{"id":36729,"date":"2025-11-26T18:37:36","date_gmt":"2025-11-26T09:37:36","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?p=36729"},"modified":"2025-12-08T20:59:04","modified_gmt":"2025-12-08T11:59:04","slug":"common-misconceptions-about-ai-products","status":"publish","type":"post","link":"https:\/\/uxdaystokyo.com\/articles\/common-misconceptions-about-ai-products\/","title":{"rendered":"AI\u30d7\u30ed\u30c0\u30af\u30c8\u3067\u3088\u304f\u3042\u308b\u52d8\u9055\u3044\u3001\u672c\u5f53\u306b\u5fc5\u8981\u306a\u77e5\u8b58\u306f\u3001\u201dLLM\u306e\u4e2d\u8eab\u3068\u9650\u754c\u201d\u3092\u77e5\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308b"},"content":{"rendered":"\n<p class=\"is-style-sme-alert-remark\">\u3053\u306e\u8a18\u4e8b\u306f\u3001<a href=\"https:\/\/uxdaystokyo.com\/smashing-magazine\/ai-workshop\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Vitaly\u6c0f\u306e\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7<\/a>\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u30ea\u30fc\u30c9\u3092\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u3053\u306e\u8a18\u4e8b\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u4ee5\u4e0a\u306e\u3053\u3068\u3092\u5b66\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u307e\u305a\u306f\u3001AI\uff08LLM\uff09\u306b\u3064\u3044\u3066\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u7406\u89e3\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u5316\u304b\u3089\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u305d\u3057\u3066\u74b0\u5883\u8ca0\u8377\u307e\u3067<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u306e\u751f\u6210AI\u3001\u7279\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306f\u3001\u9a5a\u304f\u307b\u3069\u81ea\u7136\u3067\u6d41\u66a2\u306a\u6587\u7ae0\u3092\u751f\u307f\u51fa\u3059\u3053\u3068\u3067\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u3001\u300c\u672c\u5f53\u306b\u201c\u7406\u89e3\u201d\u3057\u3066\u3044\u308b\u306e\u304b\uff1f\u300d\u300c\u3069\u3053\u307e\u3067\u4fe1\u7528\u3067\u304d\u308b\u306e\u304b\uff1f\u300d\u3068\u3044\u3046\u7591\u554f\u3082\u6839\u5f37\u304f\u3042\u308a\u307e\u3059\u3002<br>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u306e\u30ea\u30fc\u30c9\u3092\u307e\u3068\u3081\u305f\u52d5\u753b\u3067\u8a9e\u3089\u308c\u3066\u3044\u305f\u300cLLM\u306e\u4ed5\u7d44\u307f\u3068\u9650\u754c\u300d\u306e\u89e3\u8aac\u3092\u30d9\u30fc\u30b9\u306b\u3001\u5358\u8a9e\u57cb\u3081\u8fbc\u307f\uff08embeddings\uff09\u3084\u30c8\u30fc\u30af\u30f3\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\uff0f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u4f9d\u5b58\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u305d\u3057\u3066\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3084\u30e2\u30c7\u30eb\u5d29\u58ca\uff08Model Collapse\uff09\u306a\u3069\u306e\u8ab2\u984c\u307e\u3067\u3001\u591a\u89d2\u7684\u306b\u6574\u7406\u3057\u307e\u3059\u3002<br>\u307e\u305f\u3001\u751f\u6210AI\u306e\u666e\u53ca\u304c\u3082\u305f\u3089\u3059\u300c\u30c7\u30b8\u30bf\u30eb\u30b5\u30b9\u30c6\u30ca\u30d3\u30ea\u30c6\u30a3\u300d\u306e\u89b3\u70b9\u304b\u3089\u306e\u554f\u984c\u70b9\u306b\u3082\u89e6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"> LLM\u306f\u300c\u7406\u89e3\u300d\u3067\u306f\u306a\u304f\u300c\u7d71\u8a08\u7684\u306a\u4e88\u6e2c\u300d\u3067\u52d5\u304f<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLM \u306f\u3001\u4eba\u9593\u306e\u3088\u3046\u306b\u610f\u5473\u3092\u201c\u7406\u89e3\u201d\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li>\u5185\u90e8\u3067\u306f\u3001\u307e\u305a\u6587\u7ae0\u3092 <strong>\u300c\u30c8\u30fc\u30af\u30f3\uff08token\uff09\u300d<\/strong> \u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u3092 <strong>\u300c\u30d9\u30af\u30c8\u30eb\uff08embedding\uff09\u300d<\/strong> \u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306f\u300c\u6b21\u306b\u6765\u308b\u3067\u3042\u308d\u3046\u30c8\u30fc\u30af\u30f3\u300d\u306e<strong>\u78ba\u7387\u5206\u5e03<\/strong>\u3092\u8a08\u7b97\u3057\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u8a9e\u3084\u6587\u3092\u9078\u3093\u3067\u51fa\u529b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u306e\u4ed5\u7d44\u307f\u306b\u3088\u308a\u3001\u5b9f\u7528\u4e0a\u306f\u4eba\u9593\u3089\u3057\u3044\u5fdc\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u6839\u672c\u306f\u300c\u6587\u8108\u306b\u5fdc\u3058\u305f\u6b21\u306e\u8a9e\u306e\u7d71\u8a08\u7684\u4e88\u6e2c\u300d\u3067\u3042\u308a\u3001\u300c\u610f\u5473\u306e\u7406\u89e3\u300d\u3067\u306f\u306a\u3044\u3001\u3068\u3044\u3046\u306e\u304c\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<br> <a href=\"https:\/\/www.icef.go.jp\/wp-content\/themes\/icef_new\/pdf\/roadmap\/2024\/11_ICEF%202.0%20LLMs_stand%20alone.pdf?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Innovation for Cool Earth Forum (ICEF)+1<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> \u51fa\u529b\u306f\u300c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u300d\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u300d\u300c\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u300d\u306b\u5927\u304d\u304f\u4f9d\u5b58<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51fa\u529b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\uff0f\u30b7\u30b9\u30c6\u30e0\u304c\u4e0e\u3048\u308b <strong>\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u6307\u793a\u6587\uff09<\/strong>\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\uff08\u305f\u3068\u3048\u3070 <strong>temperature<\/strong> \u306a\u3069\uff09\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3064\u307e\u308a\u3001<strong><span style=\"background-image: linear-gradient(transparent 60%, rgba(207, 46, 46, 0.5) 60%)\" class=\"sme-highlighter\">\u300c\u3069\u3046\u805e\u304f\u304b\u300d\u300c\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u300d\u3067\u5fdc\u7b54\u306e\u8cea\u304c\u5de6\u53f3\u3055\u308c\u308b<\/span><\/strong>\u3068\u3044\u3046\u3053\u3068\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u305f\u3081\u3001<strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/strong> \u306f\u3001LLM \u3092\u5b9f\u7528\u30ec\u30d9\u30eb\u3067\u4f7f\u3044\u3053\u306a\u3059\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u306a\u6280\u8853\u3067\u3059\u3002\u30da\u30eb\u30bd\u30ca\u3084\u6587\u4f53\u3001\u5fdc\u7b54\u5f62\u5f0f\u306a\u3069\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u76ee\u7684\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u5f15\u304d\u51fa\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"> \u3060\u304c\u3001LLM\u306f\u300c\u5b8c\u74a7\u3067\u306f\u306a\u3044\u300d \u2015 \u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3001\u8fce\u5408\u3001\u30e2\u30c7\u30eb\u5d29\u58ca\u306e\u30ea\u30b9\u30af<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u304f\u306e\u7814\u7a76\u3067\u3001LLM \u306f <strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08hallucination\uff09<\/strong> \u2014 \u3042\u305f\u304b\u3082\u6b63\u78ba\u3067\u8aac\u5f97\u529b\u306e\u3042\u308b\u6587\u7ae0\u3092\u751f\u6210\u3057\u3064\u3064\u3001\u5b9f\u969b\u306b\u306f\u6839\u62e0\u304c\u3042\u3044\u307e\u3044\u3001\u3042\u308b\u3044\u306f\u4e8b\u5b9f\u3068\u77db\u76fe\u3059\u308b \u2014 \u3092\u8d77\u3053\u3059\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Hallucination_%28artificial_intelligence%29?