{"id":128659,"date":"2023-12-18T21:35:00","date_gmt":"2023-12-18T12:35:00","guid":{"rendered":"https:\/\/www.kotora.jp/c\/?p=128659"},"modified":"2025-12-18T21:40:56","modified_gmt":"2025-12-18T12:40:56","slug":"128659-2","status":"publish","type":"post","link":"https:\/\/www.kotora.jp/c\/128659-2\/","title":{"rendered":"\u30102025\u5e74\u7248\u3011AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8&#038;ChatGPT\u306e\u9055\u3044\u3092\u5fb9\u5e95\u89e3\u8aac\uff01\u9032\u5316\u3059\u308bAI\u306e\u6700\u65b0\u6d3b\u7528\u4e8b\u4f8b\u307e\u3068\u3081"},"content":{"rendered":"<div class=\"smb-contents-outline wp-block-snow-monkey-blocks-contents-outline\">\n\t\n<div\n\tclass=\"wpco-wrapper \"\n\taria-hidden=\"true\"\n\tid=\"\"\n\tdata-wpco-post-class=\".post-128659\"\n\tdata-wpco-selector=\".c-entry__content,.c-entry__content .wp-block-group,.c-entry__content 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class=\"wp-block-heading\">2025\u5e74\u306e\u751f\u6210AI\u30c8\u30ec\u30f3\u30c9\u6982\u89b3<\/h3>\n\n\n\n<p>2025\u5e74\u73fe\u5728\u3001AI\u6280\u8853\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u5358\u4e00\u306eAI\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u5411\u4e0a\u304b\u3089\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3057\u3066\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u300c\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u300d\u3078\u3068\u30b7\u30d5\u30c8\u3057\u3066\u3044\u307e\u3059\u3002Microsoft Research\u304c\u958b\u767a\u3057\u305fAutoGen\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u3053\u306e\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u5bb9\u6613\u306b\u3057\u3001\u3088\u308a\u8907\u96d1\u3067\u5b9f\u7528\u7684\u306a\u30bf\u30b9\u30af\u306e\u81ea\u52d5\u5316\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u30b7\u30fc\u30f3\u3092\u3055\u3089\u306b\u5e83\u3052\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3067\u306e\u696d\u52d9\u81ea\u52d5\u5316\u3084\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u3092\u52a0\u901f\u3055\u305b\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u4eba\u9593\u3068\u540c\u3058\u3088\u3046\u306b\u7570\u306a\u308b\u5f79\u5272\u3084\u5c02\u9580\u6027\u3092\u6301\u3064AI\u304c\u5354\u529b\u3057\u5408\u3046\u3053\u3068\u3067\u3001\u5358\u72ec\u306eAI\u3067\u306f\u9054\u6210\u56f0\u96e3\u306a\u9ad8\u5ea6\u306a\u8ab2\u984c\u89e3\u6c7a\u306b\u8ca2\u732e\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/128634-2\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068ChatGPT\u306e\u57fa\u672c\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<h3 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class=\"wp-block-heading\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u57fa\u672c\u69cb\u9020\u3068\u8981\u7d20\u6280\u8853<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u4eba\u9593\u306e\u8133\u306b\u4f8b\u3048\u3089\u308c\u308bLLM\u3092\u300c\u982d\u8133\u300d\u3068\u3057\u3066\u6d3b\u7528\u3057\u3001\u4e0e\u3048\u3089\u308c\u305f\u30b4\u30fc\u30eb\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u8981\u7d20\u3092\u8e0f\u307e\u3048\u306a\u304c\u3089\u81ea\u5f8b\u7684\u306b\u30a2\u30af\u30b7\u30e7\u30f3\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<ul 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class=\"wp-block-heading\">\u4ed6\u30e2\u30c7\u30eb\uff08Claude, Gemini\u7b49\uff09\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u88c5\u306b\u306f\u3001OpenAI\u306eFunction Calling\u3084Assistants API\u306e\u4ed6\u3001Amazon Bedrock for Agents\u3001LangChain\u306eLangGraph\u306a\u3069\u3001\u69d8\u3005\u306a\u6280\u8853\u304c\u5b58\u5728\u3057\u307e\u3059\u3002Google\u306eGemini API\u3084Anthropic\u306eClaude\u3082Function Calling\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001LLM\u304c\u5916\u90e8\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306e\u5f15\u6570\u3092\u542b\u3080JSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u77e5\u7684\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u8a2d\u8a08\u601d\u60f3\u3084\u5f97\u610f\u5206\u91ce\u3092\u6301\u3061\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001AutoGen\u306f\u63a2\u7d22\u3084\u5bfe\u8a71\u306e\u67d4\u8edf\u6027\u306b\u512a\u308c\u3001LangGraph\u306f\u53b3\u683c\u306a\u72b6\u614b\u7ba1\u7406\u3068\u518d\u73fe\u6027\u3001CrewAI\u306f\u5f79\u5272\u30d9\u30fc\u30b9\u306e\u30c1\u30fc\u30e0\u904b\u7528\u3001MetaGPT\u306f\u958b\u767a\u5de5\u7a0b\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316\u306b\u5f37\u307f\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u5b9f\u52d9\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u89e3\u6c7a\u7b56\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u73fe\u5b9f\u7684\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/68629\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9032\u5316\u3059\u308bAI\u6d3b\u7528\u30b7\u30fc\u30f3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30d3\u30b8\u30cd\u30b9\u696d\u52d9\u81ea\u52d5\u5316\uff08\u55b6\u696d\u3001\u8abf\u67fb\u5206\u6790\u3001\u4e8b\u52d9\u7b49\uff09<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u767b\u5834\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u696d\u52d9\u306e\u81ea\u52d5\u5316\u306b\u65b0\u305f\u306a\u5730\u5e73\u3092\u5207\u308a\u958b\u3044\u3066\u3044\u307e\u3059\u3002\u5358\u8abf\u306a\u7e70\u308a\u8fd4\u3057\u4f5c\u696d\u304b\u3089\u8907\u96d1\u306a\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u307e\u3067\u3001\u5e45\u5e83\u3044\u696d\u52d9\u3067AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u55b6\u696d\u696d\u52d9\u81ea\u52d5\u5316<\/strong>: \u30bf\u30fc\u30b2\u30c3\u30c8\u9078\u5b9a\u3001\u55b6\u696d\u30e1\u30fc\u30eb\u81ea\u52d5\u4f5c\u6210\u3001\u9867\u5ba2\u30c7\u30fc\u30bf\u7167\u5408\u3001\u52b9\u679c\u4e88\u6e2c\u306a\u3069\u304cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u3063\u3066\u52b9\u7387\u5316\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8abf\u67fb\u5206\u6790\u81ea\u52d5\u5316<\/strong>: Web\u304b\u3089\u306e\u60c5\u5831\u53ce\u96c6\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u30d1\u30bf\u30fc\u30f3\u62bd\u51fa\u3001\u30ec\u30dd\u30fc\u30c8\u81ea\u52d5\u751f\u6210\u306a\u3069\u3092\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5206\u62c5\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u4e8b\u52d9\u4f5c\u696d\u81ea\u52d5\u5316<\/strong>: \u8acb\u6c42\u66f8\u51e6\u7406\u306e\u81ea\u52d5\u5316\u3001\u7d4c\u8cbb\u7cbe\u7b97\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u652f\u63f4\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002PDF\u3084\u753b\u50cf\u304b\u3089\u306e\u60c5\u5831\u62bd\u51fa\u3001\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u81ea\u52d5\u5165\u529b\u3001\u627f\u8a8d\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3078\u306e\u9023\u643a\u306a\u3069\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a<\/strong>: ChatDev\u306e\u3088\u3046\u306b\u3001CEO\u3001CTO\u3001\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3001\u30c6\u30b9\u30bf\u30fc\u306a\u3069\u306e\u5f79\u5272\u3092\u6301\u3064LLM\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30c1\u30fc\u30e0\u304c\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u30b3\u30fc\u30c9\u751f\u6210\u3001\u30c6\u30b9\u30c8\u3001\u30c7\u30d0\u30c3\u30b0\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u81ea\u52d5\u9042\u884c\u3059\u308b\u8a66\u307f\u3082\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u4e8b\u4f8b<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u55b6\u696d\u30e1\u30fc\u30eb\u81ea\u52d5\u4f5c\u6210<\/strong>: Planner\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30bf\u30fc\u30b2\u30c3\u30c8\u3092\u9078\u5b9a\u3057\u3001Executor\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30e1\u30fc\u30eb\u3092\u4f5c\u6210\u3001Analyzer\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u9867\u5ba2\u30c7\u30fc\u30bf\u3068\u7167\u5408\u3057\u3066\u52b9\u679c\u4e88\u6e2c\u3092\u884c\u3044\u307e\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u3044\u5834\u5408\u306f\u30e1\u30fc\u30eb\u3092\u518d\u751f\u6210\u3059\u308b\u3068\u3044\u3063\u305f\u30eb\u30fc\u30d7\u3082\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d0\u30b0\u691c\u51fa\uff06\u81ea\u52d5\u4fee\u6b63\u652f\u63f4<\/strong>: Code Reviewer\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3092\u884c\u3044\u3001Test Executor\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3001Error Analyzer\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u4fee\u6b63\u7b87\u6240\u3092\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3057\u3066\u518d\u8a66\u884c\u3092\u4fc3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u52d5\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9<\/strong>: \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u9580\u304c\u6c42\u3081\u308b\u9031\u6b21\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u306b\u304a\u3044\u3066\u3001Planner\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30bf\u30b9\u30af\u3092\u5206\u89e3\u3057\u3001Executor\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cGoogle Analytics API\u304b\u3089\u30c7\u30fc\u30bf\u53d6\u5f97\u3068\u30b0\u30e9\u30d5\u751f\u6210\u3001Evaluator\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30b0\u30e9\u30d5\u306e\u7cbe\u5ea6\u8a55\u4fa1\u3001Communicator\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cSlack\u306b\u30ec\u30dd\u30fc\u30c8\u3092\u81ea\u52d5\u6295\u7a3f\u3059\u308b\u3068\u3044\u3063\u305f\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u81ea\u52d5\u4f5c\u6210\u30d5\u30ed\u30fc<\/strong>: MeetingAgent\u304c\u8b70\u4e8b\u9332\u3092\u8981\u7d04\u3057\u3001NotionWriter\u304c\u6574\u5f62\u30fb\u6295\u7a3f\u3001QAReviewer\u304c\u6b63\u78ba\u6027\u30c1\u30a7\u30c3\u30af\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u4f5c\u6210\u306e\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Jira\u3084Backlog\u3068\u9023\u643a\u3057\u305f\u30c1\u30b1\u30c3\u30c8\u751f\u6210<\/strong>: Slack\u30ed\u30b0\u306a\u3069\u304b\u3089\u8981\u4ef6\u3092\u89e3\u6790\u3057\u3001PlannerAgent\u304c\u30bf\u30b9\u30af\u5206\u5272\u3001\u5404\u30bf\u30b9\u30af\u306b\u512a\u5148\u5ea6\u3084\u62c5\u5f53\u8005\u3092\u5272\u308a\u5f53\u3066\u3001Jira API\u3092\u901a\u3058\u3066\u30c1\u30b1\u30c3\u30c8\u3092\u81ea\u52d5\u4f5c\u6210\u3059\u308b\u3068\u3044\u3063\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u69cb\u7bc9\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u751f\u6210AI\u304b\u3089AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5316\u3067\u5f97\u3089\u308c\u308b\u4fa1\u5024<\/h3>\n\n\n\n<p>\u751f\u6210AI\u304b\u3089AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u9032\u5316\u306f\u3001\u5358\u306a\u308b\u6a5f\u80fd\u62e1\u5f35\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u591a\u5927\u306a\u4fa1\u5024\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u5f8b\u6027\u306e\u5411\u4e0a<\/strong>: \u4eba\u9593\u304c\u8a73\u7d30\u306a\u6307\u793a\u3092\u51fa\u3059\u624b\u9593\u3092\u524a\u6e1b\u3057\u3001AI\u304c\u81ea\u3089\u76ee\u6a19\u9054\u6210\u306b\u5411\u3051\u3066\u52d5\u304f\u3053\u3068\u3067\u3001\u696d\u52d9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u89e3\u6d88\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u52b9\u7387\u5316\u3068\u751f\u7523\u6027\u5411\u4e0a<\/strong>: \u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u3088\u308a\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u51e6\u7406\u3057\u3001\u5168\u4f53\u306e\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3042\u308b\u5730\u65b9\u9280\u884c\u306e\u4e8b\u4f8b\u3067\u306f\u3001\u90e8\u9580\u6a2a\u65ad\u30e1\u30fc\u30eb\u306b\u3088\u308b\u96c6\u8a08\u4f5c\u696d\u304c\u3001AutoGen\u5c0e\u5165\u306b\u3088\u308a30\u5206\u3067\u7d4c\u55b6\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u66f4\u65b0\u3059\u308b\u307e\u3067\u77ed\u7e2e\u3055\u308c\u307e\u3057\u305f\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30b9\u30c8\u524a\u6e1b<\/strong>: \u4eba\u4ef6\u8cbb\u306e\u524a\u6e1b\u3060\u3051\u3067\u306a\u304f\u3001API\u30b3\u30fc\u30eb\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001LLM\u5229\u7528\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u54c1\u8cea\u5411\u4e0a<\/strong>: \u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u76f8\u4e92\u306b\u30ec\u30d3\u30e5\u30fc\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u306e\u7cbe\u5ea6\u3084\u54c1\u8cea\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a<\/strong>: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u60c5\u5831\u53ce\u96c6\u3068\u5206\u6790\u306b\u3088\u308a\u3001\u7d4c\u55b6\u5c64\u304c\u3088\u308a\u8fc5\u901f\u304b\u3064\u7684\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/117502-2\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9f\u52d9\u3067\u306e\u5c0e\u5165\u3068\u904b\u7528\u30dd\u30a4\u30f3\u30c8<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0e\u5165\u307e\u3067\u306e\u6d41\u308c<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9f\u52d9\u306b\u5c0e\u5165\u3059\u308b\u969b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5c0e\u5165\u76ee\u7684\u306e\u660e\u78ba\u5316\u3068\u73fe\u72b6\u5206\u6790<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u300c\u4f55\u3092\u89e3\u6c7a\u3057\u305f\u3044\u306e\u304b\u300d\u300c\u3069\u306e\u3088\u3046\u306a\u72b6\u614b\u3092\u5b9f\u73fe\u3057\u305f\u3044\u306e\u304b\u300d\u3092\u5177\u4f53\u7684\u306b\u8a2d\u5b9a\u3057\u3001\u95a2\u4fc2\u8005\u9593\u3067\u5171\u6709\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5bfe\u8c61\u696d\u52d9\u306e\u73fe\u72b6\u30d5\u30ed\u30fc\u3001\u51e6\u7406\u91cf\u3001\u6642\u9593\u3001\u30b3\u30b9\u30c8\u3092\u53ef\u8996\u5316\u3057\u3001\u8ab2\u984c\u3068\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8cbb\u7528\u5bfe\u52b9\u679c\uff08ROI\uff09\u3092\u521d\u671f\u8a66\u7b97\u3057\u3001\u6295\u8cc7\u5224\u65ad\u306e\u57fa\u6e96\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u6a5f\u80fd\u8981\u4ef6\u5b9a\u7fa9\u3068\u60c5\u5831\u53ce\u96c6<