{"id":68014,"date":"2023-12-23T07:00:00","date_gmt":"2023-12-22T22:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/?p=68014"},"modified":"2023-12-21T18:21:37","modified_gmt":"2023-12-21T09:21:37","slug":"llm%e3%83%8a%e3%83%ac%e3%83%83%e3%82%b8%e3%82%b0%e3%83%a9%e3%83%95","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/neo4j\/68014","title":{"rendered":"LLM&#038;\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5 \u301cRAG\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3059\u308b\u301c"},"content":{"rendered":"\n<div class=\"tech_thumbnail\"><img decoding=\"async\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/11\/4dd772b04bc177a970022f867f81b8b1.png\" alt=\"\"><\/div><div class=\"tech_meta\"><\/div>\n\n\n\n<p>\u3053\u3061\u3089\u306f<a href=\"https:\/\/qiita.com\/advent-calendar\/2023\/creationline\" target=\"_blank\" rel=\"noreferrer 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src=\"https:\/\/docs.google.com\/presentation\/d\/e\/2PACX-1vTqLfI8sSN_xTKz6IM-0gfHqXQpgdS9F3N6luvq3ngCsVeP9YgcXldulS71iMybCPEYingkRq7ty3Pd\/embed?start=false&amp;loop=false&amp;delayms=3000\" width=\"800\" height=\"474\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1.png\" alt=\"\" class=\"wp-image-68156\" style=\"width:841px;height:auto\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/70a968fd4376c66f9939d95ce4abd0b1-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u307e\u305a\u7c21\u5358\u306a\u81ea\u5df1\u7d39\u4ecb\u304b\u3089\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<br>\u79c1\u306f\u3001\u8352\u4e95 \u5275\uff08\u3042\u3089\u3044 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srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/0de5309f73a8c8142b0970b432b6c34c.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/0de5309f73a8c8142b0970b432b6c34c-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/0de5309f73a8c8142b0970b432b6c34c-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/0de5309f73a8c8142b0970b432b6c34c-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/0de5309f73a8c8142b0970b432b6c34c-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e.png\" alt=\"\" class=\"wp-image-68161\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/aab259adfc00a88dc9a7acf36596c51e-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b.png\" alt=\"\" class=\"wp-image-68162\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/10ac19f9fdac7bc14c5bb7ebd168894b-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u307e\u305a\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u6982\u5ff5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<br>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u53f3\u306e\u56f3\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u69cb\u9020\u3092\u5099\u3048\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b0\u30e9\u30d5\u69cb\u9020\u3068\u306f\u3001\u4e38\u3067\u8868\u3055\u308c\u3066\u3044\u308b\u30ce\u30fc\u30c9\u3068\u30ce\u30fc\u30c9\u540c\u58eb\u3092\u7d50\u3076\u77e2\u5370\u3067\u8868\u3055\u308c\u3066\u3044\u308b\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304b\u3089\u6210\u308b\u69cb\u9020\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u304c\u56f3\u306e\u3088\u3046\u306b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u72b6\u306b\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u306b\u7279\u6027\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb.png\" alt=\"\" class=\"wp-image-68163\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/3a0a875c1bc042a7c62da4375a9f95eb-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u6b21\u306b\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u3067\u8a00\u8449\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u306f\u3001\u6587\u7ae0\u306e\u610f\u5473\u3092\u6570\u5b57\u306e\u5217\u306b\u7f6e\u304d\u63db\u3048\u3066\u8003\u3048\u307e\u3059\u3002<br>\u3053\u306e\u6570\u5b57\u306e\u5217\u306e\u3053\u3068\u3092\u30d9\u30af\u30c8\u30eb\u3068\u547c\u3073\u307e\u3059\u3002<br>\u6587\u7ae0\u306e\u610f\u5473\u3092\u30d9\u30af\u30c8\u30eb\u306b\u7f6e\u304d\u63db\u3048\u3066\u8003\u3048\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6587\u7ae0\u306e\u610f\u5473\u304c\u3069\u308c\u3060\u3051\u4f3c\u3066\u3044\u308b\u304b\u3092\u7