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2+2arXiv+2<\/a><\/li>\n\n\n\n<li>\u307e\u305f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u898b\u306b\u7121\u6279\u5224\u306b\u540c\u610f\u3057\u305f\u308a\uff08\u8fce\u5408\u7684\u5fdc\u7b54\u30fb\u30b7\u30b3\u30d5\u30a1\u30f3\u30b7\u30fc\u30fb\u304a\u3070\u3063\u304b\uff09\u3001\u4e0d\u9069\u5207\u306b\u77e5\u8b58\u3092\u88dc\u5b8c\u3057\u305f\u308a\u3059\u308b\u50be\u5411\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001<span style=\"background-image: linear-gradient(transparent 60%, rgba(207, 46, 46, 0.5) 60%)\" class=\"sme-highlighter\">\u30e2\u30c7\u30eb\u304c\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5fdc\u7b54\u300d\u3092\u512a\u5148\u3059\u308b\u304b\u3089\u3067\u3042\u308a\u3001\u5fc5\u305a\u3057\u3082\u300c\u6b63\u3057\u3044\u300d\u5fdc\u7b54\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/span>\u3002<\/li>\n\n\n\n<li>\u52a0\u3048\u3066\u3001\u9577\u671f\u9593\u307e\u305f\u306f\u8907\u96d1\u306a\u7528\u9014\u3067\u306e\u4f7f\u7528\u3067\u306f\u3001<strong>\u300c\u30e2\u30c7\u30eb\u5d29\u58ca\uff08Model Collapse\uff09\u300d<\/strong> \u306e\u3088\u3046\u306a\u554f\u984c \u2014 \u5fdc\u7b54\u306e\u52a3\u5316\u3001\u77db\u76fe\u3001\u904e\u53bb\u306e\u5fdc\u7b54\u3068\u306e\u6574\u5408\u6027\u306e\u55aa\u5931\u306a\u3069 \u2014 \u304c\u8d77\u3053\u308b\u53ef\u80fd\u6027\u3082\u6307\u6458\u3055\u308c\u307e\u3059\u3002\uff08\u203b\u52d5\u753b\u306e\u6307\u6458\u5185\u5bb9\u3092\u3075\u307e\u3048\u305f\u8a00\u53ca\uff09<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u61f8\u5ff5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6700\u8fd1\u3067\u306f\u3001LLM \u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f <strong>\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong> \u306e\u53ef\u80fd\u6027\u304c\u8a9e\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u547d\u4ee4 \u2192 \u5224\u65ad \u2192 \u5b9f\u884c\u3001\u3068\u3044\u3046\u4e00\u9023\u306e\u6d41\u308c\u3092\u81ea\u52d5\u5316\u3059\u308b\u3088\u3046\u306a\u4f7f\u3044\u65b9\u3002<\/li>\n\n\n\n<li>\u3057\u304b\u3057\u3053\u306e\u3088\u3046\u306a\u4f7f\u3044\u65b9\u306b\u306f <strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u91cd\u5927\u306a\u61f8\u5ff5<\/strong> \u304c\u3042\u308a\u307e\u3059\u3002\u60aa\u610f\u3042\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u5165\u529b\u3084 \u201c\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08prompt injection\uff09\u201d \u306b\u3088\u3063\u3066\u3001\u30e2\u30c7\u30eb\u306e\u5236\u7d04\u3092\u7a81\u7834\u3055\u305b\u308b\u30ea\u30b9\u30af\u3084\u3001\u610f\u56f3\u3057\u306a\u3044\u52d5\u4f5c\u3092\u5f15\u304d\u8d77\u3053\u3059\u30ea\u30b9\u30af\u304c\u3042\u308b\u3053\u3068\u304c\u3001\u7814\u7a76\u3067\u6307\u6458\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Large_language_model?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2+1<\/a><\/li>\n\n\n\n<li>\u307e\u305f\u3001LLM \u304c\u6301\u3064 <strong>\u57cb\u3081\u8fbc\u307f\uff08embeddings\uff09<\/strong> \u306b\u306f\u3001\u6271\u3046\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u60c5\u5831\u3092\u518d\u69cb\u7bc9\u3067\u304d\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u3001\u3068\u3044\u3046\u5831\u544a\u3082\u3042\u308a\u307e\u3059\u3002\u3059\u306a\u308f\u3061\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u304c\u6f0f\u6d29\u3059\u308b\u30ea\u30b9\u30af\u3082\u7121\u8996\u3067\u304d\u307e\u305b\u3093\u3002 <a href=\"https:\/\/arxiv.org\/abs\/2404.16587?