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8ab2\u984c\u89e3\u6c7a\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\uff08\u30c7\u30fc\u30bf\u9023\u643a\u8981\u4ef6\u3001\u975e\u6a5f\u80fd\u8981\u4ef6\u3001\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3\u8981\u4ef6\u306a\u3069\uff09\u3092\u5177\u4f53\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5e02\u5834\u306b\u3042\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30bf\u30a4\u30d7\uff08SaaS\u4e00\u4f53\u578b\u3001\u69cb\u7bc9\u578b\u3001\u30cd\u30a4\u30c6\u30a3\u30d6\u578b\u306a\u3069\uff09\u3092\u628a\u63e1\u3057\u3001\u30d9\u30f3\u30c0\u30fc\u30ea\u30b5\u30fc\u30c1\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6a5f\u80fd\u6bd4\u8f03\u8868\u3092\u4f5c\u6210\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u3082\u53c2\u8003\u306b\u3057\u306a\u304c\u3089\u3001\u9078\u5b9a\u57fa\u6e96\u3068\u30b7\u30e7\u30fc\u30c8\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u306e\u5b9f\u65bd\u3068\u52b9\u679c\u691c\u8a3c<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u8853\u7684\u5b9f\u73fe\u53ef\u80fd\u6027\u3001\u696d\u52d9\u9069\u5408\u6027\u3001\u671f\u5f85\u52b9\u679c\u306e\u6e2c\u5b9a\u3001\u8ab2\u984c\u30fb\u30ea\u30b9\u30af\u306e\u65e9\u671f\u767a\u898b\u3092\u76ee\u7684\u306b\u3001PoC\u3092\u8a08\u753b\u30fb\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5bfe\u8c61\u696d\u52d9\u30fb\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u9650\u5b9a\u3057\u3001\u671f\u9593\u3068\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3001\u8a55\u4fa1\u6307\u6a19\uff08KPI\uff09\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30b9\u30c8\u74b0\u5883\u3067\u306e\u8a2d\u5b9a\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u30b7\u30ca\u30ea\u30aa\u30d9\u30fc\u30b9\u3067\u306e\u30c6\u30b9\u30c8\u5b9f\u884c\u3092\u901a\u3058\u3066\u3001\u7d50\u679c\u3092\u8a55\u4fa1\u30fb\u5206\u6790\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>PoC\u7d50\u679c\u306b\u57fa\u3065\u304d\u3001\u672c\u683c\u5c0e\u5165\u3078\u306e\u79fb\u884c\u5224\u65ad\u3084\u3001\u5c0e\u5165\u8a08\u753b\u306e\u4fee\u6b63\u30fb\u5177\u4f53\u5316\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u672c\u683c\u5c0e\u5165\u3068\u904b\u7528\u4f53\u5236\u306e\u69cb\u7bc9<\/strong>:<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PoC\u3067\u5f97\u305f\u77e5\u898b\u3092\u6d3b\u304b\u3057\u3001\u8a73\u7d30\u306a\u5c0e\u5165\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3001\u4f53\u5236\u3001\u4e88\u7b97\u3092\u5177\u4f53\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b7\u30b9\u30c6\u30e0\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u79fb\u884c\u3001\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u5b9a\u3092\u8a08\u753b\u7684\u306b\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u30de\u30cb\u30e5\u30a2\u30eb\u6574\u5099\u3092\u884c\u3044\u3001\u7d99\u7d9a\u7684\u306a\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u904b\u7528\u30fb\u4fdd\u5b88\u4f53\u5236\uff08\u793e\u5185\u62c5\u5f53\u8005\u3001\u30d9\u30f3\u30c0\u30fc\u30b5\u30dd\u30fc\u30c8\uff09\u3092\u78ba\u7acb\u3057\u3001\u52b9\u679c\u6e2c\u5b9a\u3068\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30b9\u30c8\u69cb\u9020\u3068\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u6ce8\u610f\u70b9<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u8cbb\u7528\u304c\u767a\u751f\u3057\u3001\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u30b3\u30b9\u30c8\u3082\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u521d\u671f\u8cbb\u7528<\/strong>:<\/li>\n\n\n\n<li>\u30e9\u30a4\u30bb\u30f3\u30b9\u6599\u3001\u5c0e\u5165\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u8cbb\u7528\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30fb\u958b\u767a\u8cbb\u7528\u3001\u30a4\u30f3\u30d5\u30e9\u69cb\u7bc9\u8cbb\u7528\uff08\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\uff09\u3001\u30c7\u30fc\u30bf\u79fb\u884c\u30fb\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u8cbb\u7528\u3001\u521d\u671f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u8cbb\u7528\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u30e9\u30f3\u30cb\u30f3\u30b0\u8cbb\u7528<\/strong>:<\/li>\n\n\n\n<li>\u6708\u984d\u30fb\u5e74\u984d\u5229\u7528\u6599\uff08\u30af\u30e9\u30a6\u30c9\u578b\u30fb\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u578b\uff09\u3001\u4fdd\u5b88\u30fb\u30b5\u30dd\u30fc\u30c8\u8cbb\u7528\u3001\u30a4\u30f3\u30d5\u30e9\u904b\u7528\u8cbb\u7528\u3001AI\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u8cbb\u7528\u3001\u8ffd\u52a0\u30e9\u30a4\u30bb\u30f3\u30b9\u30fb\u6a5f\u80fd\u62e1\u5f35\u8cbb\u7528\u306a\u3069\u3002<\/li>\n\n\n\n<li><strong>\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u30b3\u30b9\u30c8<\/strong>:<\/li>\n\n\n\n<li><strong>\u7d99\u7d9a\u7684\u306a\u904b\u7528\u30fb\u6539\u5584\u30b3\u30b9\u30c8<\/strong>: AI\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u5b9a\u671f\u7684\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3001\u6027\u80fd\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u5c0e\u5165\u5f8c\u306e\u9577\u671f\u904b\u7528\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u6e96\u5099\u30b3\u30b9\u30c8<\/strong>: \u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u6574\u7406\u30fb\u52a0\u5de5\u306b\u306f\u60f3\u5b9a\u4ee5\u4e0a\u306e\u5de5\u6570\u3068\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3002\u904b\u7528\u5f8c\u3082\u7d99\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u66f4\u65b0\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u30fb\u9023\u643a\u30b3\u30b9\u30c8<\/strong>: \u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306e\u7d71\u5408\u3001\u30ab\u30b9\u30bf\u30e0\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306e\u958b\u767a\u306a\u3069\u3001\u4e88\u60f3\u4ee5\u4e0a\u306e\u5de5\u6570\u3068\u8cbb\u7528\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u7b56<\/strong>: \u500b\u4eba\u60c5\u5831\u4fdd\u8b77\u3084\u5404\u7a2e\u898f\u5236\u5bfe\u5fdc\u306e\u305f\u3081\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3001\u76e3\u67fb\u5bfe\u5fdc\u306f\u3001\u5f8c\u56de\u3057\u306b\u3055\u308c\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u304b\u306a\u308a\u306e\u8ffd\u52a0\u30b3\u30b9\u30c8\u3084\u3001\u554f\u984c\u767a\u751f\u6642\u306e\u5927\u304d\u306a\u640d\u5931\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>ROI\u306e\u7b97\u51fa\u306b\u304a\u3044\u3066\u306f\u3001\u5b9a\u91cf\u7684\u52b9\u679c\uff08\u4eba\u4ef6\u8cbb\u524a\u6e1b\u3001\u751f\u7523\u6027\u5411\u4e0a\u3001\u30a8\u30e9\u30fc\u524a\u6e1b\uff09\u3060\u3051\u3067\u306a\u304f\u3001\u5b9a\u6027\u7684\u52b9\u679c\uff08\u610f\u601d\u6c7a\u5b9a\u306e\u8fc5\u901f\u5316\u3001\u5f93\u696d\u54e1\u6e80\u8db3\u5ea6\u5411\u4e0a\u3001\u5185\u90e8\u7d71\u5236\u5f37\u5316\uff09\u3082\u53ef\u80fd\u306a\u7bc4\u56f2\u3067\u91d1\u92ad\u4fa1\u5024\u306b\u63db\u7b97\u3057\u3001\u5ba2\u89b3\u7684\u304b\u3064\u591a\u89d2\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001\u52b9\u679c\u767a\u73fe\u307e\u3067\u306e\u30bf\u30a4\u30e0\u30e9\u30b0\u3084\u904e\u5ea6\u306a\u671f\u5f85\u3092\u6392\u9664\u3057\u3001\u7d99\u7d9a\u7684\u306a\u52b9\u679c\u6e2c\u5b9a\u3068\u898b\u76f4\u3057\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30ea\u30b9\u30af\u7ba1\u7406\u306e\u91cd\u8981\u6027<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4f01\u696d\u306e\u6a5f\u5bc6\u60c5\u5831\u3092\u53d6\u308a\u6271\u3046\u305f\u3081\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30ea\u30b9\u30af\u7ba1\u7406\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u6697\u53f7\u5316<\/strong>: \u51e6\u7406\u3059\u308b\u30c7\u30fc\u30bf\u304c\u4fdd\u5b58\u6642\u304a\u3088\u3073\u901a\u4fe1\u6642\u306b\u9069\u5207\u306b\u6697\u53f7\u5316\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u6a29\u9650\u7ba1\u7406<\/strong>: \u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u6a5f\u80fd\u3084\u30c7\u30fc\u30bf\u7bc4\u56f2\u3092\u7d30\u304b\u304f\u5236\u5fa1\u3057\u3001\u591a\u8981\u7d20\u8a8d\u8a3c\u306a\u3069\u5f37\u56fa\u306a\u8a8d\u8a3c\u65b9\u5f0f\u306b\u5bfe\u5fdc\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u76e3\u67fb\u30ed\u30b0\u306e\u53d6\u5f97\u3068\u76e3\u8996<\/strong>: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u64cd\u4f5c\u5c65\u6b74\u3084\u30c7\u30fc\u30bf\u5909\u66f4\u5c65\u6b74\u3092\u8a73\u7d30\u306b\u8a18\u9332\u3057\u3001\u4e0d\u6b63\u30a2\u30af\u30bb\u30b9\u3084\u7570\u5e38\u306a\u64cd\u4f5c\u3092\u691c\u77e5\u30fb\u8ffd\u8de1\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8106\u5f31\u6027\u5bfe\u7b56\u3068\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc<\/strong>: AI\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u8106\u5f31\u6027\u5bfe\u7b56\u3084\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u767a\u751f\u6642\u306e\u5bfe\u5fdc\u4f53\u5236\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u5bfe\u7b56<\/strong>: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u60aa\u610f\u306e\u3042\u308b\u6307\u793a\u306b\u3088\u3063\u3066\u4e57\u3063\u53d6\u3089\u308c\u3001\u4e0d\u6b63\u306a\u64cd\u4f5c\u3092\u884c\u308f\u306a\u3044\u3088\u3046\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u3084\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3092\u8a2d\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b7\u30e3\u30c9\u30fcAI\u306e\u7ba1\u7406<\/strong>: \u5f93\u696d\u54e1\u304c\u7ba1\u7406\u90e8\u9580\u306e\u8a31\u53ef\u306a\u304f\u500b\u4eba\u7684\u306bAI\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3059\u308b\u300c\u30b7\u30e3\u30c9\u30fcAI\u300d\u306e\u8513\u5ef6\u306f\u3001\u65b0\u305f\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30db\u30fc\u30eb\u3092\u751f\u3080\u305f\u3081\u3001\u9069\u5207\u306a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3068\u6559\u80b2\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8aac\u660e\u53ef\u80fd\u6027\u306e\u78ba\u4fdd<\/strong>: AI\u306e\u5224\u65ad\u30d7\u30ed\u30bb\u30b9\u304c\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u5316\u3057\u306a\u3044\u3088\u3046\u3001\u6c7a\u5b9a\u306e\u6839\u62e0\u3092\u660e\u78ba\u306b\u3059\u308b\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3057\u3001\u8aa4\u3063\u305f\u7d50\u679c\u304c\u751f\u3058\u305f\u969b\u306e\u8cac\u4efb\u306e\u6240\u5728\u3092\u660e\u3089\u304b\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u3067\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b89\u5168\u304b\u3064\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5f62\u3067\u696d\u52d9\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/117490-2\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ed6\u306e\u81ea\u52d5\u5316\u6280\u8853\uff08RPA\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\uff09\u3068\u306e\u9055\u3044<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\/\u5f93\u6765\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<p>\u5f93\u6765\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30eb\u30fc\u30eb\u3084\u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u3066\u5bfe\u8a71\u3092\u884c\u3044\u3001\u5b9a\u578b\u7684\u306a\u8cea\u554f\u5fdc\u7b54\u3084\u30bf\u30b9\u30af\u5b9f\u884c\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3001AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001LLM\u3092\u57fa\u76e4\u3068\u3057\u3066\u3088\u308a\u8907\u96d1\u306a\u610f\u56f3\u3092\u7406\u89e3\u3057\u3001\u81ea\u5f8b\u7684\u306b\u30bf\u30b9\u30af\u3092\u8a08\u753b\u30fb\u5b9f\u884c\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f93\u6765\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>: \u6c7a\u307e\u3063\u305f\u30d1\u30bf\u30fc\u30f3\u3067\u306e\u5fdc\u7b54\u3084\u60c5\u5831\u63d0\u4f9b\u304c\u4e2d\u5fc3\u3002<\/li>\n\n\n\n<li><strong>AI\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\/AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>: \u81ea\u5f8b\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306b\u308f\u305f\u308b\u30bf\u30b9\u30af\u9042\u884c\u3001\u52d5\u7684\u306a\u30c4\u30fc\u30eb\u9023\u643a\u304c\u53ef\u80fd\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u66d6\u6627\u306a\u6307\u793a\u3082\u89e3\u91c8\u3057\u3001\u6700\u9069\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">RPA\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9055\u3044<\/h3>\n\n\n\n<p>RPA\uff08Robotic Process Automation\uff09\u306f\u3001\u4eba\u9593\u304c\u884c\u3046\u5b9a\u578b\u7684\u306aPC\u64cd\u4f5c\u3092\u81ea\u52d5\u5316\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306eUI\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5165\u529b\u3001\u30b3\u30d4\u30fc\uff06\u30da\u30fc\u30b9\u30c8\u3001\u30ec\u30dd\u30fc\u30c8\u51fa\u529b\u306a\u3069\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RPA<\/strong>:<\/li>\n\n\n\n<li><strong>\u5bfe\u8c61<\/strong>: \u5b9a\u578b\u7684\u306aPC\u64cd\u4f5c\u3001\u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u7e70\u308a\u8fd4\u3057\u4f5c\u696d\u3002<\/li>\n\n\n\n<li><strong>\u5224\u65ad<\/strong>: \u4e8b\u524d\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u30eb\u30fc\u30eb\u306b\u5f93\u3046\u3002\u4f8b\u5916\u51e6\u7406\u306f\u82e6\u624b\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u7fd2<\/strong>: \u57fa\u672c\u7684\u306b\u5b66\u7fd2\u80fd\u529b\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li><strong>\u9023\u643a<\/strong>: UI\u64cd\u4f5c\u304c\u4e2d\u5fc3\u3002<\/li>\n\n\n\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>:<\/li>\n\n\n\n<li><strong>\u5bfe\u8c61<\/strong>: \u975e\u5b9a\u578b\u7684\u306a\u30bf\u30b9\u30af\u3001\u8907\u96d1\u306a\u554f\u984c\u89e3\u6c7a\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u4f34\u3046\u696d\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u5224\u65ad<\/strong>: LLM\u304c\u72b6\u6cc1\u3092\u7406\u89e3\u3057\u3001\u81ea\u5f8b\u7684\u306b\u5224\u65ad\u3002\u8a66\u884c\u932f\u8aa4\u3084\u81ea\u5df1\u4fee\u6b63\u304c\u53ef\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u5b66\u7fd2<\/strong>: \u904e\u53bb\u306e\u7d4c\u9a13\u304b\u3089\u5b66\u7fd2\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/li>\n\n\n\n<li><strong>\u9023\u643a<\/strong>: API\u9023\u643a\u3001Function Calling\u3092\u901a\u3058\u3066\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u3084\u30c4\u30fc\u30eb\u3068\u9ad8\u5ea6\u306b\u9023\u643a\u3002<\/li>\n<\/ul>\n\n\n\n<p>RPA\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u305d\u308c\u305e\u308c\u5f97\u610f\u5206\u91ce\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cRPA\u3092\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u3068\u3057\u3066\u5229\u7528\u3057\u3001\u975e\u5b9a\u578b\u696d\u52d9\u3068\u5b9a\u578b\u696d\u52d9\u306e\u4e21\u65b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308b\u300c\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6d3b\u7528\u300d\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d44\u5408\u305b\u306b\u3088\u308b\u62e1\u5f35\u6d3b\u7528\u4f8b<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001RPA\u3001\u5f93\u6765\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u67d4\u8edf\u306a\u696d\u52d9\u81ea\u52d5\u5316\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 + RPA<\/strong>:<\/li>\n\n\n\n<li>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u975e\u5b9a\u578b\u306a\u60c5\u5831\u53ce\u96c6\u3084\u5206\u6790\u3092\u884c\u3044\u3001\u305d\u306e\u7d50\u679c\u3092RPA\u306b\u6e21\u3057\u3066\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30c7\u30fc\u30bf\u5165\u529b\u3084\u5831\u544a\u66f8\u4f5c\u6210\u3092\u81ea\u52d5\u5316\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u4f8b: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5e02\u5834\u52d5\u5411\u3092\u5206\u6790\u3057\u3001RPA\u304c\u305d\u306e\u7d50\u679c\u3092\u793e\u5185\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5165\u529b\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 + \u5f93\u6765\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong>:<\/li>\n\n\n\n<li>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8907\u96d1\u306a\u7533\u8acb\u5185\u5bb9\u3092\u5be9\u67fb\u30fb\u8a55\u4fa1\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u5f93\u6765\u306e\u627f\u8a8d\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30b7\u30b9\u30c6\u30e0\u306b\u9023\u643a\u3057\u3066\u4eba\u9593\u306b\u3088\u308b\u6700\u7d42\u627f\u8a8d\u3092\u4fc3\u3059\u3002<\/li>\n\n\n\n<li>\u4f8b: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u5185\u5bb9\u3092\u5206\u6790\u3057\u3001\u6700\u9069\u306a\u56de\u7b54\u6848\u3092\u751f\u6210\u3002\u627f\u8a8d\u5f8c\u3001\u81ea\u52d5\u3067\u9867\u5ba2\u306b\u8fd4\u4fe1\u3059\u308b\u3002<\/li>\n\n\n\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 + \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8<\/strong>:<\/li>\n\n\n\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u4e00\u6b21\u5bfe\u5fdc\u3092\u884c\u3044\u3001\u8907\u96d1\u306a\u554f\u3044\u5408\u308f\u305b\u3084\u89e3\u6c7a\u3067\u304d\u306a\u3044\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u30a8\u30b9\u30ab\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u554f\u984c\u89e3\u6c7a\u3092\u56f3\u308b\u3002<\/li>\n\n\n\n<li>\u4f8b: FAQ\u3067\u89e3\u6c7a\u3067\u304d\u306a\u3044\u554f\u3044\u5408\u308f\u305b\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5f15\u304d\u7d99\u304e\u3001\u9867\u5ba2\u60c5\u5831\u3084\u904e\u53bb\u306e\u5c65\u6b74\u3092\u53c2\u7167\u3057\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u6700\u9069\u306a\u81ea\u52d5\u5316\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u696d\u52d9\u306e\u52b9\u7387\u5316\u3068\u54c1\u8cea\u5411\u4e0a\u3092\u4e21\u7acb\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/117306-2\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3b\u8981\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u69cb\u6210\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u89e3\u8aac<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Multi-Agent\u69cb\u6210\u3084Function Calling<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3057\u3066\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u300c\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u300d\u304c\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4eba\u9593\u306e\u30c1\u30fc\u30e0\u904b\u55b6\u306b\u4f3c\u3066\u304a\u308a\u3001\u7570\u306a\u308b\u5c02\u9580\u6027\u3092\u6301\u3064\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u30bf\u30b9\u30af\u3092\u5206\u62c5\u3057\u3001\u76f8\u4e92\u306b\u5354\u529b\u3057\u5408\u3046\u3053\u3068\u3067\u3001\u5358\u4e00\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306f\u96e3\u3057\u3044\u8907\u96d1\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Function Calling<\/strong>: LLM\u304c\u5916\u90e8\u30c4\u30fc\u30eb\uff08\u95a2\u6570\uff09\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306e\u5f15\u6570\u3092\u542b\u3080JSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u300c\u77e5\u7684\u306b\u9078\u629e\u300d\u3059\u308b\u80fd\u529b\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001LLM\u306f\u8a08\u7b97\u5b9f\u884c\u3001API\u9023\u643a\u3001\u60c5\u5831\u691c\u7d22\u306a\u3069\u3001\u81ea\u8eab\u306e\u80fd\u529b\u3092\u8d85\u3048\u308b\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5916\u90e8\u306b\u59d4\u8a17\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002OpenAI\u306eGPT\u30e2\u30c7\u30eb\u3001Google\u306eGemini\u3001Anthropic\u306eClaude\u306a\u3069\u3001\u591a\u304f\u306eLLM\u304c\u3053\u306e\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u306e\u8981\u7d20<\/strong>:<\/li>\n\n\n\n<li><strong>ConversableAgent<\/strong>: AutoGen\u306b\u304a\u3051\u308b\u57fa\u672c\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30af\u30e9\u30b9\u3067\u3001\u4ed6\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u4ea4\u63db\u3057\u3066\u5bfe\u8a71\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>AssistantAgent<\/strong>: AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3057\u3066\u3001\u554f\u984c\u89e3\u6c7a\u3084\u30b3\u30fc\u30c9\u751f\u6210\u306a\u3069\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>UserProxyAgent<\/strong>: \u4eba\u9593\u30e6\u30fc\u30b6\u30fc\u306e\u4ee3\u7406\u3068\u3057\u3066\u3001\u30b3\u30fc\u30c9\u5b9f\u884c\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u63d0\u4f9b\u3092\u884c\u3044\u307e\u3059\u3002Human-in-the-loop\uff08\u4eba\u9593\u306e\u4ecb\u5165\uff09\u306e\u5236\u5fa1\u3082\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>GroupChat \/ GroupChatManager<\/strong>: \u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u30b0\u30eb\u30fc\u30d7\u30c1\u30e3\u30c3\u30c8\u3092\u7ba1\u7406\u3059\u308b\u6a5f\u80fd\u3067\u3059\u3002Manager\u306f\u300c\u8b70\u9577\u300d\u3068\u3057\u3066\u3001\u4f1a\u8a71\u306e\u6d41\u308c\u3084\u6b21\u306e\u767a\u8a00\u8005\u3092\u81ea\u52d5\u3067\u8abf\u6574\u3057\u3001max_round\u3084\u7279\u5b9a\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u4f1a\u8a71\u7d42\u4e86\u6761\u4ef6\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">OpenAI AutoGen\u7b49\u306e\u4ed5\u7d44\u307f\u30fb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u4f8b<\/h3>\n\n\n\n<p>Microsoft