d20\u65e9\u304f\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30d9\u30af\u30c8\u30eb\u306e\u683c\u7d0d\u3068\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002<br>\u6587\u7ae0\u3084\u753b\u50cf\u3084\u97f3\u58f0\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u3092\u7d20\u65e9\u304f\u5224\u65ad\u3057\u305f\u3044\u3068\u304d\u306b\u6d3b\u8e8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2.png\" alt=\"\" class=\"wp-image-68165\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/a5867660b3e96e31614bde5b1f4018a2-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u307e\u305a\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30d9\u30fc\u30b9\u306bRAG\u3092\u4f5c\u6210\u3059\u308b\u5834\u5408\u306e\u4ed5\u7d44\u307f\u306e\u6982\u8981\u3092\u3054\u8aac\u660e\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001RAG\u306b\u4e0e\u3048\u308b\u5c02\u9580\u77e5\u8b58\u3092\u8a18\u8ff0\u3057\u305f\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u53f3\u56f3\u306e\u3088\u3046\u306a\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<br>\u5f8c\u307b\u3069\u63d0\u793a\u3057\u307e\u3059\u304c\u3001\u4eca\u56de\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306e\u4f5c\u6210\u306b\u306f\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308bCulture of Creationline\u3068\u3044\u3046\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6587\u5316\u306b\u95a2\u3059\u308b3153\u6587\u5b57\u306e\u8a18\u8ff0\u3092\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<br>\u3053\u306e\u904e\u7a0b\u306b\u3088\u3063\u3066\u3001RAG\u306f\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6587\u5316\u306b\u3064\u3044\u3066\u306e\u5c02\u9580\u77e5\u8b58\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u4e3b\u8a9e\u3001\u52d5\u8a5e\u3001\u76ee\u7684\u8a9e\u306e3\u3064\u306e\u8a9e\u53e5\u304b\u3089\u306a\u308b\u30c8\u30ea\u30d7\u30ec\u30c3\u30c8\u3068\u547c\u3070\u308c\u308b\u7d44\u3092\u62bd\u51fa\u3057\u3001\u53f3\u56f3\u306e\u3088\u3046\u306a\u30b0\u30e9\u30d5\u306e\u5f62\u306b\u3057\u3066Neo4j\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066RAG\u3092\u69cb\u7bc9\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u4f7f\u7528\u3057\u305f\u30c4\u30fc\u30eb\u306f\u6b21\u306e3\u3064\u3067\u3059\u3002<br>\u307e\u305a\u3001OpenAI API\u3002\u3053\u3061\u3089\u306f\u5358\u8a9e\u3084\u30c6\u30ad\u30b9\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3084\u6587\u7ae0\u751f\u6210\u306e\u305f\u3081\u306b\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<br>\u6b21\u306b\u3001LlamaIndex\u3002\u3053\u3061\u3089\u306fRAG\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u4e2d\u6838\u3068\u306a\u308bIndex\u306a\u3069\u306e\u8af8\u6a5f\u80fd\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<br>\u6700\u5f8c\u306b\u3001Neo4j\u3002\u3053\u3061\u3089\u306fRAG\u306e\u77e5\u8b58\u3092\u683c\u7d0d\u3059\u308b\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u305f\u3081\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2.png\" alt=\"\" class=\"wp-image-68166\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/29746df44dbd54a7b3d4e6bb7f5fdcc2-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u306f\u3001\u8cea\u554f\u6587\u3092\u5b9f\u969b\u306bRAG\u306b\u5165\u529b\u3059\u308b\u4ee5\u524d\u306b\u3001RAG\u306b\u77e5\u8b58\u3092\u683c\u7d0d\u3057\u3066\u304a\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u6e96\u5099\u6bb5\u968e\u3067\u3057\u305f\u304c\u3001\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306b\u8cea\u554f\u6587\u306bRAG\u304c\u5fdc\u7b54\u3059\u308b\u969b\u306e\u52d5\u4f5c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u304c\u4e0e\u3048\u3089\u308c\u308b\u3068\u3001RAG\u306f\u8cea\u554f\u6587\u306b\u542b\u307e\u308c\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u4e00\u81f4\u3059\u308b\u3001\u3042\u308b\u3044\u306f\u985e\u4f3c\u3059\u308b\u8a9e\u53e5\u3092\u6301\u3064\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<br>\u3053\u3053\u3067\u30ce\u30fc\u30c9\u3068\u3044\u3046\u306e\u306f\u3001\u53f3\u56f3\u306b\u304a\u3051\u308b\u6c34\u8272\u306e\u4e38\u3001\u3059\u306a\u308f\u3061\u4e3b\u8a9e\u3084\u76ee\u7684\u8a9e\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u5834\u6240\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