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">arXiv<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c7\u30b8\u30bf\u30eb\u30b5\u30b9\u30c6\u30ca\u30d3\u30ea\u30c6\u30a3\uff1aLLM \u306f\u74b0\u5883\u306b\u3082\u91cd\u307f\u3092\u6301\u3064<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210AI\uff08\u7279\u306b LLM\uff09 \u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u904b\u7528\u306b\u306f\u81a8\u5927\u306a\u8a08\u7b97\u8cc7\u6e90\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u305d\u306e\u7d50\u679c\u3001<strong>\u96fb\u529b\u6d88\u8cbb\u3084\u4e8c\u9178\u5316\u70ad\u7d20\u6392\u51fa\u3001\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306b\u3088\u308b\u6c34\u306e\u6d88\u8cbb<\/strong>\u306a\u3069\u3001\u74b0\u5883\u3078\u306e\u8ca0\u8377\u304c\u61f8\u5ff5\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Generative_artificial_intelligence?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2+1<\/a><\/li>\n\n\n\n<li>\u3064\u307e\u308a\u3001AI \u306e\u666e\u53ca\u30fb\u6d3b\u7528\u3092\u9032\u3081\u308b\u306b\u306f\u3001 <strong>\u300c\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u6301\u7d9a\u53ef\u80fd\u6027\u300d<\/strong> \u306e\u89b3\u70b9\u3082\u540c\u6642\u306b\u8003\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u306a\u305c\u3053\u306e\u8a18\u4e8b\u306f\u91cd\u8981\u304b<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u304f\u306e\u4eba\u304c\u65e5\u3005\u300c\u4f7f\u3046\u3060\u3051\u300d\u3067\u6e08\u307e\u305b\u304c\u3061\u306a\u751f\u6210AI\u3060\u304c\u3001\u305d\u306e\u5185\u90e8\u69cb\u9020\u3001\u9650\u754c\u3001\u30ea\u30b9\u30af\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u904e\u4fe1\u3092\u9632\u304e\u3001\u9069\u5207\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u751f\u6210AI\u304c\u5e83\u304f\u4f7f\u308f\u308c\u308b\u793e\u4f1a\u3067\u306f\u3001\u5358\u306a\u308b\u300c\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u300d\u304b\u3089\u300c\u793e\u4f1a\u30a4\u30f3\u30d5\u30e9\u300d\u306b\u306a\u308a\u3046\u308b\u3002\u3060\u3068\u3059\u308c\u3070\u3001\u305d\u306e\u8a2d\u8a08\u3084\u904b\u7528\u306b\u306f\u3001\u4fe1\u983c\u6027\u30fb\u5b89\u5168\u6027\u30fb\u900f\u660e\u6027\u30fb\u6301\u7d9a\u53ef\u80fd\u6027\u304c\u5f37\u304f\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\n\n\n\n<li>\u672c\u8a18\u4e8b\u3092\u901a\u3058\u3066\u3001\u8aad\u8005\u304c\u300cAI \u3063\u3066\u306a\u3093\u3067\u305d\u3093\u306a\u306b\u6587\u7ae0\u4f5c\u308c\u308b\u306e\u304b\u300d\u300c\u3067\u3082\u306a\u305c\u9593\u9055\u3046\u306e\u304b\u300d\u300c\u3069\u3053\u307e\u3067\u4fe1\u7528\u3067\u304d\u308b\u306e\u304b\u300d\u3092\u898b\u6975\u3081\u308b\u4e00\u52a9\u306b\u306a\u308c\u3070\u3001\u672c\u8cea\u7684\u306b\u6709\u76ca\u3060\u3068\u8003\u3048\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u6642\u4ee3\u306eUX\u8a2d\u8a08\u3001\u4f55\u304b\u3089\u5b66\u3079\u3070\u3044\u3044\uff1f\u300e\u77e5\u3063\u3066\u3044\u308b\u3064\u3082\u308a\u300f\u3092\u8131\u3059\u308b\u5b9f\u8df5\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7<\/h2>\n\n\n\n<p>AI(LLM)\u3092\u7406\u89e3\u305b\u305a\u306b\u3001AI\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002LLM\u3092\u7406\u89e3\u3057\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u30c7\u30b6\u30a4\u30f3\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304cAI\u3092\u5229\u7528\u3057\u3066\u4fa1\u5024\u3042\u308b\u30d7\u30ed\u30c0\u30af\u30c8\u306b\u3055\u305b\u308b\u30ce\u30a6\u30cf\u30a6\u3092\u4e00\u7dd2\u306b\u52c9\u5f37\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u65e5\u672c\u8a9e\u3067\u53d7\u8b1b\u3067\u304d\u308b\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3067\u3059\uff01\u3067\u304d\u308b\u3060\u3051\u65e9\u304f\u53d7\u8b1b\u3057\u3001AI\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u958b\u767a\u30fb\u30c7\u30b6\u30a4\u30f3\u3059\u308b\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u7740\u3051\u307e\u3057\u3087\u3046\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1-1024x576.jpg\" alt=\"\" class=\"wp-image-37122\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1-1024x576.jpg 