Research\u767a\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300cAutoGen\u300d\u306f\u3001LLM\u3092\u5229\u7528\u3057\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u8a2d\u8a08\u3092\u6b21\u306e\u6bb5\u968e\u3078\u3068\u9032\u3081\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002AutoGen\u306f\u3001\u8907\u6570\u306eLLM\u3092\u5354\u8abf\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u69cb\u6210\u3057\u3001\u305d\u308c\u305e\u308c\u304c\u5206\u62c5\u30fb\u610f\u601d\u6c7a\u5b9a\u30fb\u30bf\u30b9\u30af\u5b9f\u884c\u30fb\u5bfe\u8a71\u3092\u884c\u3046\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u57fa\u76e4\u300d\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>AutoGen v2.2\u3067\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9032\u5316\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>LLMAgent\u3068GroupChat\u306e\u901a\u4fe1\u6700\u9069\u5316\uff08\u30b9\u30c6\u30fc\u30c8\u7ba1\u7406\u3068\u518d\u5229\u7528\uff09<\/li>\n\n\n\n<li>CodeExecutor\u304cContainerExecutor\u306b\u9032\u5316\u3057\u3001\u5b9f\u30b3\u30fc\u30c9\u306e\u4e26\u5217\u30fb\u9010\u6b21\u5b9f\u884c\u304c\u53ef\u80fd\u306b<\/li>\n\n\n\n<li><code>auto.yaml<\/code>\u3067\u306e\u69cb\u6210\u5b9a\u7fa9\u5f37\u5316\u306b\u3088\u308a\u3001\u660e\u793a\u7684\u30eb\u30fc\u30eb\u8a2d\u8a08\u304c\u5bb9\u6613\u306b<\/li>\n\n\n\n<li>ChatResult\u3001UserProxyAgent\u3001ToolAgent\u306a\u3069\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9a\u7fa9\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316<\/li>\n<\/ul>\n\n\n\n<p>AutoGen\u304c\u300c\u9078\u3070\u308c\u308b\u300d\u7406\u7531\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u306e3\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b8c\u5168\u306bPython SDK\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u67d4\u8edf\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd<\/li>\n\n\n\n<li>\u5bfe\u8a71\u3068\u5b9f\u884c\u304c\u7e70\u308a\u8fd4\u3055\u308c\u308b\u300c\u610f\u601d\u6c7a\u5b9a\u30eb\u30fc\u30d7\u300d\u304c\u516c\u5f0f\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u308b<\/li>\n\n\n\n<li>\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a\uff08Function Calling\/REST\/Executor\uff09\u307e\u3067\u5185\u5305\u3057\u3066\u3044\u308b<\/li>\n<\/ul>\n\n\n\n<p><strong>\u610f\u601d\u6c7a\u5b9a\u30eb\u30fc\u30d7\u306e\u6982\u5ff5<\/strong>: AutoGen v2.2\u3067\u6700\u3082\u6ce8\u76ee\u3055\u308c\u308b\u9769\u65b0\u306e\u4e00\u3064\u304c\u300c\u610f\u601d\u6c7a\u5b9a\u30eb\u30fc\u30d7\uff08Decision Loop\uff09\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u5f93\u6765\u306e\u76f4\u5217\u578b\u30d7\u30ed\u30f3\u30d7\u30c8\u30d5\u30ed\u30fc\u3092\u8d85\u3048\u3001\u300c\u72b6\u614b\u66f4\u65b0 \u2192 \u5224\u65ad \u2192 \u884c\u52d5\u9078\u629e \u2192 \u53cd\u5fdc\u89b3\u5bdf \u2192 \u518d\u5224\u65ad\u300d\u3068\u3044\u3046\u30b9\u30c6\u30c3\u30d7\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u3067\u5faa\u74b0\u7684\u306b\u51e6\u7406\u3055\u305b\u308b\u81ea\u5df1\u4fee\u6b63\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u4e00\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u306e\u30bf\u30b9\u30af\u5931\u6557\u6642\u306e\u4fee\u5fa9\u80fd\u529b\u306e\u4f4e\u3055\u3084\u3001\u52d5\u7684\u306a\u5206\u5c90\u3078\u306e\u5f31\u3055\u3068\u3044\u3063\u305f\u8ab2\u984c\u3092\u514b\u670d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306e\u6982\u8aac\u3068\u53c2\u8003\u30ea\u30bd\u30fc\u30b9<\/h3>\n\n\n\n<p>AutoGen\u3067\u306f\u3001Python\u30b3\u30fc\u30c9\u3092\u7528\u3044\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9a\u7fa9\u3057\u3001GroupChatManager\u3067\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u672c\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u30b0\u30eb\u30fc\u30d7\u30c1\u30e3\u30c3\u30c8\u306e\u4f8b<\/strong>:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from autogen import AssistantAgent, UserProxyAgent, GroupChat, GroupChatManager\n\nplanner = AssistantAgent(name=\"planner\", system_message=\"Plan task steps.\")\nexecutor = AssistantAgent(name=\"executor\", system_message=\"Execute actions.\")\nanalyzer = AssistantAgent(name=\"analyzer\", system_message=\"Analyze outcomes.\")\n\nuser = UserProxyAgent(name=\"user\")\n\ngroupchat = GroupChat(\n    agents=&#91;user, planner, executor, analyzer],\n    messages=&#91;],\n    max_round=6  # \u30eb\u30fc\u30d7\u6570\u3092\u6307\u5b9a\n)\n\nmanager = GroupChatManager(groupchat=groupchat)\n\nuser.initiate_chat(manager, message=\"Create a Python script to scrape weather data.\")<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u4f8b\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u304b\u3089\u59cb\u307e\u308a\u3001\u30d7\u30e9\u30f3\u4f5c\u6210\u3001\u5b9f\u884c\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u5206\u6790\u3001\u30d7\u30e9\u30f3\u518d\u4fee\u6b63\u304c\u6700\u59276\u56de\u7e70\u308a\u8fd4\u3055\u308c\u308b\u30eb\u30fc\u30d7\u69cb\u9020\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a\u306e\u4f8b\uff08Function Calling\uff09<\/strong>: AutoGen\u3067\u306f\u3001Python\u95a2\u6570\u3092\u7c21\u5358\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3057\u3001LLM\u304b\u3089\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>@user_proxy.register_for_execution()\n@assistant.register_for_llm(description=\"\u6442\u6c0f\u304b\u3089\u83ef\u6c0f\u3078\u5909\u63db\u3059\u308b\u95a2\u6570\")\ndef celsius_to_fahrenheit(celsius: Annotated&#91;float, \"\u6e29\u5ea6\uff08\u6442\u6c0f\uff09\"]) -&gt; float:\n    return (celsius * 9\/5) + 32<\/code><\/pre>\n\n\n\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u306b\u3088\u308a\u3001LLM\u306f\u4f1a\u8a71\u306e\u6d41\u308c\u306e\u4e2d\u3067\u6442\u6c0f\u304b\u3089\u83ef\u6c0f\u3078\u306e\u5909\u63db\u304c\u5fc5\u8981\u3060\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u3001\u81ea\u52d5\u7684\u306b\u3053\u306e\u95a2\u6570\u3092\u547c\u3073\u51fa\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u4f1a\u8a71\u306b\u53cd\u6620\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u53c2\u8003\u30ea\u30bd\u30fc\u30b9<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Microsoft Research: AutoGen Blog<\/li>\n\n\n\n<li>GitHub: microsoft\/autogen<\/li>\n\n\n\n<li>Docs: AutoGen Official<\/li>\n<\/ul>\n\n\n\n<p>AutoGen\u306e\u6d3b\u7528\u4e8b\u4f8b\u3084\u8a73\u7d30\u306a\u5b9f\u88c5\u65b9\u6cd5\u306f\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u95a2\u9023\u3059\u308b\u6280\u8853\u30d6\u30ed\u30b0\u3067\u8c4a\u5bcc\u306b\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u53c2\u7167\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5fdc\u3058\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/rag316\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u3088\u304f\u3042\u308b\u8cea\u554f\uff08FAQ\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">ChatGPT\u3068AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9055\u3044\u306e\u307e\u3068\u3081<\/h3>\n\n\n\n<p>ChatGPT\u306f\u3001\u5358\u4e00\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u57fa\u3065\u3044\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3067\u3042\u308a\u3001\u57fa\u672c\u7684\u306b\u4eba\u9593\u306e\u6307\u793a\u3092\u5f85\u3064\u300c\u6307\u793a\u5f85\u3061\u578b\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001LLM\u3092\u300c\u982d\u8133\u300d\u3068\u3057\u3066\u6d3b\u7528\u3057\u3001\u4e0e\u3048\u3089\u308c\u305f\u5927\u307e\u304b\u306a\u76ee\u6a19\u3092\u81ea\u5f8b\u7684\u306b\u89e3\u91c8\u3057\u3001\u8a08\u753b\u3092\u7acb\u3066\u3001\u5fc5\u8981\u306a\u30c4\u30fc\u30eb\uff08Function