e.png\" alt=\"\" class=\"wp-image-68167\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/15e9e6643bae5a70d15767537326c67e-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u6b21\u306b\u3001\u691c\u7d22\u306b\u5f15\u3063\u304b\u304b\u3063\u305f\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3067\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u30ce\u30fc\u30c9\u3092\u63a2\u7d22\u3057\u307e\u3059\u3002<br>\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3068\u306f\u3001\u6c34\u8272\u306e\u4e38\u540c\u58eb\u3092\u7d50\u3076\u77e2\u5370\u306e\u3053\u3068\u3067\u3059\u3002<br>\u3053\u306e\u904e\u7a0b\u3067\u3001\u691c\u7d22\u306b\u5f15\u3063\u304b\u304b\u3063\u305f\u30ce\u30fc\u30c9\u3068\u95a2\u9023\u6027\u306e\u3042\u308b\u8a9e\u53e5\u304c\u828b\u3065\u308b\u5f0f\u306b\u53d6\u308a\u51fa\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u5f8c\u3001\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3001\u5143\u306e\u6587\u7ae0\u306b\u304a\u3044\u3066\u305d\u308c\u3089\u306e\u95a2\u9023\u8a9e\u53e5\u304c\u542b\u307e\u308c\u3066\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u3001\u3064\u307e\u308a\u95a2\u9023\u6587\u66f8\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191.png\" alt=\"\" class=\"wp-image-68168\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/63d1115a60d2cc1158b8726c5c4cb191-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u3053\u308c\u3089\u306e\u95a2\u9023\u6587\u66f8\u3068\u8cea\u554f\u6587\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u305f\u306a\u8cea\u554f\u6587\u3092OpenAI API\u306b\u6295\u3052\u3066\u3001\u56de\u7b54\u6587\u3092\u751f\u6210\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u306bRAG\u304c\u5fdc\u7b54\u3059\u308b\u969b\u306e\u52d5\u4f5c\u306f\u4ee5\u4e0a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882.png\" alt=\"\" class=\"wp-image-68170\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/cfcc2c24424945057899bef675358882-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u3053\u3061\u3089\u306f\u88dc\u8db3\u3067\u3059\u304c\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u3057\u3066\u3001\u3059\u3067\u306b\u4f5c\u6210\u3057\u305f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u306b\u3001\u624b\u52d5\u3067\u7c21\u5358\u306b\u65b0\u3057\u3044\u30ce\u30fc\u30c9\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u8ffd\u52a0\u3067\u304d\u308b\u3068\u3044\u3046\u70b9\u304c\u3042\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u306b\u8aac\u660e\u3059\u308b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5834\u5408\u306b\u6bd4\u3079\u308b\u3068\u3001\u77e5\u8b58\u306e\u683c\u7d0d\u72b6\u614b\u304c\u4eba\u306e\u76ee\u306b\u5206\u304b\u308a\u3084\u3059\u304f\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8.png\" alt=\"\" class=\"wp-image-68172\" style=\"width:840px;height:auto\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/6808c853895fcff197226634527ac5e8-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u6b21\u306b\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u30d9\u30fc\u30b9\u306bRAG\u3092\u4f5c\u6210\u3059\u308b\u5834\u5408\u306e\u4ed5\u7d44\u307f\u306e\u6982\u8981\u3092\u7c21\u5358\u306b\u3054\u8aac\u660e\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305a\u3001RAG\u306b\u77e5\u8b58\u3092\u683c\u7d0d\u3057\u3066\u304a\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u6e96\u5099\u3092\u884c\u3044\u307e\u3059\u3002<br>\u53f3\u7aef\u306e\u5c02\u9580\u77e5\u8b58\u3092\u683c\u7d0d\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u3001\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30c8\u30fc\u30af\u30f3\u3068\u8a00\u308f\u308c\u308b\u5c0f\u3055\u306a\u8a9e\u53e5\u306b\u5206\u89e3\u3057\u307e\u3059\u3002<br>\u6b21\u306b\u3001\u305d\u308c\u305e\u308c\u306e\u30c8\u30fc\u30af\u30f3\u3092OpenAI