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1-300x169.jpg 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1-768x432.jpg 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1-1536x864.jpg 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/\u8d85\u5b9f\u8df5ai\u30d7\u30ed\u30c0\u30af\u30c8-\u30b9\u30de\u30fc\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u30d0\u30ca\u30fc-1.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u65e5\u7a0b:<\/strong> 2025\u5e7412\u67088\u65e5\uff08\u6708\uff09\u301c 12\u65e5\uff08\u91d1\uff09<br><strong>\u6642\u9593:<\/strong> \u5404\u65e5 18:00\u201320:30\uff08\u65e5\u672c\u6642\u9593\uff09<br><strong>\u5f62\u5f0f:<\/strong> \u30aa\u30f3\u30e9\u30a4\u30f3\uff08\u901a\u8a33\u4ed8\u304d\uff09<br><strong>\u7dcf\u6642\u9593:<\/strong> 12.5\u6642\u9593\uff082.5h \u00d7 5\u65e5\uff09<\/p>\n\n\n\n<p>\u8a73\u7d30\u30fb\u304a\u7533\u3057\u8fbc\u307f\uff1a<a href=\"https:\/\/uxdaystokyo.com\/smashing-magazine\/ai-workshop\/\">https:\/\/uxdaystokyo.com\/smashing-magazine\/ai-workshop\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001Vitaly\u6c0f\u306e\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3067\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u30ea\u30fc\u30c9\u3092\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u3053\u306e\u8a18\u4e8b\u306b\u7d39\u4ecb\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u4ee5\u4e0a\u306e\u3053\u3068\u3092\u5b66\u3076\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u307e\u305a\u306f\u3001AI\uff08LLM\uff09\u306b\u3064\u3044\u3066\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u7406\u89e3\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002 \u5358\u8a9e\u306e\u30d9\u30af\u30c8\u30eb\u5316\u304b [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":36737,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[556,549],"tags":[],"viewpoint":[],"user_type":[],"contents_type":[],"uxdaystokyo":[],"class_list":["post-36729","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-the-guide-to-design"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/posts\/36729","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/comments?post=36729"}],"version-history":[{"count":5,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/posts\/36729\/revisions"}],"predecessor-version":[{"id":37123,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/posts\/36729\/revisions\/37123"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media\/36737"}],"wp:attachment":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media?parent=36729"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/categories?post=36729"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/tags?post=36729"},{"taxonomy":"viewpoint","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/viewpoint?post=36729"},{"taxonomy":"user_type","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/user_type?post=36729"},{"taxonomy":"contents_type","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/contents_type?post=36729"},{"taxonomy":"uxdaystokyo","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/uxdaystokyo?post=36729"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}