u3092\u6319\u3052\u30661\u301c2\u6587\u3067\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5224\u5b9a\u306b\u306f\u3001\u5fc5\u305a\u3010\u57fa\u6e96\u306e\u6761\u9805\u3011\u306e\u6761\u9805\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6761\u9805\u306b\u7121\u3044\u89b3\u70b9\u3067\u306e\u6307\u6458\u306f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \"***\" \u306f\u4f0f\u305b\u305f\u5024\u3067\u3059\u3002\u4e2d\u8eab\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- after_unknown \u304c true \u306e\u9805\u76ee\u306f\u3001\u5024\u304c\u7121\u3044\u3068\u6271\u308f\u305a needs_info \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f8b\u5916\u306e\u627f\u8a8d\u306f\u3001\u6587\u8a00\u306b\u66f8\u304b\u308c\u305f\u7bc4\u56f2\u3060\u3051\u3092\u8a8d\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5bfe\u8c61\u3084\u64cd\u4f5c\u304c\u6587\u8a00\u3088\u308a\u5e83\u3051\u308c\u3070 violation \u3067\u3059\u3002\n- \u8ff7\u3063\u305f\u3068\u304d\u306f compliant \u3092\u9078\u3070\u305a\u3001needs_info \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u627f\u8a8d\u3084\u30de\u30fc\u30b8\u306b\u3064\u3044\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u57fa\u6e96\u306e\u6761\u9805\u3011{policy_clauses}\n\u3010\u4f8b\u5916\u306e\u627f\u8a8d\u3011{exceptions}\n\u3010\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3011{pr_description}\n\u3010\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3011{resource_changes_masked}\n```\n\n**\u300cafter_unknown \u3092\u5024\u304c\u7121\u3044\u3068\u6271\u308f\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u8aa4\u3063\u305f\u6307\u6458\u304c\u6700\u3082\u591a\u304f\u51fa\u307e\u3059\u3002** \u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u306f\u3001JSON\u3067\u306f\u7a7a\u306b\u898b\u3048\u307e\u3059\u3002**AI\u306f\u305d\u308c\u3092\u300c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u8aad\u307f\u307e\u3059\u3002**\n\n**\u300c\u4f8b\u5916\u306e\u627f\u8a8d\u306f\u3001\u6587\u8a00\u306b\u66f8\u304b\u308c\u305f\u7bc4\u56f2\u3060\u3051\u300d\u306f\u3001\u4f8b\u5916\u306e\u5e83\u304c\u308a\u3092\u6b62\u3081\u308b\u305f\u3081\u306e\u6307\u793a\u3067\u3059\u3002** \u300c\u8aad\u307f\u53d6\u308a\u306e\u6a29\u9650\u3092\u4f8b\u5916\u3068\u3057\u3066\u8a31\u53ef\u300d\u3068\u3044\u3046\u627f\u8a8d\u306b\u5bfe\u3057\u3066\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u3092\u8db3\u3059\u5909\u66f4\u3092 `exception_ok` \u306b\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"address\": \"\",\n  \"action\": \"create | update | delete | replace\",\n  \"findings\": [\n    {\n      \"clause_id\": \"\",\n      \"verdict\": \"compliant | violation | exception_ok | needs_info\",\n      \"finding\": \"\",\n      \"suggestion\": \"\",\n      \"exception_id\": \"\"\n    }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u898f\u5247\u306e\u5224\u5b9a\u3068AI\u306e\u5224\u5b9a\u3092\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u898f\u5247\u306e\u7d50\u679c\u3082\u3001`clause_id` \u3068 `verdict` \u3092\u6301\u3064\u540c\u3058\u5f62\u306e\u884c\u306b\u3057\u307e\u3059\u3002**\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u306f\u3001\u3069\u3061\u3089\u306e\u5224\u5b9a\u304b\u3092\u300c\u898f\u5247\u300d\u300cAI\u300d\u306e\u5370\u3067\u793a\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u30c1\u30a7\u30c3\u30af\u306e\u6210\u5426\u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u30c1\u30a7\u30c3\u30af\u306e\u7d50\u679c | \u6761\u4ef6 |\n|:--|:--|\n| \u5931\u6557 | \u898f\u5247\u306e\u5224\u5b9a\u3067 `violation` \u304c1\u3064\u3067\u3082\u3042\u308b |\n| \u6ce8\u610f\uff08\u6210\u529f\u306e\u307e\u307e\uff09 | AI\u306e\u5224\u5b9a\u3067 `violation` \u304b `needs_info` \u304c\u3042\u308b |\n| \u6210\u529f | \u3059\u3079\u3066 `compliant` \u304b `exception_ok` |\n\n**AI\u306e `violation` \u3060\u3051\u3067\u306f\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3057\u307e\u305b\u3093\u3002** AI\u306e\u5224\u5b9a\u306f\u8aa4\u308b\u3053\u3068\u304c\u3042\u308a\u3001**\u8aa4\u3063\u305f\u5931\u6557\u3067\u30de\u30fc\u30b8\u304c\u6b62\u307e\u308b\u3068\u3001\u958b\u767a\u306e\u30c1\u30fc\u30e0\u306f\u3053\u306e\u4ed5\u7d44\u307f\u3092\u4fe1\u7528\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u3002** AI\u306e\u6307\u6458\u306f\u6ce8\u610f\u3068\u3057\u3066\u793a\u3057\u3001\u62c5\u5f53\u304c\u8aad\u3093\u3067\u5dee\u3057\u623b\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`clause_id` \u306e\u7121\u3044\u6307\u6458\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u843d\u3068\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u6761\u9805\u306e\u4e00\u89a7\u306b\u7121\u3044\u756a\u53f7\u304c\u8fd4\u3063\u3066\u304d\u305f\u3068\u304d\u3082\u3001\u540c\u3058\u304f\u843d\u3068\u3057\u307e\u3059\u3002\n\n**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u8fd4\u3059\u30ec\u30d3\u30e5\u30fc\u306e\u672c\u6587\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002**\n\n```\n\u3010\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u30c1\u30a7\u30c3\u30af\u3011\u7d50\u679c\uff1a\u6ce8\u610f\uff08\u898f\u5247\u306e\u9055\u53cd\u306a\u3057\uff09\n\u57fa\u6e96\u306e\u4e00\u89a7\uff1apolicy\/clauses.yaml @ 3f2a1c9\u3000\u4f8b\u5916\u306e\u4e00\u89a7\uff1a@ 3f2a1c9\n\n\u3010\u898f\u5247\u3011\n - storage.logs_bucket\u3000SEC-07 \u6697\u53f7\u5316 \u2026\u2026 compliant\n - network.app_sg\u3000SEC-12 \u7ba1\u7406\u7528\u30dd\u30fc\u30c8\u306e\u958b\u653e \u2026\u2026 exception_ok\uff08EX-2026-031\u3001\u671f\u9650 2026-12-31\uff09\n\n\u3010AI\u3011\n - iam.batch_writer\u3000SEC-21 \u6a29\u9650\u306f\u5fc5\u8981\u306a\u64cd\u4f5c\u3068\u30ea\u30bd\u30fc\u30b9\u306b\u9650\u308b \u2026\u2026 violation\n   \u6307\u6458\uff1a\u66f8\u304d\u8fbc\u307f\u306e\u5bfe\u8c61\u304c\u3059\u3079\u3066\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u306a\u3063\u3066\u3044\u308b\n   \u76f4\u3057\u65b9\u306e\u6848\uff1a\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u3001\u8aac\u660e\u306b\u3042\u308b1\u3064\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u9650\u308b\n\n\u3010\u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u3011 1\u4ef6\uff08kms_key \u306e\u53c2\u7167\uff09\n\u3010\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u3011 \u306a\u3057\n```\n\n**\u5192\u982d\u306b\u3001\u5224\u5b9a\u306b\u4f7f\u3063\u305f\u4e00\u89a7\u306e\u7248\u3092\u5fc5\u305a\u8f09\u305b\u307e\u3059\u3002** \u4e00\u89a7\u304c\u5f8c\u304b\u3089\u5909\u308f\u3063\u3066\u3082\u3001\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u3069\u306e\u57fa\u6e96\u3067\u51fa\u3055\u308c\u305f\u304b\u3092\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u4e0a\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| GitHub Actions | `pull_request` \u306e\u30a4\u30d9\u30f3\u30c8 | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u52d5\u304b\u3059 |\n| Terraform | `terraform plan`\u3001`terraform show -json` | \u5909\u66f4\u306e\u8a08\u753b\u3092JSON\u3067\u66f8\u304d\u51fa\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u898f\u5247\u3067\u8a00\u3048\u306a\u3044\u5909\u66f4\u306e\u5224\u5b9a |\n| GitHub \u306eREST API | Create a review for a pull request | \u5224\u5b9a\u3092\u307e\u3068\u3081\u30661\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u3057\u3066\u8fd4\u3059 |\n\n**\u30ec\u30d3\u30e5\u30fc\u306f\u3001`event` \u3092 `COMMENT` \u306b\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3053\u306eAPI\u306e `event` \u306b\u306f `APPROVE`\u3001`REQUEST_CHANGES`\u3001`COMMENT` \u304c\u3042\u308a\u3001**`APPROVE` \u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u627f\u8a8d\u306f\u4eba\u304c\u884c\u3046\u305f\u3081\u3067\u3059\u3002\u6307\u6458\u306f\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b `comments` \u306e\u914d\u5217\u306b\u5165\u308c\u3001`path` \u3068 `line` \u3067\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u8a72\u5f53\u884c\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n**\u6307\u6458\u306f1\u56de\u306e\u30ec\u30d3\u30e5\u30fc\u306b\u307e\u3068\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3053\u306eAPI\u3067\u77ed\u3044\u9593\u306b\u591a\u304f\u306e\u6295\u7a3f\u3092\u3059\u308b\u3068\u3001\u4e8c\u6b21\u7684\u306a\u5229\u7528\u306e\u5236\u9650\u306b\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6307\u6458\u3054\u3068\u306b\u5225\u3005\u306b\u6295\u7a3f\u305b\u305a\u30011\u56de\u306e\u5b9f\u884c\u30671\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u306b\u3057\u307e\u3059\u3002**\n\n**\u30af\u30e9\u30a6\u30c9\u306e\u74b0\u5883\u306b\u306f\u3001\u3053\u306e\u4ed5\u7d44\u307f\u304b\u3089\u306f\u4f55\u3082\u9069\u7528\u3057\u307e\u305b\u3093\u3002** `terraform apply` \u306f\u3001\u5f93\u6765\u3069\u304a\u308a\u30de\u30fc\u30b8\u306e\u5f8c\u306e\u624b\u9806\u3067\u4eba\u304c\u627f\u8a8d\u3057\u3066\u884c\u3044\u307e\u3059\u3002","human_review":"**\u627f\u8a8d\u3059\u308b\u304b\u5dee\u3057\u623b\u3059\u304b\u306f\u3001\u3059\u3079\u3066\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\u3002**\n\n1. **\u30c1\u30a7\u30c3\u30af\u304c\u5931\u6557\u306e\u3082\u306e\u3092\u5148\u306b\u898b\u308b** \u2026 \u898f\u5247\u306b\u5f53\u305f\u3063\u305f\u5909\u66f4\u3067\u3059\u3002**\u591a\u304f\u306f\u76f4\u3057\u3066\u3082\u3089\u3048\u3070\u6e08\u307f\u307e\u3059**\n2. **\u6ce8\u610f\u306e\u3042\u308b\u3082\u306e\u3092\u898b\u308b** \u2026 AI\u306e `violation` \u3068 `needs_info` \u3067\u3059\u3002**\u6307\u6458\u304c\u6761\u9805\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u307e\u3059**\n3. **`unknown_until_apply` \u306e\u9805\u76ee\u3092\u898b\u308b** \u2026 \u9069\u7528\u3059\u308b\u307e\u3067\u5024\u304c\u6c7a\u307e\u3089\u306a\u3044\u9805\u76ee\u3067\u3001**\u9069\u7528\u306e\u5f8c\u306b\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059**\n4. **\u6210\u529f\u306e\u3082\u306e\u306f\u8981\u70b9\u3060\u3051\u3092\u898b\u308b** \u2026 \u5909\u308f\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u4e00\u89a7\u3068\u3001\u7f6e\u304d\u63db\u3048\u306e\u6709\u7121\u3060\u3051\u3092\u78ba\u304b\u3081\u3066\u627f\u8a8d\u3057\u307e\u3059\n5. **AI\u306e\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u6761\u9805\u306e\u5224\u5b9a\u3092\u3001\u306a\u305c\u8986\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** AI\u306e\u6307\u6458\u306f\u3001\u6761\u9805\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u3066\u3082\u3001**\u6761\u9805\u306e\u8aad\u307f\u65b9\u3092\u8aa4\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u8aa4\u3063\u305f\u6307\u6458\u306e\u307e\u307e\u5dee\u3057\u623b\u3059\u3068\u3001\u958b\u767a\u306e\u30c1\u30fc\u30e0\u306b\u7121\u99c4\u306a\u4fee\u6b63\u3092\u3055\u305b\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef66\u5206\u3067\u3059\u3002** \u6210\u529f\u306e\u3082\u306e\u306f1\u301c2\u5206\u3067\u3001\u6ce8\u610f\u306e\u3042\u308b\u3082\u306e\u306f\u6307\u6458\u306e\u78ba\u8a8d\u306710\u5206\u524d\u5f8c\u304b\u304b\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| `terraform plan` \u304c\u5931\u6557\u3057\u305f | \u5224\u5b9a\u3092\u305b\u305a\u3001\u8a08\u753b\u304c\u4f5c\u308c\u306a\u304b\u3063\u305f\u3053\u3068\u3092\u30b3\u30e1\u30f3\u30c8\u3067\u8fd4\u3059 |\n| \u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u304c\u975e\u5e38\u306b\u591a\u3044 | \u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066AI\u306b\u6e21\u3059\u3002**\u305d\u308c\u3067\u3082\u591a\u3051\u308c\u3070\u898f\u5247\u306e\u5224\u5b9a\u3060\u3051\u3092\u8fd4\u3057\u3001\u4eba\u306b\u56de\u3059** |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u304c\u671f\u9650\u5207\u308c | \u4f8b\u5916\u304c\u7121\u3044\u3082\u306e\u3068\u3057\u3066\u898f\u5247\u306e\u7d50\u679c\u3092\u8fd4\u3057\u3001\u671f\u9650\u5207\u308c\u3092\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304f |\n| \u6761\u9805\u306e\u4e00\u89a7\u306b\u7121\u3044\u756a\u53f7\u304c\u8fd4\u3063\u305f | \u305d\u306e\u6307\u6458\u3092\u843d\u3068\u3059 |\n| Claude API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u898f\u5247\u306e\u5224\u5b9a\u3060\u3051\u3092\u8fd4\u3057\u3001\u300cAI\u306e\u5224\u5b9a\u306a\u3057\u300d\u3068\u660e\u8a18\u3059\u308b |\n| \u30d5\u30a9\u30fc\u30af\u304b\u3089\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 | \u52d5\u304b\u306a\u3044\u3002\u4eba\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b |\n| \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306e\u5909\u66f4\u3060\u3051 | `paths` \u306e\u6307\u5b9a\u3067\u52d5\u304b\u306a\u3044 |\n| \u30ea\u30bd\u30fc\u30b9\u306e\u524a\u9664\u3060\u3051\u306e\u5909\u66f4 | \u5224\u5b9a\u306e\u5bfe\u8c61\u3092\u524a\u9664\u306e\u5f71\u97ff\uff08\u30ed\u30b0\u306e\u4fdd\u7ba1\u5148\u304c\u6d88\u3048\u308b\u306a\u3069\uff09\u306e\u6761\u9805\u306b\u7d5e\u308b |\n| \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u304c\u7a7a | \u6a29\u9650\u306e\u5224\u5b9a\u304c `needs_info` \u306b\u306a\u308b\u3002**\u8aac\u660e\u3092\u66f8\u304f\u3088\u3046\u4fc3\u3059\u30b3\u30e1\u30f3\u30c8\u3092\u6dfb\u3048\u308b** |\n\n**\u4e0a\u304b\u30895\u884c\u76ee\u306e\u3068\u304d\u3001\u898f\u5247\u306e\u5224\u5b9a\u306f\u5fc5\u305a\u8fd4\u3057\u307e\u3059\u3002** AI\u304c\u6b62\u307e\u3063\u3066\u3082\u3001\u8a00\u3044\u5207\u308c\u308b\u6761\u9805\u306e\u898b\u843d\u3068\u3057\u306f\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002","log_storage":"- \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u756a\u53f7\u3068\u3001\u5224\u5b9a\u3057\u305f\u6642\u70b9\u306e\u30b3\u30df\u30c3\u30c8\n- **\u5224\u5b9a\u306b\u4f7f\u3063\u305f\u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7\u3068\u4f8b\u5916\u306e\u4e00\u89a7\u306e\u7248**\uff08\u540c\u3058\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30b3\u30df\u30c3\u30c8\uff09\n- \u898f\u5247\u306e\u5224\u5b9a\u3068AI\u306e\u5224\u5b9a\u306e\u5168\u4f53\uff08\u4f0f\u305b\u305f\u5f8c\u306e\u5165\u529b\u3068\u3001\u8fd4\u3063\u305fJSON\uff09\n- \u8fd4\u3057\u305f\u30ec\u30d3\u30e5\u30fc\n- **\u62c5\u5f53\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332**\n- \u4f0f\u305b\u308b\u524d\u306e\u5909\u66f4\u306e\u8a08\u753b\u306f\u6b8b\u3055\u306a\u3044\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u610f\u56f3\u3057\u3066\u6b8b\u3055\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6a5f\u5bc6\u306e\u5024\u3092\u542b\u3080\u8a08\u753b\u3092\u30ed\u30b0\u306b\u6b8b\u3059\u3068\u3001**\u30ed\u30b0\u305d\u306e\u3082\u306e\u304c\u6f0f\u3048\u3044\u306e\u7d4c\u8def\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u62c5\u5f53\u304c\u8986\u3057\u305f\u8a18\u9332\u306f\u3001\u898f\u5247\u3068AI\u3078\u306e\u6307\u793a\u306e\u4e21\u65b9\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u6761\u9805\u3067AI\u306e `violation` \u304c\u8986\u3055\u308c\u7d9a\u3051\u308b\u306a\u3089\u3001**\u305d\u306e\u6761\u9805\u306f\u898f\u5247\u3067\u66f8\u3051\u308b\u304b\u3001\u6761\u9805\u306e\u66f8\u304d\u65b9\u304c\u66d6\u6627\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":160,"assumption_workdays":20,"volume_month":160,"before_minutes_per_case":15,"after_minutes_per_case":6,"hourly_cost":5500,"before_hours_month":40,"after_hours_month":16,"saved_hours_month":24,"reduction_rate":60,"saved_hours_year":288,"annual_cost_effect":1584000,"summary":"\u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\uff08Terraform \u7b49\uff09\u306e\u5909\u66f4\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306b\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u307e\u3059\u3002\u516c\u958b\u7bc4\u56f2\u30fb\u6697\u53f7\u5316\u30fb\u6a29\u9650\u30fb\u30ed\u30b0\u306e\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u3001\u30de\u30fc\u30b8\u306e\u524d\u306b\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u958b\u767a\u306e\u30c1\u30fc\u30e0\u304c\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51fa\u3057\u3001GitHub Actions \u304c\u5909\u66f4\u306e\u8a08\u753b\u3092\u4f5c\u3063\u3066\u30b3\u30e1\u30f3\u30c8\u306b\u8cbc\u308b\n2. \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u4f9d\u983c\u3092\u53d7\u3051\u3066\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u958b\u304f\n3. \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3068\u5909\u66f4\u306e\u8a08\u753b\u3092\u8aad\u307f\u3001\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u4f55\u304c\u5909\u308f\u308b\u304b\u3092\u628a\u63e1\u3059\u308b\n4. \u516c\u958b\u7bc4\u56f2\u3001\u6697\u53f7\u5316\u3001\u6a29\u9650\u3001\u30ed\u30b0\u306b\u3064\u3044\u3066\u3001\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u78ba\u304b\u3081\u308b\n5. \u57fa\u6e96\u306b\u5408\u308f\u306a\u3044\u8a2d\u5b9a\u304c\u3042\u308c\u3070\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u8a72\u5f53\u3059\u308b\u3082\u306e\u304c\u3042\u308b\u304b\u3092\u63a2\u3059\n6. \u6307\u6458\u3068\u76f4\u3057\u65b9\u3092\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304f\u3002\u554f\u984c\u304c\u7121\u3051\u308c\u3070\u627f\u8a8d\u3059\u308b\n\n**\uff08a\uff09\u4ef6\u6570\u306b\u30ec\u30d3\u30e5\u30fc\u304c\u8ffd\u3044\u3064\u304b\u306a\u3044\u3002** 1\u4ef615\u5206\u3067\u3082\u6708160\u4ef6\u306740\u6642\u9593\u3067\u3059\u3002**3\u540d\u306e\u3046\u3061\u8ab0\u304b\u304c\u4f11\u3080\u3068\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c1\u65e5\u4ee5\u4e0a\u6b62\u307e\u308a\u3001\u958b\u767a\u306e\u30c1\u30fc\u30e0\u304b\u3089\u50ac\u4fc3\u304c\u6765\u307e\u3059\u3002**\n\n**\uff08b\uff09\u4f55\u3092\u6307\u6458\u3059\u308b\u304b\u304c\u62c5\u5f53\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u6a29\u9650\u306e\u5e83\u3055\u3092\u3069\u3053\u307e\u3067\u8a31\u3059\u304b\u306f\u3001\u62c5\u5f53\u306e\u7d4c\u9a13\u3067\u5224\u65ad\u304c\u5206\u304b\u308c\u307e\u3059\u3002**\u540c\u3058\u66f8\u304d\u65b9\u306e\u6a29\u9650\u304c\u3001\u3042\u308b\u62c5\u5f53\u3067\u306f\u901a\u308a\u3001\u5225\u306e\u62c5\u5f53\u3067\u306f\u5dee\u3057\u623b\u3055\u308c\u307e\u3059\u3002**\n\n**\uff08c\uff09\u5909\u66f4\u306e\u8a08\u753b\u304c\u9577\u3044\u3068\u3001\u898b\u843d\u3068\u3059\u3002** \u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u66f4\u65b0\u3067\u6570\u5341\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u540c\u6642\u306b\u5909\u308f\u308b\u3068\u3001**\u305d\u306e\u4e2d\u306e1\u3064\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a31\u53ef\u306e\u5909\u66f4\u304c\u3001\u4ed6\u306e\u5909\u66f4\u306b\u57cb\u3082\u308c\u307e\u3059\u3002**\n\n**\uff08d\uff09\u4f8b\u5916\u306e\u627f\u8a8d\u3092\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u57fa\u6e96\u306b\u5408\u308f\u306a\u3044\u8a2d\u5b9a\u306e\u3046\u3061\u3001\u591a\u304f\u306f\u4f8b\u5916\u3068\u3057\u3066\u627f\u8a8d\u6e08\u307f\u3067\u3059\u3002**\u627f\u8a8d\u6e08\u307f\u304b\u3092\u4e00\u89a7\u304b\u3089\u63a2\u3059\u6642\u9593\u304c\u3001\u6307\u6458\u3092\u66f8\u304f\u6642\u9593\u3088\u308a\u9577\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","before_flow_steps":["\u958b\u767a\u306e\u30c1\u30fc\u30e0\u304c\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51fa\u3057\u3001GitHub Actions \u304c\u5909\u66f4\u306e\u8a08\u753b\u3092\u4f5c\u3063\u3066\u30b3\u30e1\u30f3\u30c8\u306b\u8cbc\u308b","\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u4f9d\u983c\u3092\u53d7\u3051\u3066\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u958b\u304f","\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206\u3068\u5909\u66f4\u306e\u8a08\u753b\u3092\u8aad\u307f\u3001\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u4f55\u304c\u5909\u308f\u308b\u304b\u3092\u628a\u63e1\u3059\u308b","\u516c\u958b\u7bc4\u56f2\u3001\u6697\u53f7\u5316\u3001\u6a29\u9650\u3001\u30ed\u30b0\u306b\u3064\u3044\u3066\u3001\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u78ba\u304b\u3081\u308b","\u57fa\u6e96\u306b\u5408\u308f\u306a\u3044\u8a2d\u5b9a\u304c\u3042\u308c\u3070\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u8a72\u5f53\u3059\u308b\u3082\u306e\u304c\u3042\u308b\u304b\u3092\u63a2\u3059","\u6307\u6458\u3068\u76f4\u3057\u65b9\u3092\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304f\u3002\u554f\u984c\u304c\u7121\u3051\u308c\u3070\u627f\u8a8d\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u958b\u304b\u308c\u308b\u304b\u66f4\u65b0\u3055\u308c\u308b\u3068\u3001GitHub Actions \u304c\u52d5\u304d\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092JSON\u3067\u66f8\u304d\u51fa\u3059\n2. **\u3010\u81ea\u52d5\u3011** \u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3001\u6a5f\u5bc6\u306e\u5024\u3092\u4f0f\u305b\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u898f\u5247\u3067\u8a00\u3044\u5207\u308c\u308b\u6761\u9805\uff08\u6697\u53f7\u5316\u306e\u7121\u52b9\u3001\u3059\u3079\u3066\u306e\u9001\u4fe1\u5143\u3078\u306e\u958b\u653e\u306a\u3069\uff09\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5224\u5b9a\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u898f\u5247\u3067\u8a00\u3044\u5207\u308c\u306a\u3044\u5909\u66f4\u306b\u3064\u3044\u3066\u3001Claude API \u304c\u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u3001\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u66f8\u304f\n5. **\u3010\u81ea\u52d5\u3011** \u5224\u5b9a\u3092\u307e\u3068\u3081\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u8fd4\u3059\u3002\u91cd\u3044\u6307\u6458\u304c\u3042\u308c\u3070\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3059\u308b\n6. **\u3010\u4eba\u3011** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u3001\u6307\u6458\u306e\u3042\u308b\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u512a\u5148\u3057\u3066\u8aad\u307f\u3001\u627f\u8a8d\u3059\u308b\u304b\u5dee\u3057\u623b\u3059\u304b\u3092\u6c7a\u3081\u308b\n7. **\u3010\u4eba\u3011** \u6307\u6458\u306e\u7121\u3044\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u3001\u8981\u70b9\u3060\u3051\u3092\u78ba\u304b\u3081\u3066\u627f\u8a8d\u3059\u308b\n\n**3\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u898f\u5247\u3067\u8a00\u3048\u308b\u6761\u9805\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5224\u5b9a\u3059\u308b\u3068\u3001**\u305d\u306e\u6307\u6458\u306e\u6839\u62e0\u306f\u300c\u898f\u5247\u306b\u5f53\u305f\u3063\u305f\u300d\u3067\u3001\u8ab0\u304c\u898b\u3066\u3082\u540c\u3058\u7d50\u8ad6\u306b\u306a\u308a\u307e\u3059\u3002** AI\u306b\u898b\u305b\u308b\u306e\u306f\u3001\u898f\u5247\u3067\u8a00\u3048\u306a\u3044\u6b8b\u308a\u3060\u3051\u3067\u3059\u3002\n\n**6\u756a\u76ee\u30687\u756a\u76ee\u3067\u3001\u627f\u8a8d\u3059\u308b\u306e\u306f\u5e38\u306b\u4eba\u3067\u3059\u3002** AI\u306e\u5224\u5b9a\u304c\u300c\u554f\u984c\u306a\u3057\u300d\u3067\u3082\u3001\u627f\u8a8d\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u306e\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u3067\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u958b\u304b\u308c\u308b\u304b\u66f4\u65b0\u3055\u308c\u308b\u3068\u3001GitHub Actions \u304c\u52d5\u304d\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092JSON\u3067\u66f8\u304d\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3001\u6a5f\u5bc6\u306e\u5024\u3092\u4f0f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u898f\u5247\u3067\u8a00\u3044\u5207\u308c\u308b\u6761\u9805\uff08\u6697\u53f7\u5316\u306e\u7121\u52b9\u3001\u3059\u3079\u3066\u306e\u9001\u4fe1\u5143\u3078\u306e\u958b\u653e\u306a\u3069\uff09\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5224\u5b9a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u898f\u5247\u3067\u8a00\u3044\u5207\u308c\u306a\u3044\u5909\u66f4\u306b\u3064\u3044\u3066\u3001Claude API \u304c\u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u3001\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u66f8\u304f","**\u3010\u81ea\u52d5\u3011** \u5224\u5b9a\u3092\u307e\u3068\u3081\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u3057\u3066\u8fd4\u3059\u3002\u91cd\u3044\u6307\u6458\u304c\u3042\u308c\u3070\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3059\u308b","**\u3010\u4eba\u3011** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u3001\u6307\u6458\u306e\u3042\u308b\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u512a\u5148\u3057\u3066\u8aad\u307f\u3001\u627f\u8a8d\u3059\u308b\u304b\u5dee\u3057\u623b\u3059\u304b\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u6307\u6458\u306e\u7121\u3044\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u3001\u8981\u70b9\u3060\u3051\u3092\u78ba\u304b\u3081\u3066\u627f\u8a8d\u3059\u308b"],"architecture":"```\n\u958b\u767a\u306e\u30c1\u30fc\u30e0\u304c\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51fa\u3059\uff08\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5909\u66f4\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011pull_request\uff08opened\uff0fsynchronize\uff0freopened\uff09\nGitHub Actions\n   \u251c\u2500\u2500\u25b6 terraform plan \u2192 terraform show -json \u3067\u5909\u66f4\u306e\u8a08\u753b\u3092JSON\u306b\n   \u25bc\n\u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\uff09\n   \u251c\u2500\u2500\u25b6 resource_changes \u304b\u3089\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3092\u53d6\u308a\u51fa\u3059\n   \u251c\u2500\u2500\u25b6 before_sensitive\uff0fafter_sensitive \u3067\u6a5f\u5bc6\u306e\u5024\u3092\u4f0f\u305b\u308b\n   \u251c\u2500\u2500\u25b6 \u898f\u5247\u306e\u5224\u5b9a\uff08\u6697\u53f7\u5316\u30fb\u958b\u653e\u30fb\u30ed\u30b0\u306e\u6709\u7121\uff09\n   \u25bc\nClaude API \u2500\u2500 \u898f\u5247\u3067\u8a00\u3048\u306a\u3044\u5909\u66f4\u306e\u5224\u5b9a\n   \u2502   \u2460 \u6a29\u9650\u306e\u5e83\u3055   \u2461 \u516c\u958b\u306e\u7bc4\u56f2\u3068\u627f\u8a8d   \u2462 \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u7bc4\u56f2\n   \u2502   \u2463 \u6761\u9805\u756a\u53f7\u3068\u6307\u6458   \u2464 \u76f4\u3057\u65b9\u306e\u6848\n   \u25bc\n\u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0 \u2500\u2500 \u307e\u3068\u3081\u30661\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u3057\u3066\u8fd4\u3059\uff08COMMENT\uff09\n   \u25bc\n\u3010\u4eba\u3011\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u627f\u8a8d\uff0f\u5dee\u3057\u623b\u3057\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u51e6\u7406 | Claude API\uff08\u898f\u5247\u3067\u8a00\u3048\u306a\u3044\u5909\u66f4\u306e\u5224\u5b9a\u3001\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\uff09 | OpenAI API\u3001Gemini API |\n| \u9023\u643a | Python\uff08\u8a08\u753b\u306e\u53d6\u308a\u51fa\u3057\u3001\u6a5f\u5bc6\u306e\u5024\u306e\u4f0f\u305b\u3001\u898f\u5247\u306e\u5224\u5b9a\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u6295\u7a3f\uff09 | Google Apps Script |\n| CI | GitHub Actions | GitLab CI\/CD |\n| \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb | Terraform | OpenTofu\u3001AWS CloudFormation |\n\n**\u30ea\u30dd\u30b8\u30c8\u30ea\u3068 GitHub Actions \u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u65b0\u3057\u304f\u4f5c\u308b\u306e\u306f\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u3001**\u6a5f\u68b0\u304c\u8aad\u3081\u308b\u5f62\u306b\u3057\u305f\u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7**\u3001**\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7**\u306e3\u3064\u3067\u3059\u3002\n\n**\u5165\u529b\u306b\u3059\u308b\u306e\u306f\u3001Terraform \u306e\u5909\u66f4\u306e\u8a08\u753b\u306eJSON\u3067\u3059\u3002** `terraform show -json` \u306b\u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u6e21\u3059\u3068\u3001\u8a08\u753b\u3092JSON\u3067\u66f8\u304d\u51fa\u305b\u307e\u3059\u3002**`resource_changes` \u306e\u914d\u5217\u306b\u3001\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306e `address` \u3068 `change` \u304c\u4e26\u3073\u307e\u3059\u3002** `change` \u306e `actions` \u306f `create`\u3001`update`\u3001`delete`\u3001\u7f6e\u304d\u63db\u3048\uff08`delete` \u3068 `create` \u306e\u7d44\uff09\u306a\u3069\u3067\u3001**`before` \u3068 `after` \u306b\u5909\u66f4\u306e\u524d\u3068\u5f8c\u306e\u5024\u304c\u5165\u308a\u307e\u3059\u3002**\n\n**\u6c17\u3092\u3064\u3051\u308b\u306e\u306f\u3001\u6a5f\u5bc6\u306e\u5024\u3067\u3059\u3002** JSON\u306e\u51fa\u529b\u306e\u4e2d\u3067\u306f\u6a5f\u5bc6\u306e\u5024\u306f\u4f0f\u305b\u3089\u308c\u3066\u304a\u3089\u305a\u3001**\u3069\u306e\u5024\u304c\u6a5f\u5bc6\u304b\u3092 `before_sensitive` \u3068 `after_sensitive` \u304c\u793a\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e2\u3064\u3092 `before` \u3068 `after` \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u8aa4\u3063\u3066\u8868\u793a\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002**AI\u306b\u6e21\u3059\u524d\u306b\u3001\u6a5f\u5bc6\u3068\u793a\u3055\u308c\u305f\u5024\u3092\u3059\u3079\u3066\u4f0f\u305b\u307e\u3059\u3002**\n\n**\u5224\u5b9a\u306e\u53d7\u3051\u53d6\u308a\u65b9\u306f\u3001Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3059\u3002** \u30ea\u30af\u30a8\u30b9\u30c8\u306e `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u8fd4\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305fJSON\u306b\u306a\u308a\u307e\u3059\u3002**\u5224\u5b9a\u306e\u5024\u3092 `enum` \u3067\u56fa\u5b9a\u3067\u304d\u308b\u306e\u3067\u3001\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3059\u308b\u304b\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002** `enum` \u306e\u6587\u5b57\u5217\u306f\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u304c\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6bd4\u3079\u308b\u3068\u304d\u306f\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u3092\u533a\u5225\u3057\u307e\u305b\u3093\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u958b\u304b\u308c\u305f\u3068\u304d\u3001\u66f4\u65b0\u3055\u308c\u305f\u3068\u304d\u3001\u958b\u304d\u76f4\u3055\u308c\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** GitHub Actions \u306e `pull_request` \u306e\u30a4\u30d9\u30f3\u30c8\u306f\u3001\u65e2\u5b9a\u3067\u3053\u306e3\u3064\uff08`opened`\u3001`synchronize`\u3001`reopened`\uff09\u3067\u52d5\u304d\u307e\u3059\u3002**`paths` \u306e\u6307\u5b9a\u3067\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002** \u30a2\u30d7\u30ea\u306e\u30b3\u30fc\u30c9\u3060\u3051\u306e\u5909\u66f4\u3067\u52d5\u304b\u3059\u3068\u3001\u6bce\u56de\u7a7a\u306e\u5224\u5b9a\u304c\u8fd4\u308a\u307e\u3059\u3002\n\n**\u66f4\u65b0\u306e\u305f\u3073\u306b\u3001\u30ec\u30d3\u30e5\u30fc\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u6307\u6458\u3092\u53d7\u3051\u3066\u958b\u767a\u306e\u30c1\u30fc\u30e0\u304c\u76f4\u3059\u3068\u3001\u65b0\u3057\u3044\u5909\u66f4\u306e\u8a08\u753b\u3067\u3082\u3046\u4e00\u5ea6\u5224\u5b9a\u3057\u307e\u3059\u3002**\u524d\u306e\u30ec\u30d3\u30e5\u30fc\u306e\u6307\u6458\u304c\u76f4\u3063\u305f\u304b\u3092\u3001\u65b0\u3057\u3044\u30ec\u30d3\u30e5\u30fc\u306e\u5192\u982d\u306b\u4e26\u3079\u307e\u3059\u3002**\n\n**\u30d5\u30a9\u30fc\u30af\u304b\u3089\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u52d5\u304d\u307e\u305b\u3093\u3002** \u30d5\u30a9\u30fc\u30af\u304b\u3089\u52d5\u3044\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u306f\u3001`GITHUB_TOKEN` \u4ee5\u5916\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u304c\u6e21\u3055\u308c\u305a\u3001`GITHUB_TOKEN` \u3082\u8aad\u307f\u53d6\u308a\u3060\u3051\u306b\u306a\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**Claude API \u306e\u9375\u306f\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u306b\u7f6e\u304f\u305f\u3081\u3001\u3053\u306e\u69cb\u6210\u306f\u793e\u5185\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002** \u5916\u90e8\u304b\u3089\u306e\u8ca2\u732e\u3092\u53d7\u3051\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u306f\u3001\u4eba\u304c\u30ec\u30d3\u30e5\u30fc\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5909\u66f4\u306e\u8a08\u753b | \u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306e `address`\u3001`actions`\u3001`before`\u3001`after`\u3001`after_unknown`\u3001\u6a5f\u5bc6\u306e\u5370 | `terraform show -json` |\n| \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u5dee\u5206 | \u5909\u66f4\u3055\u308c\u305f\u884c\u3068\u3001\u305d\u306e\u5468\u308a | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 |\n| \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e | \u5909\u66f4\u306e\u76ee\u7684\u3001\u95a2\u4fc2\u3059\u308b\u30c1\u30b1\u30c3\u30c8 | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 |\n| \u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7 | \u6761\u9805\u756a\u53f7\u3001\u5bfe\u8c61\uff08\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u6a29\u9650\u30fb\u30ed\u30b0\u306a\u3069\uff09\u3001\u8981\u4ef6\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u304b | \u793e\u5185\u306e\u6587\u66f8\u304b\u3089\u4f5c\u308b |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7 | \u627f\u8a8d\u756a\u53f7\u3001\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u3001\u4f8b\u5916\u306e\u5185\u5bb9\u3001\u671f\u9650\u3001\u627f\u8a8d\u8005 | \u793e\u5185\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e0b\u306e2\u3064\u3067\u3059\u3002** \u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7\u306b\u306f\u3001**\u6761\u9805\u3054\u3068\u306b\u300c\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u304b\u300d\u306e\u5217\u3092\u6301\u305f\u305b\u307e\u3059\u3002** \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u6301\u3061\u3001\u305d\u3046\u3067\u306a\u3044\u6761\u9805\u3060\u3051\u304cAI\u3078\u306e\u6307\u793a\u306b\u5165\u308a\u307e\u3059\u3002\n\n**\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u306f\u3001\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u306e `address` \u3092\u5165\u308c\u3066\u304a\u304d\u307e\u3059\u3002** \u540d\u524d\u3084\u30ea\u30bd\u30fc\u30b9\u306e\u7a2e\u985e\u3060\u3051\u3067\u627f\u8a8d\u3092\u66f8\u304f\u3068\u3001**\u540c\u3058\u7a2e\u985e\u306e\u5225\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u307e\u3067\u4f8b\u5916\u304c\u5e83\u304c\u3063\u3066\u898b\u3048\u307e\u3059\u3002** \u671f\u9650\u3082\u5fc5\u305a\u5165\u308c\u3001\u671f\u9650\u5207\u308c\u306e\u4f8b\u5916\u306f\u7121\u3044\u3082\u306e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002\n\n**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3092\u5165\u308c\u308b\u306e\u306f\u3001\u6a29\u9650\u306e\u5e83\u3055\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u30d0\u30c3\u30c1\u304c\u6bce\u6669\u3053\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u66f8\u304d\u8fbc\u3080\u305f\u3081\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u304c\u8981\u308b\u7406\u7531\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u8aac\u660e\u304c\u7a7a\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u3001\u6a29\u9650\u306e\u5224\u5b9a\u304c `needs_info` \u306b\u306a\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u5909\u66f4\u306e\u8a08\u753b\u306f\u3001GitHub Actions \u306e\u4e2d\u3067\u4f5c\u308a\u307e\u3059\u3002** `terraform plan` \u3067\u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u66f8\u304d\u51fa\u3057\u3001`terraform show -json` \u3067JSON\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3068JSON\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6210\u679c\u7269\u3068\u3057\u3066\u5916\u306b\u6b8b\u3055\u306a\u3044\u8a2d\u5b9a\u306b\u3057\u307e\u3059\u3002** \u6a5f\u5bc6\u306e\u5024\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9 | `resource_changes` \u306e\u3046\u3061 `actions` \u304c `no-op` \u3067\u306a\u3044\u3082\u306e | \u5224\u5b9a\u306e\u5bfe\u8c61 |\n| \u5909\u66f4\u306e\u524d\u3068\u5f8c\u306e\u5024 | `change.before`\u3001`change.after` | \u4f55\u304c\u5909\u308f\u3063\u305f\u304b |\n| \u9069\u7528\u3059\u308b\u307e\u3067\u5206\u304b\u3089\u306a\u3044\u5024 | `change.after_unknown` | \u5224\u5b9a\u3092\u4fdd\u7559\u3059\u308b\u5370 |\n| \u6a5f\u5bc6\u306e\u5370 | `before_sensitive`\u3001`after_sensitive` | \u4f0f\u305b\u308b\u5024\u306e\u7279\u5b9a |\n| \u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916 | \u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u4e2d\u306e\u4e00\u89a7\u306e\u30d5\u30a1\u30a4\u30eb | \u7167\u3089\u3059\u76f8\u624b |\n\n**`after_unknown` \u3092\u898b\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u9069\u7528\u3059\u308b\u307e\u3067\u5024\u304c\u6c7a\u307e\u3089\u306a\u3044\u9805\u76ee\u306f\u3001`after` \u306b\u5024\u304c\u5165\u3089\u305a\u3001`after_unknown` \u306b\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002**\u305d\u306e\u9805\u76ee\u3092\u300c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u8aad\u3080\u3068\u3001\u6697\u53f7\u5316\u306e\u9375\u304c\u5f8c\u3067\u6c7a\u307e\u308b\u3060\u3051\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u300c\u6697\u53f7\u5316\u304c\u7121\u3044\u300d\u3068\u6307\u6458\u3057\u307e\u3059\u3002** \u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u306f\u3001\u5224\u5b9a\u3092 `unknown_until_apply` \u306b\u3057\u3066\u3001\u4eba\u306b\u56de\u3057\u307e\u3059\u3002\n\n**\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u3082\u3001\u3053\u3053\u3067\u62fe\u3044\u307e\u3059\u3002** `actions` \u304c `delete` \u3068 `create` \u306e\u7d44\u306b\u306a\u3063\u3066\u3044\u308b\u30ea\u30bd\u30fc\u30b9\u306f\u3001\u4e00\u5ea6\u6d88\u3048\u3066\u304b\u3089\u4f5c\u308a\u76f4\u3055\u308c\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u3092\u6301\u3064\u30ea\u30bd\u30fc\u30b9\u304c\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u3068\u3001\u4e2d\u8eab\u304c\u5931\u308f\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u6761\u9805\u3068\u306f\u5225\u306b\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u5192\u982d\u306b\u5fc5\u305a\u793a\u3057\u307e\u3059\u3002\n\n**\u57fa\u6e96\u306e\u6761\u9805\u3068\u4f8b\u5916\u306e\u4e00\u89a7\u306f\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u540c\u3058\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7f6e\u304d\u307e\u3059\u3002** \u4e00\u89a7\u306e\u5909\u66f4\u3082\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u53d7\u3051\u308b\u306e\u3067\u3001**\u8ab0\u304c\u3044\u3064\u57fa\u6e96\u3084\u4f8b\u5916\u3092\u5909\u3048\u305f\u304b\u304c\u3001\u5909\u66f4\u306e\u5c65\u6b74\u3068\u3057\u3066\u6b8b\u308a\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u53d6\u308a\u51fa\u3057** \u2026 `actions` \u304c `no-op` \u306e\u30ea\u30bd\u30fc\u30b9\u306f\u9664\u304d\u307e\u3059\n2. **\u6a5f\u5bc6\u306e\u5024\u306e\u4f0f\u305b** \u2026 `before_sensitive` \u3068 `after_sensitive` \u3067\u5370\u306e\u4ed8\u3044\u305f\u5024\u3092\u3001`\"***\"` \u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\n3. **\u5024\u306e\u4f0f\u305b\u306e\u4e8c\u91cd\u78ba\u8a8d** \u2026 \u9375\u3084\u8a3c\u660e\u66f8\u306b\u898b\u3048\u308b\u6587\u5b57\u5217\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u30d1\u30bf\u30fc\u30f3\u3067\u63a2\u3057\u3066\u4f0f\u305b\u307e\u3059\n4. **\u898f\u5247\u306e\u5224\u5b9a** \u2026 \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5f53\u3066\u307e\u3059\n5. **\u4f8b\u5916\u306e\u5f53\u3066** \u2026 \u898f\u5247\u306b\u5f53\u305f\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u4e00\u89a7\u306b\u3042\u308a\u671f\u9650\u5185\u306a\u3089\u300c\u4f8b\u5916\u627f\u8a8d\u6e08\u307f\u300d\u3068\u3057\u307e\u3059\n6. **AI\u306b\u6e21\u3059\u7bc4\u56f2\u306e\u6c7a\u5b9a** \u2026 \u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u3044\u6761\u9805\u306b\u95a2\u4fc2\u3059\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u7a2e\u985e\uff08\u6a29\u9650\u3001\u516c\u958b\u306e\u8a2d\u5b9a\u306a\u3069\uff09\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\n7. **\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u6b8b\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u591a\u3044\u3068\u304d\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066AI\u306b\u6e21\u3057\u307e\u3059\n\n**2\u756a\u76ee\u30683\u756a\u76ee\u3092\u3001\u4e21\u65b9\u3068\u3082\u884c\u3044\u307e\u3059\u3002** \u6a5f\u5bc6\u306e\u5370\u306f\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u6a5f\u5bc6\u3068\u5ba3\u8a00\u3055\u308c\u3066\u3044\u306a\u3044\u5024\u306b\u306f\u4ed8\u304d\u307e\u305b\u3093\u3002**\u5370\u3060\u3051\u306b\u983c\u308b\u3068\u3001\u5ba3\u8a00\u3092\u5fd8\u308c\u305f\u5024\u304c\u305d\u306e\u307e\u307eAI\u306b\u6e21\u308a\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u3067\u4f8b\u5916\u3092\u5f53\u3066\u308b\u306e\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u3059\u3002** \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u3001`address` \u3068\u671f\u9650\u3067\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3057\u307e\u3059\u3002**AI\u306b\u306f\u3001\u627f\u8a8d\u306e\u6587\u8a00\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b\u3068\u3044\u3046\u3001\u6587\u8108\u306e\u8981\u308b\u5224\u65ad\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u3044\u6761\u9805\u306b\u3064\u3044\u3066\u3001\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5224\u5b9a\u3057\u3001\u6307\u6458\u3068\u76f4\u3057\u65b9\u306e\u6848\u3092\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u5224\u5b9a\u3059\u308b\u3053\u3068 | \u6839\u62e0\u306b\u3059\u308b\u3082\u306e | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d |\n|:--|:--|:--|\n| \u6a29\u9650\u304c\u7528\u9014\u306b\u898b\u5408\u3046\u304b | \u6a29\u9650\u306e `after`\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3001\u57fa\u6e96\u306e\u6761\u9805 | `needs_info` |\n| \u516c\u958b\u306e\u7bc4\u56f2\u304c\u627f\u8a8d\u3068\u5408\u3046\u304b | \u516c\u958b\u306e\u8a2d\u5b9a\u306e `after`\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00 | `needs_info` |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b | \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00\u3068\u3001\u5909\u66f4\u306e\u5f8c\u306e\u5024 | `needs_info` |\n| \u5909\u66f4\u306b\u3088\u308b\u5f71\u97ff\u306e\u5e83\u304c\u308a | \u7f6e\u304d\u63db\u3048\uff08`delete` \u3068 `create`\uff09\u306e\u6709\u7121\u3001\u95a2\u4fc2\u3059\u308b\u30ea\u30bd\u30fc\u30b9 | \u66f8\u304b\u306a\u3044 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u627f\u8a8d\u30fb\u30de\u30fc\u30b8\u306e\u5224\u65ad | \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u898f\u5247\u3067\u5224\u5b9a\u3057\u305f\u6761\u9805\u306e\u518d\u5224\u5b9a | \u898f\u5247\u306e\u7d50\u8ad6\u3068\u98df\u3044\u9055\u3046\u3068\u3001\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308b |\n| \u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u306e\u5224\u65ad | \u4f8b\u5916\u306e\u627f\u8a8d\u306f\u6c7a\u3081\u3089\u308c\u305f\u627f\u8a8d\u8005\u304c\u884c\u3046 |\n| \u4f0f\u305b\u305f\u5024\u306e\u63a8\u6e2c | \u4f0f\u305b\u305f\u5024\u3092\u63a8\u6e2c\u3057\u3066\u66f8\u304b\u306a\u3044 |\n| \u57fa\u6e96\u306b\u7121\u3044\u89b3\u70b9\u3067\u306e\u6307\u6458 | \u6307\u6458\u306b\u306f\u5fc5\u305a\u6761\u9805\u756a\u53f7\u3092\u4ed8\u3051\u308b\u3002\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u306f\u8fd4\u3055\u306a\u3044 |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u6307\u6458\u306e\u8cea\u3092\u63c3\u3048\u308b\u8981\u3067\u3059\u3002** AI\u306f\u3001\u57fa\u6e96\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4e00\u822c\u7684\u306a\u3088\u3044\u6163\u884c\u307e\u3067\u6307\u6458\u3057\u307e\u3059\u3002**\u6761\u9805\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u843d\u3068\u3059\u3068\u3001\u6307\u6458\u306f\u3059\u3079\u3066\u793e\u5185\u306e\u57fa\u6e96\u306b\u57fa\u3065\u304f\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002** \u62c5\u5f53\u306b\u3088\u3063\u3066\u6307\u6458\u304c\u9055\u3046\u3001\u3068\u3044\u3046\u8ab2\u984c\u306f\u3053\u3053\u3067\u89e3\u304d\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u30af\u30e9\u30a6\u30c9\u306e\u30a4\u30f3\u30d5\u30e9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u30ec\u30d3\u30e5\u30fc\u62c5\u5f53\u3067\u3059\u3002\nTerraform \u306e\u5909\u66f4\u306e\u8a08\u753b\u306e\u3046\u3061\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u306a\u304b\u3063\u305f\u30ea\u30bd\u30fc\u30b9\u3092\u3001\n\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u6761\u9805\u306b\u7167\u3089\u3057\u3066\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5224\u5b9a\u3059\u308b\u3053\u3068\u3011\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u3001\u95a2\u4fc2\u3059\u308b\u6761\u9805\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\n- verdict:\n  - compliant ..... \u6761\u9805\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\n  - violation ..... \u6761\u9805\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u306a\u3044\n  - exception_ok .. \u4f8b\u5916\u306e\u627f\u8a8d\u306e\u6587\u8a00\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u3063\u3066\u3044\u308b\n  - needs_info .... \u8aac\u660e\u3084\u5024\u304c\u8db3\u308a\u305a\u5224\u65ad\u3067\u304d\u306a\u3044\n- finding: \u4f55\u304c\u554f\u984c\u304b\u30921\u301c2\u6587\u3067\n- suggestion: \u76f4\u3057\u65b9\u306e\u6848\u3092\u3001\u8a2d\u5b9a\u306e\u9805\u76ee\u540d\u3092\u6319\u3052\u30661\u301c2\u6587\u3067\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5224\u5b9a\u306b\u306f\u3001\u5fc5\u305a\u3010\u57fa\u6e96\u306e\u6761\u9805\u3011\u306e\u6761\u9805\u756a\u53f7\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6761\u9805\u306b\u7121\u3044\u89b3\u70b9\u3067\u306e\u6307\u6458\u306f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \"***\" \u306f\u4f0f\u305b\u305f\u5024\u3067\u3059\u3002\u4e2d\u8eab\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- after_unknown \u304c true \u306e\u9805\u76ee\u306f\u3001\u5024\u304c\u7121\u3044\u3068\u6271\u308f\u305a needs_info \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f8b\u5916\u306e\u627f\u8a8d\u306f\u3001\u6587\u8a00\u306b\u66f8\u304b\u308c\u305f\u7bc4\u56f2\u3060\u3051\u3092\u8a8d\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5bfe\u8c61\u3084\u64cd\u4f5c\u304c\u6587\u8a00\u3088\u308a\u5e83\u3051\u308c\u3070 violation \u3067\u3059\u3002\n- \u8ff7\u3063\u305f\u3068\u304d\u306f compliant \u3092\u9078\u3070\u305a\u3001needs_info \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u627f\u8a8d\u3084\u30de\u30fc\u30b8\u306b\u3064\u3044\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u57fa\u6e96\u306e\u6761\u9805\u3011{policy_clauses}\n\u3010\u4f8b\u5916\u306e\u627f\u8a8d\u3011{exceptions}\n\u3010\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u3011{pr_description}\n\u3010\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3011{resource_changes_masked}\n```\n\n**\u300cafter_unknown \u3092\u5024\u304c\u7121\u3044\u3068\u6271\u308f\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u8aa4\u3063\u305f\u6307\u6458\u304c\u6700\u3082\u591a\u304f\u51fa\u307e\u3059\u3002** \u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u306f\u3001JSON\u3067\u306f\u7a7a\u306b\u898b\u3048\u307e\u3059\u3002**AI\u306f\u305d\u308c\u3092\u300c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u8aad\u307f\u307e\u3059\u3002**\n\n**\u300c\u4f8b\u5916\u306e\u627f\u8a8d\u306f\u3001\u6587\u8a00\u306b\u66f8\u304b\u308c\u305f\u7bc4\u56f2\u3060\u3051\u300d\u306f\u3001\u4f8b\u5916\u306e\u5e83\u304c\u308a\u3092\u6b62\u3081\u308b\u305f\u3081\u306e\u6307\u793a\u3067\u3059\u3002** \u300c\u8aad\u307f\u53d6\u308a\u306e\u6a29\u9650\u3092\u4f8b\u5916\u3068\u3057\u3066\u8a31\u53ef\u300d\u3068\u3044\u3046\u627f\u8a8d\u306b\u5bfe\u3057\u3066\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u3092\u8db3\u3059\u5909\u66f4\u3092 `exception_ok` \u306b\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"address\": \"\",\n  \"action\": \"create | update | delete | replace\",\n  \"findings\": [\n    {\n      \"clause_id\": \"\",\n      \"verdict\": \"compliant | violation | exception_ok | needs_info\",\n      \"finding\": \"\",\n      \"suggestion\": \"\",\n      \"exception_id\": \"\"\n    }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u898f\u5247\u306e\u5224\u5b9a\u3068AI\u306e\u5224\u5b9a\u3092\u540c\u3058\u5f62\u306b\u305d\u308d\u3048\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u898f\u5247\u306e\u7d50\u679c\u3082\u3001`clause_id` \u3068 `verdict` \u3092\u6301\u3064\u540c\u3058\u5f62\u306e\u884c\u306b\u3057\u307e\u3059\u3002**\u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u306f\u3001\u3069\u3061\u3089\u306e\u5224\u5b9a\u304b\u3092\u300c\u898f\u5247\u300d\u300cAI\u300d\u306e\u5370\u3067\u793a\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u30c1\u30a7\u30c3\u30af\u306e\u6210\u5426\u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u30c1\u30a7\u30c3\u30af\u306e\u7d50\u679c | \u6761\u4ef6 |\n|:--|:--|\n| \u5931\u6557 | \u898f\u5247\u306e\u5224\u5b9a\u3067 `violation` \u304c1\u3064\u3067\u3082\u3042\u308b |\n| \u6ce8\u610f\uff08\u6210\u529f\u306e\u307e\u307e\uff09 | AI\u306e\u5224\u5b9a\u3067 `violation` \u304b `needs_info` \u304c\u3042\u308b |\n| \u6210\u529f | \u3059\u3079\u3066 `compliant` \u304b `exception_ok` |\n\n**AI\u306e `violation` \u3060\u3051\u3067\u306f\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3057\u307e\u305b\u3093\u3002** AI\u306e\u5224\u5b9a\u306f\u8aa4\u308b\u3053\u3068\u304c\u3042\u308a\u3001**\u8aa4\u3063\u305f\u5931\u6557\u3067\u30de\u30fc\u30b8\u304c\u6b62\u307e\u308b\u3068\u3001\u958b\u767a\u306e\u30c1\u30fc\u30e0\u306f\u3053\u306e\u4ed5\u7d44\u307f\u3092\u4fe1\u7528\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u3002** AI\u306e\u6307\u6458\u306f\u6ce8\u610f\u3068\u3057\u3066\u793a\u3057\u3001\u62c5\u5f53\u304c\u8aad\u3093\u3067\u5dee\u3057\u623b\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`clause_id` \u306e\u7121\u3044\u6307\u6458\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u843d\u3068\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u6761\u9805\u306e\u4e00\u89a7\u306b\u7121\u3044\u756a\u53f7\u304c\u8fd4\u3063\u3066\u304d\u305f\u3068\u304d\u3082\u3001\u540c\u3058\u304f\u843d\u3068\u3057\u307e\u3059\u3002\n\n**\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u8fd4\u3059\u30ec\u30d3\u30e5\u30fc\u306e\u672c\u6587\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002**\n\n```\n\u3010\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u30c1\u30a7\u30c3\u30af\u3011\u7d50\u679c\uff1a\u6ce8\u610f\uff08\u898f\u5247\u306e\u9055\u53cd\u306a\u3057\uff09\n\u57fa\u6e96\u306e\u4e00\u89a7\uff1apolicy\/clauses.yaml @ 3f2a1c9\u3000\u4f8b\u5916\u306e\u4e00\u89a7\uff1a@ 3f2a1c9\n\n\u3010\u898f\u5247\u3011\n - storage.logs_bucket\u3000SEC-07 \u6697\u53f7\u5316 \u2026\u2026 compliant\n - network.app_sg\u3000SEC-12 \u7ba1\u7406\u7528\u30dd\u30fc\u30c8\u306e\u958b\u653e \u2026\u2026 exception_ok\uff08EX-2026-031\u3001\u671f\u9650 2026-12-31\uff09\n\n\u3010AI\u3011\n - iam.batch_writer\u3000SEC-21 \u6a29\u9650\u306f\u5fc5\u8981\u306a\u64cd\u4f5c\u3068\u30ea\u30bd\u30fc\u30b9\u306b\u9650\u308b \u2026\u2026 violation\n   \u6307\u6458\uff1a\u66f8\u304d\u8fbc\u307f\u306e\u5bfe\u8c61\u304c\u3059\u3079\u3066\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u306a\u3063\u3066\u3044\u308b\n   \u76f4\u3057\u65b9\u306e\u6848\uff1a\u5bfe\u8c61\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u3001\u8aac\u660e\u306b\u3042\u308b1\u3064\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u9650\u308b\n\n\u3010\u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u3011 1\u4ef6\uff08kms_key \u306e\u53c2\u7167\uff09\n\u3010\u7f6e\u304d\u63db\u3048\u306b\u306a\u308b\u30ea\u30bd\u30fc\u30b9\u3011 \u306a\u3057\n```\n\n**\u5192\u982d\u306b\u3001\u5224\u5b9a\u306b\u4f7f\u3063\u305f\u4e00\u89a7\u306e\u7248\u3092\u5fc5\u305a\u8f09\u305b\u307e\u3059\u3002** \u4e00\u89a7\u304c\u5f8c\u304b\u3089\u5909\u308f\u3063\u3066\u3082\u3001\u3053\u306e\u30ec\u30d3\u30e5\u30fc\u304c\u3069\u306e\u57fa\u6e96\u3067\u51fa\u3055\u308c\u305f\u304b\u3092\u3001\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u4e0a\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| GitHub Actions | `pull_request` \u306e\u30a4\u30d9\u30f3\u30c8 | \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u52d5\u304b\u3059 |\n| Terraform | `terraform plan`\u3001`terraform show -json` | \u5909\u66f4\u306e\u8a08\u753b\u3092JSON\u3067\u66f8\u304d\u51fa\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u898f\u5247\u3067\u8a00\u3048\u306a\u3044\u5909\u66f4\u306e\u5224\u5b9a |\n| GitHub \u306eREST API | Create a review for a pull request | \u5224\u5b9a\u3092\u307e\u3068\u3081\u30661\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u3057\u3066\u8fd4\u3059 |\n\n**\u30ec\u30d3\u30e5\u30fc\u306f\u3001`event` \u3092 `COMMENT` \u306b\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3053\u306eAPI\u306e `event` \u306b\u306f `APPROVE`\u3001`REQUEST_CHANGES`\u3001`COMMENT` \u304c\u3042\u308a\u3001**`APPROVE` \u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u627f\u8a8d\u306f\u4eba\u304c\u884c\u3046\u305f\u3081\u3067\u3059\u3002\u6307\u6458\u306f\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b `comments` \u306e\u914d\u5217\u306b\u5165\u308c\u3001`path` \u3068 `line` \u3067\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u306e\u8a72\u5f53\u884c\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n**\u6307\u6458\u306f1\u56de\u306e\u30ec\u30d3\u30e5\u30fc\u306b\u307e\u3068\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002** \u3053\u306eAPI\u3067\u77ed\u3044\u9593\u306b\u591a\u304f\u306e\u6295\u7a3f\u3092\u3059\u308b\u3068\u3001\u4e8c\u6b21\u7684\u306a\u5229\u7528\u306e\u5236\u9650\u306b\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6307\u6458\u3054\u3068\u306b\u5225\u3005\u306b\u6295\u7a3f\u305b\u305a\u30011\u56de\u306e\u5b9f\u884c\u30671\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u306b\u3057\u307e\u3059\u3002**\n\n**\u30af\u30e9\u30a6\u30c9\u306e\u74b0\u5883\u306b\u306f\u3001\u3053\u306e\u4ed5\u7d44\u307f\u304b\u3089\u306f\u4f55\u3082\u9069\u7528\u3057\u307e\u305b\u3093\u3002** `terraform apply` \u306f\u3001\u5f93\u6765\u3069\u304a\u308a\u30de\u30fc\u30b8\u306e\u5f8c\u306e\u624b\u9806\u3067\u4eba\u304c\u627f\u8a8d\u3057\u3066\u884c\u3044\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u627f\u8a8d\u3059\u308b\u304b\u5dee\u3057\u623b\u3059\u304b\u306f\u3001\u3059\u3079\u3066\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\u3002**\n\n1. **\u30c1\u30a7\u30c3\u30af\u304c\u5931\u6557\u306e\u3082\u306e\u3092\u5148\u306b\u898b\u308b** \u2026 \u898f\u5247\u306b\u5f53\u305f\u3063\u305f\u5909\u66f4\u3067\u3059\u3002**\u591a\u304f\u306f\u76f4\u3057\u3066\u3082\u3089\u3048\u3070\u6e08\u307f\u307e\u3059**\n2. **\u6ce8\u610f\u306e\u3042\u308b\u3082\u306e\u3092\u898b\u308b** \u2026 AI\u306e `violation` \u3068 `needs_info` \u3067\u3059\u3002**\u6307\u6458\u304c\u6761\u9805\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u3001\u5909\u66f4\u306e\u8a08\u753b\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u307e\u3059**\n3. **`unknown_until_apply` \u306e\u9805\u76ee\u3092\u898b\u308b** \u2026 \u9069\u7528\u3059\u308b\u307e\u3067\u5024\u304c\u6c7a\u307e\u3089\u306a\u3044\u9805\u76ee\u3067\u3001**\u9069\u7528\u306e\u5f8c\u306b\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059**\n4. **\u6210\u529f\u306e\u3082\u306e\u306f\u8981\u70b9\u3060\u3051\u3092\u898b\u308b** \u2026 \u5909\u308f\u308b\u30ea\u30bd\u30fc\u30b9\u306e\u4e00\u89a7\u3068\u3001\u7f6e\u304d\u63db\u3048\u306e\u6709\u7121\u3060\u3051\u3092\u78ba\u304b\u3081\u3066\u627f\u8a8d\u3057\u307e\u3059\n5. **AI\u306e\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u6761\u9805\u306e\u5224\u5b9a\u3092\u3001\u306a\u305c\u8986\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** AI\u306e\u6307\u6458\u306f\u3001\u6761\u9805\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u3066\u3082\u3001**\u6761\u9805\u306e\u8aad\u307f\u65b9\u3092\u8aa4\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u8aa4\u3063\u305f\u6307\u6458\u306e\u307e\u307e\u5dee\u3057\u623b\u3059\u3068\u3001\u958b\u767a\u306e\u30c1\u30fc\u30e0\u306b\u7121\u99c4\u306a\u4fee\u6b63\u3092\u3055\u305b\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef66\u5206\u3067\u3059\u3002** \u6210\u529f\u306e\u3082\u306e\u306f1\u301c2\u5206\u3067\u3001\u6ce8\u610f\u306e\u3042\u308b\u3082\u306e\u306f\u6307\u6458\u306e\u78ba\u8a8d\u306710\u5206\u524d\u5f8c\u304b\u304b\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| `terraform plan` \u304c\u5931\u6557\u3057\u305f | \u5224\u5b9a\u3092\u305b\u305a\u3001\u8a08\u753b\u304c\u4f5c\u308c\u306a\u304b\u3063\u305f\u3053\u3068\u3092\u30b3\u30e1\u30f3\u30c8\u3067\u8fd4\u3059 |\n| \u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u304c\u975e\u5e38\u306b\u591a\u3044 | \u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306b\u5206\u3051\u3066AI\u306b\u6e21\u3059\u3002**\u305d\u308c\u3067\u3082\u591a\u3051\u308c\u3070\u898f\u5247\u306e\u5224\u5b9a\u3060\u3051\u3092\u8fd4\u3057\u3001\u4eba\u306b\u56de\u3059** |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u304c\u671f\u9650\u5207\u308c | \u4f8b\u5916\u304c\u7121\u3044\u3082\u306e\u3068\u3057\u3066\u898f\u5247\u306e\u7d50\u679c\u3092\u8fd4\u3057\u3001\u671f\u9650\u5207\u308c\u3092\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304f |\n| \u6761\u9805\u306e\u4e00\u89a7\u306b\u7121\u3044\u756a\u53f7\u304c\u8fd4\u3063\u305f | \u305d\u306e\u6307\u6458\u3092\u843d\u3068\u3059 |\n| Claude API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u898f\u5247\u306e\u5224\u5b9a\u3060\u3051\u3092\u8fd4\u3057\u3001\u300cAI\u306e\u5224\u5b9a\u306a\u3057\u300d\u3068\u660e\u8a18\u3059\u308b |\n| \u30d5\u30a9\u30fc\u30af\u304b\u3089\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8 | \u52d5\u304b\u306a\u3044\u3002\u4eba\u304c\u30ec\u30d3\u30e5\u30fc\u3059\u308b |\n| \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u4ee5\u5916\u306e\u5909\u66f4\u3060\u3051 | `paths` \u306e\u6307\u5b9a\u3067\u52d5\u304b\u306a\u3044 |\n| \u30ea\u30bd\u30fc\u30b9\u306e\u524a\u9664\u3060\u3051\u306e\u5909\u66f4 | \u5224\u5b9a\u306e\u5bfe\u8c61\u3092\u524a\u9664\u306e\u5f71\u97ff\uff08\u30ed\u30b0\u306e\u4fdd\u7ba1\u5148\u304c\u6d88\u3048\u308b\u306a\u3069\uff09\u306e\u6761\u9805\u306b\u7d5e\u308b |\n| \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u8aac\u660e\u304c\u7a7a | \u6a29\u9650\u306e\u5224\u5b9a\u304c `needs_info` \u306b\u306a\u308b\u3002**\u8aac\u660e\u3092\u66f8\u304f\u3088\u3046\u4fc3\u3059\u30b3\u30e1\u30f3\u30c8\u3092\u6dfb\u3048\u308b** |\n\n**\u4e0a\u304b\u30895\u884c\u76ee\u306e\u3068\u304d\u3001\u898f\u5247\u306e\u5224\u5b9a\u306f\u5fc5\u305a\u8fd4\u3057\u307e\u3059\u3002** AI\u304c\u6b62\u307e\u3063\u3066\u3082\u3001\u8a00\u3044\u5207\u308c\u308b\u6761\u9805\u306e\u898b\u843d\u3068\u3057\u306f\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u756a\u53f7\u3068\u3001\u5224\u5b9a\u3057\u305f\u6642\u70b9\u306e\u30b3\u30df\u30c3\u30c8\n- **\u5224\u5b9a\u306b\u4f7f\u3063\u305f\u57fa\u6e96\u306e\u6761\u9805\u306e\u4e00\u89a7\u3068\u4f8b\u5916\u306e\u4e00\u89a7\u306e\u7248**\uff08\u540c\u3058\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30b3\u30df\u30c3\u30c8\uff09\n- \u898f\u5247\u306e\u5224\u5b9a\u3068AI\u306e\u5224\u5b9a\u306e\u5168\u4f53\uff08\u4f0f\u305b\u305f\u5f8c\u306e\u5165\u529b\u3068\u3001\u8fd4\u3063\u305fJSON\uff09\n- \u8fd4\u3057\u305f\u30ec\u30d3\u30e5\u30fc\n- **\u62c5\u5f53\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332**\n- \u4f0f\u305b\u308b\u524d\u306e\u5909\u66f4\u306e\u8a08\u753b\u306f\u6b8b\u3055\u306a\u3044\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u610f\u56f3\u3057\u3066\u6b8b\u3055\u306a\u3044\u3082\u306e\u3067\u3059\u3002** \u6a5f\u5bc6\u306e\u5024\u3092\u542b\u3080\u8a08\u753b\u3092\u30ed\u30b0\u306b\u6b8b\u3059\u3068\u3001**\u30ed\u30b0\u305d\u306e\u3082\u306e\u304c\u6f0f\u3048\u3044\u306e\u7d4c\u8def\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u62c5\u5f53\u304c\u8986\u3057\u305f\u8a18\u9332\u306f\u3001\u898f\u5247\u3068AI\u3078\u306e\u6307\u793a\u306e\u4e21\u65b9\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u6761\u9805\u3067AI\u306e `violation` \u304c\u8986\u3055\u308c\u7d9a\u3051\u308b\u306a\u3089\u3001**\u305d\u306e\u6761\u9805\u306f\u898f\u5247\u3067\u66f8\u3051\u308b\u304b\u3001\u6761\u9805\u306e\u66f8\u304d\u65b9\u304c\u66d6\u6627\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002**","minimal_setup":"1. \u904e\u53bb3\u304b\u6708\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u62c5\u5f53\u304c\u5dee\u3057\u623b\u3057\u305f\u3082\u306e\u3001\u4f8b\u5916\u3067\u901a\u3057\u305f\u3082\u306e\u3001\u554f\u984c\u304c\u7121\u304b\u3063\u305f\u3082\u306e\u3092\u6df7\u305c\u308b**\uff09\n2. \u305d\u308c\u305e\u308c\u306e\u5909\u66f4\u306e\u8a08\u753b\u306eJSON\u3092\u66f8\u304d\u51fa\u3057\u3001\u6a5f\u5bc6\u306e\u5024\u3092\u4f0f\u305b\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u753b\u9762\u306b\u3001\u4f0f\u305b\u305f\u8a08\u753b\u3068\u3001\u57fa\u6e96\u306e\u6761\u9805\u3068\u3001\u95a2\u4fc2\u3059\u308b\u4f8b\u5916\u306e\u627f\u8a8d\u3092\u8cbc\u308a\u4ed8\u3051\u308b\n4. \u300c\u5909\u66f4\u306e\u3042\u308b\u30ea\u30bd\u30fc\u30b9\u3092\u3001\u57fa\u6e96\u306e\u6761\u9805\u3054\u3068\u306b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5224\u5b9a\u306b\u306f\u5fc5\u305a\u6761\u9805\u756a\u53f7\u3092\u4ed8\u3051\u3001\u6761\u9805\u306b\u7121\u3044\u89b3\u70b9\u3067\u306e\u6307\u6458\u306f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u306f\u3001\u7121\u3044\u3082\u306e\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u7d50\u679c\u3092\u3001\u5f53\u6642\u306e\u62c5\u5f53\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u4e26\u3079\u308b\n\n**20\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u6761\u9805\u756a\u53f7\u306e\u4ed8\u3044\u305f\u6307\u6458\u3060\u3051\u3092\u8fd4\u305b\u308b\u304b\u300d\u3068\u300cafter_unknown \u3092\u8aa4\u3063\u3066\u8aad\u307e\u306a\u3044\u304b\u300d**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u5dee\u3057\u623b\u3057\u3068\u540c\u3058\u6307\u6458\u304c\u3001\u6761\u9805\u756a\u53f7\u4ed8\u304d\u3067\u51fa\u305f | **\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u7d44\u307f\u7acb\u3066\u306b\u9032\u3080** |\n| \u6761\u9805\u306b\u7121\u3044\u4e00\u822c\u7684\u306a\u6307\u6458\u304c\u591a\u3044 | \u6307\u793a\u3068\u3001\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u3092\u843d\u3068\u3059\u4ed5\u639b\u3051\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u6761\u9805\u306e\u8aad\u307f\u65b9\u304c\u3070\u3089\u3070\u3089 | **\u57fa\u6e96\u306e\u6761\u9805\u306e\u66f8\u304d\u65b9\u3092\u5148\u306b\u898b\u76f4\u3059\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |","minimal_setup_short":"\u4f0f\u305b\u305f\u8a08\u753b\u3068\u6761\u9805\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u5224\u5b9a\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u5224\u5b9a","semi_auto_setup":"\u4e0a\u8a18\uff0bGitHub Actions \u3067\u8a08\u753b\u306e\u66f8\u304d\u51fa\u3057\u3001\u4f0f\u305b\u3001\u898f\u5247\u306e\u5224\u5b9a\u3092\u81ea\u52d5\u306b\u3057\u3001AI\u306e\u5224\u5b9a\u3092\u62c5\u5f53\u306b\u9001\u308b \uff0f \u5224\u5b9a\u307e\u3067\u306e\u81ea\u52d5\u5316","full_setup":"\u4e0a\u8a18\uff0b\u5224\u5b9a\u3092\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30ec\u30d3\u30e5\u30fc\u3068\u3057\u3066\u8fd4\u3057\u3001\u30c1\u30a7\u30c3\u30af\u306e\u6210\u5426\u3092\u898f\u5247\u3067\u6c7a\u3081\u3001\u8986\u3057\u305f\u8a18\u9332\u3067\u898f\u5247\u3068\u6307\u793a\u3092\u76f4\u3059 \uff0f \u30ec\u30d3\u30e5\u30fc\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u3001\u898f\u5247\u306e\u898b\u76f4\u3057\u306e\u5faa\u74b0\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u672c\u683c\u69cb\u6210\u3067\u3059\u3002** \u6708160\u4ef6\u3067\u306f\u3001\u5224\u5b9a\u3092\u62c5\u5f53\u306b\u9001\u308b\u3060\u3051\u3067\u306f\u3001\u62c5\u5f53\u304c\u305d\u308c\u3092\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u66f8\u304d\u5199\u3059\u624b\u9593\u304c\u6b8b\u308a\u307e\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u306e\u6bb5\u968e\u3067\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u3092\u5897\u3084\u3059\u306e\u304c\u8fd1\u9053\u3067\u3059\u3002** AI\u306e\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332\u3092\u898b\u3066\u3001**\u8a00\u3044\u5207\u308c\u308b\u3068\u5206\u304b\u3063\u305f\u6761\u9805\u304b\u3089\u898f\u5247\u306b\u79fb\u3059\u3068\u3001AI\u306b\u6e21\u3059\u91cf\u3082\u3001\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u91cf\u3082\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u6a5f\u5bc6\u306e\u5024\u304cAI\u306b\u6e21\u308b | **\u6a5f\u5bc6\u306e\u5370\u3068\u30d1\u30bf\u30fc\u30f3\u306e\u4e21\u65b9\u3067\u4f0f\u305b\u308b** |\n| \u9069\u7528\u3059\u308b\u307e\u3067\u6c7a\u307e\u3089\u306a\u3044\u5024\u3092\u300c\u7121\u3044\u300d\u3068\u6307\u6458\u3059\u308b | `after_unknown` \u3092\u898b\u3066 `needs_info` \u306b\u3059\u308b |\n| \u6761\u9805\u306b\u7121\u3044\u4e00\u822c\u7684\u306a\u6307\u6458\u304c\u591a\u3044 | \u6761\u9805\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u843d\u3068\u3059 |\n| \u898f\u5247\u3068AI\u3067\u7d50\u8ad6\u304c\u98df\u3044\u9055\u3046 | \u898f\u5247\u3067\u5224\u5b9a\u3057\u305f\u6761\u9805\u3092AI\u306b\u898b\u305b\u306a\u3044 |\n| \u4f8b\u5916\u306e\u627f\u8a8d\u304c\u5225\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u5e83\u304c\u308b | \u4f8b\u5916\u3092 `address` \u3068\u671f\u9650\u3067\u6301\u3064 |\n| AI\u306e\u8aa4\u3063\u305f\u6307\u6458\u3067\u30de\u30fc\u30b8\u304c\u6b62\u307e\u308b | **AI\u306e\u5224\u5b9a\u3067\u306f\u30c1\u30a7\u30c3\u30af\u3092\u5931\u6557\u306b\u3057\u306a\u3044** |\n| \u6307\u6458\u3054\u3068\u306b\u6295\u7a3f\u3057\u3066\u5229\u7528\u306e\u5236\u9650\u306b\u304b\u304b\u308b | 1\u56de\u306e\u5b9f\u884c\u30671\u3064\u306e\u30ec\u30d3\u30e5\u30fc\u306b\u307e\u3068\u3081\u308b |\n| \u30d5\u30a9\u30fc\u30af\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u9375\u304c\u7121\u304f\u5931\u6557\u3059\u308b | \u793e\u5185\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3059\u308b |\n| \u8a08\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u6210\u679c\u7269\u3068\u3057\u3066\u6b8b\u308b | \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6210\u679c\u7269\u3068\u3057\u3066\u5916\u306b\u6b8b\u3055\u306a\u3044 |\n| \u7f6e\u304d\u63db\u3048\u306e\u5909\u66f4\u3092\u898b\u843d\u3068\u3059 | `actions` \u304c `delete` \u3068 `create` \u306e\u7d44\u306a\u3089\u3001\u30ec\u30d3\u30e5\u30fc\u306e\u5192\u982d\u306b\u793a\u3059 |\n| \u57fa\u6e96\u306e\u4e00\u89a7\u3068\u4f8b\u5916\u306e\u4e00\u89a7\u306e\u5909\u66f4\u304c\u8ffd\u3048\u306a\u3044 | \u540c\u3058\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u7f6e\u304d\u3001\u5909\u66f4\u3082\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u53d7\u3051\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082**\u5909\u66f4\u306e\u8a08\u753b\u306eJSON\u306e\u8aad\u307f\u65b9**\u306e\u554f\u984c\u3067\u3001AI\u306e\u6027\u80fd\u3067\u306f\u306a\u304f\u3001\u6e21\u3059\u524d\u306e\u51e6\u7406\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u5b9a\u306e\u5909\u66f4\u306e\u8a08\u753b\u3067\u3059\u3002**\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u6210\u3001\u6a29\u9650\u306e\u8a2d\u8a08\u3001\u4fdd\u5b58\u306e\u5834\u6240\u304c\u3001\u653b\u6483\u8005\u306b\u3068\u3063\u3066\u306e\u5730\u56f3\u306b\u306a\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u6a5f\u5bc6\u306e\u5024\u3092\u5916\u3078\u51fa\u3055\u306a\u3044** \u2026 \u6a5f\u5bc6\u306e\u5370\u3068\u30d1\u30bf\u30fc\u30f3\u306e\u4e21\u65b9\u3067\u4f0f\u305b\u305f\u5f8c\u306e\u8a08\u753b\u3060\u3051\u3092AI\u306b\u6e21\u3057\u307e\u3059\n2. **AI\u306e\u4ed5\u7d44\u307f\u306b\u627f\u8a8d\u306e\u6a29\u9650\u3092\u6301\u305f\u305b\u306a\u3044** \u2026 \u30ec\u30d3\u30e5\u30fc\u306f `COMMENT` \u3060\u3051\u3067\u8fd4\u3057\u3001**\u627f\u8a8d\u3082 `terraform apply` \u3082\u3053\u306e\u4ed5\u7d44\u307f\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093**\n3. **API\u306e\u9375\u3092\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u3067\u6271\u3046** \u2026 \u9375\u306f\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u306b\u7f6e\u304d\u3001**\u30d5\u30a9\u30fc\u30af\u304b\u3089\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u306f\u52d5\u304b\u306a\u3044\u524d\u63d0\u3067\u8a2d\u8a08\u3057\u307e\u3059**\n4. **\u5229\u7528\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u30c7\u30fc\u30bf\u306e\u6271\u3044\u3092\u78ba\u304b\u3081\u308b** \u2026 \u751f\u6210AI\u306eAPI\u306b\u9001\u3063\u305f\u5185\u5bb9\u304c\u3069\u3046\u6271\u308f\u308c\u308b\u304b\u3092\u3001\u5229\u7528\u898f\u7d04\u3068\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306e\u6761\u4ef6\u3067\u78ba\u304b\u3081\u3066\u304a\u304d\u307e\u3059\n5. **\u3053\u306e\u69cb\u6210\u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u306e\u5224\u65ad\u3092\u4ee3\u66ff\u3057\u306a\u3044** \u2026 \u30de\u30fc\u30b8\u3057\u3066\u3088\u3044\u304b\u3001\u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u306f\u3001**\u62c5\u5f53\u3068\u6c7a\u3081\u3089\u308c\u305f\u627f\u8a8d\u8005\u304c\u5224\u65ad\u3057\u307e\u3059**\n6. **\u30ed\u30b0\u306b\u4f0f\u305b\u308b\u524d\u306e\u8a08\u753b\u3092\u6b8b\u3055\u306a\u3044** \u2026 \u5224\u5b9a\u306e\u30ed\u30b0\u306f\u3001\u4f0f\u305b\u305f\u5f8c\u306e\u5165\u529b\u3068\u51fa\u529b\u3060\u3051\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u57fa\u6e96\u306b\u5408\u308f\u306a\u3044\u5909\u66f4\u3092\u898b\u843d\u3068\u3057\u3066\u30de\u30fc\u30b8\u3059\u308b\u3053\u3068\u3068\u3001\u6a5f\u5bc6\u306e\u5024\u3092\u5916\u3078\u51fa\u3059\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u8a00\u3044\u5207\u308c\u308b\u6761\u9805\u3092\u898f\u5247\u3067\u5fc5\u305a\u5224\u5b9a\u3057\u3001AI\u306e\u8ff7\u3044\u3092 `needs_info` \u306b\u5012\u3059\u3053\u3068\u3067\u9632\u304e\u3001\u5f8c\u8005\u306f\u4e8c\u91cd\u306e\u4f0f\u305b\u3068\u30ed\u30b0\u306e\u6271\u3044\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u30af\u30e9\u30a6\u30c9\u306e\u30a4\u30f3\u30d5\u30e9\u3092 Terraform \u306a\u3069\u306e\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u7ba1\u7406\u3057\u3001\u5909\u66f4\u3092\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u3067\u53d7\u3051\u3066\u3044\u308b\u4f1a\u793e\u3002\u30a4\u30f3\u30d5\u30e9\u306e\u5909\u66f4\u304c\u6708\u306b\u767e\u4ef6\u4ee5\u4e0a\u3042\u308a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u62c5\u5f53\u304c\u30de\u30fc\u30b8\u306e\u524d\u306b\u5168\u4ef6\u3092\u8aad\u3093\u3067\u3044\u308b\u304c\u3001\u62c5\u5f53\u304c\u5c11\u306a\u304f\u30ec\u30d3\u30e5\u30fc\u304c\u6ede\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u304c\u6761\u9805\u3068\u3057\u3066\u6587\u66f8\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u4f8b\u5916\u306e\u627f\u8a8d\u306e\u8a18\u9332\u304c\u6b8b\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u30a4\u30f3\u30d5\u30e9\u306e\u5909\u66f4\u304c\u6708\u306b\u6570\u4ef6\u3067\u3001\u62c5\u5f53\u304c\u5168\u4ef6\u3092\u4e01\u5be7\u306b\u8aad\u3081\u308b\u5834\u5408\u3002\u30a4\u30f3\u30d5\u30e9\u3092\u7ba1\u7406\u753b\u9762\u304b\u3089\u624b\u3067\u5909\u66f4\u3057\u3066\u304a\u308a\u3001\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u7ba1\u7406\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3002\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u304c\u6587\u66f8\u306b\u306a\u3063\u3066\u304a\u3089\u305a\u3001\u4f55\u3092\u6307\u6458\u3059\u308b\u304b\u304c\u62c5\u5f53\u306e\u5224\u65ad\u3060\u3051\u3067\u6c7a\u307e\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u30de\u30fc\u30b8\u3057\u3066\u3088\u3044\u304b\u306e\u627f\u8a8d\u3068\u3001\u57fa\u6e96\u306e\u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u57fa\u6e96\u306e\u6761\u9805\u3092\u4e00\u89a7\u306b\u3059\u308b**\n\n\u793e\u5185\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u57fa\u6e96\u306e\u7d0440\u306e\u6761\u9805\u3092\u3001\u6761\u9805\u756a\u53f7\u3001\u5bfe\u8c61\u3001\u8981\u4ef6\u3001\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u304b\u306e\u5217\u3092\u6301\u3064\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002**\u898f\u5247\u3067\u5224\u5b9a\u3067\u304d\u308b\u6761\u9805\u304b\u3089\u3001\u898f\u5247\u306e\u66f8\u304d\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u4ef6\u3067\u8a66\u3059**\n\n\u904e\u53bb\u306e\u30d7\u30eb\u30ea\u30af\u30a8\u30b9\u30c8\u304b\u308920\u4ef6\u3092\u9078\u3073\u3001\u4f0f\u305b\u305f\u8a08\u753b\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u5224\u5b9a\u3055\u305b\u307e\u3059\u3002**\u6761\u9805\u756a\u53f7\u306e\u7121\u3044\u6307\u6458\u304c\u51fa\u306a\u3044\u304b\u3001after_unknown \u3092\u8aa4\u3063\u3066\u8aad\u307e\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u8a08\u753b\u306e\u66f8\u304d\u51fa\u3057\u3068\u4f0f\u305b\u3001\u898f\u5247\u306e\u5224\u5b9a\u3092\u4f5c\u308b**\n\nGitHub Actions \u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3001\u8a08\u753b\u306eJSON\u306e\u66f8\u304d\u51fa\u3057\u3001\u6a5f\u5bc6\u306e\u5024\u306e\u4f0f\u305b\u3001\u898f\u5247\u306e\u5224\u5b9a\u3092\u8db3\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u5224\u5b9a\u3092\u62c5\u5f53\u306b\u9001\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u4f8b\u5916\u306e\u4e00\u89a7\u3092\u4f5c\u308b**\n\n\u4f8b\u5916\u306e\u627f\u8a8d\u3092\u3001`address` \u3068\u671f\u9650\u306e\u4ed8\u3044\u305f\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002\u671f\u9650\u5207\u308c\u306e\u3082\u306e\u3092\u6d17\u3044\u51fa\u3057\u3001\u66f4\u65b0\u3059\u308b\u304b\u5ec3\u6b62\u3059\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a** Claude API \u306e\u5224\u5b9a\u3092\u8db3\u3057\u3001\u62c5\u5f53\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u5272\u5408\u3092\u6761\u9805\u3054\u3068\u306b\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u30ec\u30d3\u30e5\u30fc\u3068\u3057\u3066\u8fd4\u3059\u5f62\u306b\u3057\u3001\u8986\u3055\u308c\u305f\u6761\u9805\u3092\u898f\u5247\u306b\u79fb\u3059\u304b\u3001\u6761\u9805\u306e\u66f8\u304d\u65b9\u3092\u76f4\u3057\u307e\u3059\u3002**AI\u306b\u6e21\u3059\u6761\u9805\u304c\u6e1b\u308a\u59cb\u3081\u3001\u62c5\u5f53\u304c\u5224\u5b9a\u306e\u78ba\u8a8d\u3060\u3051\u3067\u627f\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0820","UC-0104","UC-0239","UC-0407"],"related_articles":[{"id":7432,"slug":"ai-seisei-bunsho-hantei","title":"AI\u751f\u6210\u306e\u6587\u7ae0\u306f\u898b\u5206\u3051\u3089\u308c\u308b\uff1f\uff5c\u5224\u5b9a\u30c4\u30fc\u30eb\u306e\u9650\u754c"},{"id":5864,"slug":"soft-404-hantei","title":"\u30bd\u30d5\u30c8404\u3068\u5224\u5b9a\u3055\u308c\u308b\u539f\u56e0\uff5c\u6d88\u3048\u305f\u3068\u8aa4\u89e3\u3057\u306a\u3044"},{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| `terraform show -json` \u3067\u8a08\u753b\u3092JSON\u306b\u66f8\u304d\u51fa\u305b\u308b\u3053\u3068\u3002`resource_changes` \u306b\u30ea\u30bd\u30fc\u30b9\u3054\u3068\u306e `address` \u3068 `change` \u304c\u4e26\u3076\u3053\u3068\u3002`actions` \u306e\u5024\uff08`no-op`\u3001`create`\u3001`read`\u3001`update`\u3001`delete`\u3001\u7f6e\u304d\u63db\u3048\u306e\u7d44\uff09\u3002`before`\uff0f`after`\uff0f`after_unknown`\uff0f`before_sensitive`\uff0f`after_sensitive` \u306e\u610f\u5473\u3002JSON\u306e\u4e2d\u3067\u6a5f\u5bc6\u306e\u5024\u306f\u4f0f\u305b\u3089\u308c\u3066\u304a\u3089\u305a\u3001\u6a5f\u5bc6\u306e\u5370\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u8aa4\u3063\u3066\u8868\u793a\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u3079\u304d\u3053\u3068 | [Terraform: JSON Output Format](https:\/\/developer.hashicorp.com\/terraform\/internals\/json-format) | 2026-10-07 |\n| `pull_request` \u306e\u30a4\u30d9\u30f3\u30c8\u304c\u65e2\u5b9a\u3067 `opened`\u30fb`synchronize`\u30fb`reopened` \u3067\u52d5\u304f\u3053\u3068\u3002`paths` \u3067\u5bfe\u8c61\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u7d5e\u308c\u308b\u3053\u3068\u3002\u30d5\u30a9\u30fc\u30af\u304b\u3089\u52d5\u3044\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u306f `GITHUB_TOKEN` \u4ee5\u5916\u306e\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u304c\u6e21\u3055\u308c\u305a\u3001`GITHUB_TOKEN` \u304c\u8aad\u307f\u53d6\u308a\u3060\u3051\u306b\u306a\u308b\u3053\u3068 | [GitHub Docs: Events that trigger workflows](https:\/\/docs.github.com\/en\/actions\/reference\/workflows-and-actions\/events-that-trigger-workflows) | 2026-10-07 |\n| Create a review for a pull request\uff08`POST \/repos\/{owner}\/{repo}\/pulls\/{pull_number}\/reviews`\uff09\u306e `event` \u306b `APPROVE`\u30fb`REQUEST_CHANGES`\u30fb`COMMENT` \u304c\u3042\u308b\u3053\u3068\u3002`comments` \u306b `path`\u30fb`line`\u30fb`body` \u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002\u77ed\u3044\u9593\u306b\u591a\u304f\u6295\u7a3f\u3059\u308b\u3068\u4e8c\u6b21\u7684\u306a\u5229\u7528\u306e\u5236\u9650\u306b\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308b\u3053\u3068 | [GitHub Docs: REST API endpoints for pull request reviews](https:\/\/docs.github.com\/en\/rest\/pulls\/reviews?apiVersion=2022-11-28) | 2026-10-07 |\n| `output_config.format` \u306b `type: \"json_schema\"` \u3092\u6307\u5b9a\u3059\u308b\u3068\u8fd4\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305fJSON\u306b\u306a\u308b\u3053\u3068\u3002`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002`enum` \u306e\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u304c\u4fdd\u8a3c\u3055\u308c\u305a\u3001\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u3092\u533a\u5225\u305b\u305a\u306b\u6bd4\u3079\u308b\u3088\u3046\u63a8\u5968\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-07 |\n\n**\u30de\u30fc\u30b8\u3057\u3066\u3088\u3044\u304b\u306e\u5224\u65ad\u3068\u3001\u57fa\u6e96\u306e\u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u793e\u5185\u306e\u6c7a\u3081\u3089\u308c\u305f\u62c5\u5f53\u304c\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f HashiCorp\u30fbGitHub\u30fbAnthropic \u306e\u516c\u958b\u3057\u3066\u3044\u308b\u60c5\u5831\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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