API\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u307e\u3059\u3002<br>\u6700\u5f8c\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u305f\u30c8\u30fc\u30af\u30f3\u3068\u4e00\u7dd2\u306b\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe.png\" alt=\"\" class=\"wp-image-68174\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/1dc7e179d6099c911fdc9466a740ebfe-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u306f\u3001\u8cea\u554f\u6587\u3092\u5b9f\u969b\u306bRAG\u306b\u5165\u529b\u3059\u308b\u4ee5\u524d\u306b\u3001RAG\u306b\u77e5\u8b58\u3092\u683c\u7d0d\u3057\u3066\u304a\u304f\u305f\u3081\u306b\u5fc5\u8981\u306a\u6e96\u5099\u6bb5\u968e\u3067\u3057\u305f\u304c\u3001\u3053\u3053\u304b\u3089\u306f\u3001\u5b9f\u969b\u306b\u8cea\u554f\u6587\u306bRAG\u304c\u5fdc\u7b54\u3059\u308b\u969b\u306e\u52d5\u4f5c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u304c\u4e0e\u3048\u3089\u308c\u308b\u3068\u3001\u8cea\u554f\u6587\u3092\u30c8\u30fc\u30af\u30f3\u3068\u8a00\u308f\u308c\u308b\u5c0f\u3055\u306a\u8a9e\u53e5\u306b\u5206\u89e3\u3057\u3001\u5148\u7a0b\u3068\u540c\u3058\u3088\u3046\u306bOpenAI API\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u307e\u3059\u3002<br>\u305d\u3057\u3066\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u985e\u4f3c\u3059\u308b\u30d9\u30af\u30c8\u30eb\u3092\u6301\u3064\u95a2\u9023\u6587\u66f8\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br>\u6700\u5f8c\u306b\u3001\u3053\u308c\u3089\u306e\u95a2\u9023\u6587\u66f8\u3068\u8cea\u554f\u6587\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u65b0\u305f\u306a\u8cea\u554f\u6587\u3092OpenAI API\u306b\u6295\u3052\u3066\u3001\u56de\u7b54\u6587\u3092\u751f\u6210\u3057\u3066\u3082\u3089\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u306bRAG\u304c\u5fdc\u7b54\u3059\u308b\u969b\u306e\u52d5\u4f5c\u306f\u4ee5\u4e0a\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c.png\" alt=\"\" class=\"wp-image-68177\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/407b0dcb1239c47252e9eb8e5df5681c-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u3053\u3061\u3089\u304c\u3001\u4eca\u56de\u4f7f\u7528\u3057\u305f\u5c02\u9580\u77e5\u8b58\u3092\u542b\u3080\u30bd\u30fc\u30b9\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3059\u3002<br>\u5c0f\u3055\u304f\u3066\u898b\u3048\u306a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308bCulture of Creationline\u3068\u3044\u3046\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6587\u5316\u306b\u95a2\u3059\u308b3153\u6587\u5b57\u306e\u8a18\u8ff0\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u5148\u8ff0\u306e\u624b\u9806\u3067\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3042\u308b\u3044\u306f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001RAG\u306f\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u306e\u6587\u5316\u306b\u3064\u3044\u3066\u306e\u5c02\u9580\u77e5\u8b58\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d.png\" alt=\"\" class=\"wp-image-68179\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/216ab16dd773e0bbc473987d94e1be4d-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u305d\u308c\u3067\u306f\u3001\u5b9f\u969b\u306eRAG\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br>\u4eca\u56de\u306f\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3057\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u65b9\u5f0f\u306b\u3088\u308b\u30af\u30a8\u30ea\u306e\u56de\u7b54\u3092\u898b\u3066\u307f\u307e\u3059\u3002<br>\u4e8b\u524d\u6e96\u5099\u3057\u305f\u30c7\u30e2\u52d5\u753b\u3092\u898b\u3066\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3088\u308b\u56de\u7b54\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3088\u308b\u56de\u7b54\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u65b9\u5f0f\u306b\u3088\u308b\u56de\u7b54\u306e\u9806\u5e8f\u3067\u52d5\u4f5c\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p><iframe loading=\"lazy\" width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/-peWiZxcc6c?si=UXUKNAXJiBMyW9j2\" title=\"YouTube video player\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen=\"\"><\/iframe><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a.png\" alt=\"\" class=\"wp-image-68187\" srcset=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a.png 960w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a-360x203.png 360w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a-460x260.png 460w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a-768x432.png 768w, https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2023\/12\/90278fdea33334d506c6869191b4d98a-512x288.png 512w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" 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