Calling\u306a\u3069\uff09\u3092\u99c6\u4f7f\u3057\u3066\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u3092\u8a55\u4fa1\u30fb\u6539\u5584\u3059\u308b\u300c\u81ea\u5f8b\u578b\u300d\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u7279\u306b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u3092\u5206\u62c5\u3057\u3001\u5354\u8abf\u3057\u3066\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u9805\u76eeChatGPT\uff08\u751f\u6210AI\uff09AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\uff08\u81ea\u5f8b\u578bAI\uff09<strong>\u4e3b\u306a\u6a5f\u80fd<\/strong>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u76ee\u7684\u9042\u884c\u306b\u5411\u3051\u305f\u30bf\u30b9\u30af\u306e\u8a08\u753b\u30fb\u5b9f\u884c\u3001\u81ea\u5f8b\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a<strong>\u6307\u793a\u3078\u306e\u53cd\u5fdc<\/strong>\u4eba\u9593\u306e\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u306b\u5fdc\u3058\u3066\u4e00\u5ea6\u306b\u56de\u7b54\u5927\u307e\u304b\u306a\u76ee\u6a19\u3092\u4e0e\u3048\u308c\u3070\u3001\u81ea\u5f8b\u7684\u306b\u601d\u8003\u3057\u3001\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u3067\u884c\u52d5<strong>\u30bf\u30b9\u30af\u306e\u8907\u96d1\u6027<\/strong>\u5358\u7d14\u306a\u60c5\u5831\u751f\u6210\u3084\u5b9a\u578b\u7684\u306a\u30bf\u30b9\u30af\u306b\u5f37\u3044\u8907\u96d1\u306a\u591a\u6bb5\u968e\u306e\u30bf\u30b9\u30af\u89e3\u6c7a\u3001\u8a66\u884c\u932f\u8aa4\u304c\u5fc5\u8981\u306a\u5834\u5408\u306b\u5f37\u3044<strong>\u81ea\u5df1\u4fee\u6b63\u80fd\u529b<\/strong>\u9650\u5b9a\u7684\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5de5\u592b\u304c\u5fc5\u8981\uff09\u9ad8\u3044\uff08\u632f\u308a\u8fd4\u308a\u3084\u518d\u884c\u52d5\u3092\u7e70\u308a\u8fd4\u3057\u3001\u76ee\u6a19\u6700\u9069\u5316\u3092\u56f3\u308b\uff09<strong>\u5916\u90e8\u9023\u643a<\/strong>\u57fa\u672c\u7684\u306b\u30c6\u30ad\u30b9\u30c8\u5165\u51fa\u529b\u306e\u307fFunction Calling\u306a\u3069\u3092\u901a\u3058\u3066\u5916\u90e8API\u3084\u30c4\u30fc\u30eb\u3068\u9ad8\u5ea6\u306b\u9023\u643a<strong>\u6d3b\u7528\u30b7\u30fc\u30f3<\/strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3001\u60c5\u5831\u691c\u7d22\u306e\u88dc\u52a9\u30d3\u30b8\u30cd\u30b9\u696d\u52d9\u81ea\u52d5\u5316\u3001\u8abf\u67fb\u5206\u6790\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0e\u5165\u6642\u306b\u3088\u304f\u3042\u308b\u7591\u554f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Q1. \u7d71\u5408\u30c8\u30ec\u30f3\u30c9\u4e0b\u3067AutoGen\u8a2d\u8a08\u306f\u7121\u99c4\u306b\u306a\u308a\u307e\u305b\u3093\u304b\uff1f<\/strong><\/li>\n\n\n\n<li>A1. \u7121\u99c4\u306b\u306a\u308a\u307e\u305b\u3093\u3002AutoGen\u3067\u57f9\u308f\u308c\u305f\u4f1a\u8a71\u8a2d\u8a08\u3001\u89b3\u6e2c\u6027\u3001\u7d42\u4e86\u6761\u4ef6\u30fb\u627f\u8a8d\u3068\u3044\u3063\u305f\u8a2d\u8a08\u539f\u5247\u306f\u3001Microsoft\u5468\u8fba\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7d71\u5408\u306e\u52d5\u304d\u3067\u3082\u5171\u901a\u539f\u5247\u3068\u3057\u3066\u6709\u52b9\u3067\u3059\u3002AutoGen\u3067\u69cb\u7bc9\u3057\u305f\u8a2d\u8a08\u8cc7\u7523\u306f\u3001\u5c06\u6765\u306e\u7d71\u5408\u57fa\u76e4\u3067\u3082\u5341\u5206\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>Q2. \u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u7b2c\u4e00\u6b69\u306f\uff1f<\/strong><\/li>\n\n\n\n<li>A2. <code>max_round<\/code>\uff08\u4f1a\u8a71\u306e\u6700\u5927\u30bf\u30fc\u30f3\u6570\uff09\u3092\u77ed\u7e2e\u3057\u3001\u30bf\u30b9\u30af\u306e\u524d\u6bb5\u3067\u8efd\u91cf\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u57fa\u672c\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u8981\u7d04\u306a\u3069\u306e\u521d\u671f\u51e6\u7406\u306b\u306f\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u826f\u3044\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3001\u6700\u7d42\u7684\u306a\u51fa\u529b\u751f\u6210\u306e\u307f\u306b\u9ad8\u6027\u80fd\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u308b\u3053\u3068\u3067\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u3084\u30c8\u30fc\u30af\u30f3\u4e0a\u9650\u8a2d\u5b9a\u3001\u9031\u6b21\u3067\u306e\u4f1a\u8a71\u30ed\u30b0\u5206\u6790\u306b\u3088\u308b\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u306e\u6539\u5584\u3082\u6709\u52b9\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>Q3. \u5e7b\u899a\u3084\u8aa4\u96c6\u8a08\u306f\u3069\u3046\u9632\u3050\uff1f<\/strong><\/li>\n\n\n\n<li>A3. \u4ee5\u4e0b\u306e\u5bfe\u7b56\u304c\u6709\u52b9\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u30c7\u30fc\u30bf\u30b9\u30ad\u30fc\u30de\u306e\u56fa\u5b9a<\/strong>: \u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u53b3\u5bc6\u306b\u5b9a\u7fa9\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8aa4\u3063\u305f\u89e3\u91c8\u3092\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5dee\u7570\u95be\u5024\u306e\u8a2d\u5b9a<\/strong>: \u7279\u5b9a\u306e\u95be\u5024\uff08\u4f8b\uff1a\u00b13%\uff09\u3092\u8d85\u3048\u305f\u5834\u5408\u306b\u30bf\u30b9\u30af\u3092\u4e00\u6642\u505c\u6b62\u3057\u3001\u4eba\u9593\u306b\u3088\u308b\u627f\u8a8d\u3092\u6c42\u3081\u308b\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u51fa\u529b\u691c\u75ab<\/strong>: AI\u306e\u51fa\u529b\u5185\u5bb9\u3092\u30c1\u30a7\u30c3\u30af\u3057\u3001\u4e0d\u9069\u5207\u306a\u60c5\u5831\u3092\u6392\u9664\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30c4\u30fc\u30eb\u5b9f\u884c\u306e\u5b8c\u5168\u30ed\u30b0\u5316<\/strong>: \u3069\u306e\u30c4\u30fc\u30eb\u304c\u3044\u3064\u3001\u3069\u306e\u3088\u3046\u306a\u5f15\u6570\u3067\u5b9f\u884c\u3055\u308c\u3001\u3069\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u8fd4\u3055\u308c\u305f\u304b\u3092\u8a18\u9332\u3057\u3001\u76e3\u67fb\u53ef\u80fd\u306a\u72b6\u614b\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u53c2\u7167\u5143\u3068\u6839\u62e0\u306e\u660e\u8a18<\/strong>: AI\u306e\u56de\u7b54\u306b\u306f\u5fc5\u305a\u53c2\u7167\u5143\u3084\u6839\u62e0\u3092\u542b\u3081\u308b\u3088\u3046\u6307\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Q4. \u4eba\u9593\u627f\u8a8d\u306f\u3069\u3053\u306b\u631f\u3080\u3079\u304d\uff1f<\/strong><\/li>\n\n\n\n<li>A4. \u7279\u306b\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u3084\u9ad8\u30ea\u30b9\u30af\u306a\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u4eba\u9593\u306e\u4ecb\u5165\uff08Human-in-the-loop\uff09\u30dd\u30a4\u30f3\u30c8\u3092\u8a2d\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e4\u70b9\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u5dee\u7570\u95be\u5024\u3092\u8d85\u3048\u305f\u5834\u5408<\/strong>: AI\u306e\u51fa\u529b\u304c\u4e8b\u524d\u306b\u8a2d\u5b9a\u3057\u305f\u8a31\u5bb9\u7bc4\u56f2\u3092\u8d85\u3048\u305f\u5834\u5408\u3002<\/li>\n\n\n\n<li><strong>\u5916\u90e8\u9001\u4fe1\u524d<\/strong>: \u9867\u5ba2\u3078\u306e\u30e1\u30fc\u30eb\u9001\u4fe1\u3084\u5916\u90e8\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u30c7\u30fc\u30bf\u66f8\u304d\u8fbc\u307f\u306a\u3069\u3001\u5916\u90e8\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u64cd\u4f5c\u306e\u524d\u3002<\/li>\n\n\n\n<li><strong>\u91d1\u984d\u30fb\u6cd5\u52d9\u95a2\u9023<\/strong>: \u91d1\u92ad\u306e\u79fb\u52d5\u3084\u6cd5\u7684\u306a\u5224\u65ad\u3092\u4f34\u3046\u30bf\u30b9\u30af\u3002<\/li>\n\n\n\n<li><strong>\u521d\u671f\u904b\u7528\u6bb5\u968e<\/strong>: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u52d5\u4f5c\u304c\u5b89\u5b9a\u3059\u308b\u307e\u3067\u306e\u8a66\u9a13\u904b\u7528\u671f\u9593\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u627f\u8a8d\u6642\u306b\u306f\u7406\u7531\u3092\u5fc5\u9808\u5316\u3057\u3001\u305d\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u30ac\u30fc\u30c9\u6761\u4ef6\u306e\u6539\u5584\u306b\u6d3b\u304b\u3059PDCA\u30b5\u30a4\u30af\u30eb\u3092\u56de\u3057\u307e\u3057\u3087\u3046\u3002<\/li>\n\n\n\n<li><strong>Q5. \u89b3\u6e2c\u3067\u306f\u4f55\u3092\u898b\u308c\u3070\u3088\u3044\uff1f<\/strong><\/li>\n\n\n\n<li>A5. AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u904b\u7528\u306b\u304a\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u57fa\u672c\u6307\u6a19\u3092\u7d99\u7d9a\u7684\u306b\u76e3\u8996\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u30ec\u30a4\u30c6\u30f3\u30b7\uff08\u5fdc\u7b54\u6642\u9593\uff09<\/strong>: \u30bf\u30b9\u30af\u5b8c\u4e86\u307e\u3067\u306e\u6642\u9593\u3002<\/li>\n\n\n\n<li><strong>\u5931\u6557\u7387<\/strong>: \u30bf\u30b9\u30af\u304c\u9014\u4e2d\u3067\u5931\u6557\u3057\u305f\u308a\u3001\u671f\u5f85\u3059\u308b\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u5272\u5408\u3002<\/li>\n\n\n\n<li><strong>\u4f1a\u8a71\u56de\u6570<\/strong>: \u30bf\u30b9\u30af\u5b8c\u4e86\u307e\u3067\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u3067\u767a\u751f\u3057\u305f\u4f1a\u8a71\u306e\u30bf\u30fc\u30f3\u6570\u3002\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u6307\u6a19\u306b\u3082\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>API\u8cbb\u7528<\/strong>: LLM\u306e\u5229\u7528\u306b\u304b\u304b\u3063\u305f\u7dcf\u30b3\u30b9\u30c8\u3002<\/li>\n\n\n\n<li><strong>\u518d\u73fe\u7387<\/strong>: \u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3057\u3066\u3001\u671f\u5f85\u901a\u308a\u306e\u7d50\u679c\u304c\u5b89\u5b9a\u3057\u3066\u5f97\u3089\u308c\u308b\u5272\u5408\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>OpenTelemetry\u306a\u3069\u306e\u6a19\u6e96\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3001\u4f1a\u8a71\u3068\u30c4\u30fc\u30eb\u5b9f\u884c\u306b\u540c\u4e00\u30c8\u30ec\u30fc\u30b9ID\u3092\u4ed8\u4e0e\u3059\u308b\u3053\u3068\u3067\u3001\u9045\u5ef6\u3084\u5931\u6557\u7b87\u6240\u3001\u8cac\u4efb\u7bc4\u56f2\u3092\u53ef\u8996\u5316\u3057\u3001\u30c7\u30d0\u30c3\u30b0\u3084\u6539\u5584\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ed6AI\u30e2\u30c7\u30eb\u3068\u306e\u6bd4\u8f03\u30dd\u30a4\u30f3\u30c8<\/h3>\n\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9078\u5b9a\u306b\u304a\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u306e\u89b3\u70b9\u3067\u5404AI\u30e2\u30c7\u30eb\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8a2d\u8a08\u601d\u60f3<\/strong>: \u4f1a\u8a71\u99c6\u52d5\u3001\u72b6\u614b\u9077\u79fb\u3001\u5f79\u5272\u30d9\u30fc\u30b9\u3001\u958b\u767a\u5de5\u7a0b\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u5316\u306a\u3069\u3001\u305d\u308c\u305e\u308c\u306e\u57fa\u76e4\u304c\u3069\u306e\u3088\u3046\u306a\u601d\u60f3\u3067\u4f5c\u3089\u308c\u3066\u3044\u308b\u304b\u3002<\/li>\n\n\n\n<li><strong>\u5f37\u307f<\/strong>: \u63a2\u7d22\u30fb\u5bfe\u8a71\u306e\u67d4\u8edf\u6027\u3001\u518d\u73fe\u6027\u30fb\u4fdd\u5b88\u6027\u3001\u5f79\u5272\u8a2d\u8a08\u306e\u76f4\u611f\u6027\u3001\u5de5\u7a0b\u81ea\u52d5\u5316\u3068\u4e00\u8cab\u6027\u306a\u3069\u3001\u4f55\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u304b\u3002<\/li>\n\n\n\n<li><strong>\u5411\u304d\u4e0d\u5411\u304d<\/strong>: \u53cd\u5fa9\u63a2\u7d22\u3001\u53b3\u683c\u306a\u5236\u5fa1\u3001\u5b9a\u578b\u696d\u52d9\u3001\u67d4\u8edf\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306a\u3069\u3001\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u81f4\u3057\u3066\u3044\u308b\u304b\u3002<\/li>\n\n\n\n<li><strong>\u904b\u7528\u89b3\u70b9<\/strong>: \u4f1a\u8a71\u30ed\u30b0\u3067\u306e\u6539\u5584\u306e\u3057\u3084\u3059\u3055\u3001SRE\u7684\u306a\u904b\u7528\u30fb\u30c6\u30b9\u30c8\u306e\u6574\u5099\u3001\u30c1\u30fc\u30e0\u904b\u7528\u306e\u53ef\u8996\u5316\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5316\u306e\u5bb9\u6613\u3055\u306a\u3069\u3001\u5c0e\u5165\u5f8c\u306e\u904b\u7528\u3092\u8003\u616e\u306b\u5165\u308c\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001AutoGen\u306f\u63a2\u7d22\u3084\u5bfe\u8a71\u3001\u4eba\u9593\u3068\u306e\u5bc6\u306a\u9023\u643a\u3001\u65e2\u5b58\u30c4\u30fc\u30eb\u3068\u306e\u8907\u96d1\u306a\u9023\u643a\u306b\u512a\u4f4d\u6027\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u53b3\u683c\u306a\u5236\u5fa1\u306b\u306f\u5de5\u592b\u304c\u5fc5\u8981\u3067\u3059\u3002CrewAI\u306f\u5f79\u5272\u3068\u30d7\u30ed\u30bb\u30b9\u304c\u660e\u78ba\u306a\u5b9a\u578b\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u304a\u308a\u3001MetaGPT\u306f\u8981\u6c42\u304b\u3089\u5de5\u7a0b\u5316\u307e\u3067\u4e00\u8cab\u3057\u305f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u6bd4\u8f03\u3092\u901a\u3058\u3066\u3001\u81ea\u793e\u306e\u5177\u4f53\u7684\u306a\u8981\u4ef6\u3084\u76ee\u6307\u3059\u81ea\u52d5\u5316\u30ec\u30d9\u30eb\u306b\u6700\u9069\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u529f\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/www.kotora.jp\/c\/50501\n<\/div><\/figure>\n\n\n\n<p class=\"has-text-align-right\"><strong><a href=\"https:\/\/www.kotora.jp\/service\/tenshoku_entry.php?utm_campaign=kotora_contents_128659\">\u8ee2\u8077\u306e\u3054\u76f8\u8ac7\uff08\u7121\u6599\uff09\u306f\u3053\u3061\u3089\uff1e<\/a><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081\u3068\u6d3b\u7528\u306e\u30d2\u30f3\u30c8<\/h3>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u30012025\u5e74\u306b\u304a\u3051\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068ChatGPT\u306e\u9055\u3044\u3001\u9032\u5316\u3059\u308bAI\u306e\u6d3b\u7528\u4e8b\u4f8b\u3001\u305d\u3057\u3066\u5b9f\u52d9\u3067\u306e\u5c0e\u5165\u3068\u904b\u7528\u30dd\u30a4\u30f3\u30c8\u3092\u8a73\u7d30\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u81ea\u5f8b\u7684\u306a\u554f\u984c\u89e3\u6c7a\u8005<\/strong>: ChatGPT\u304c\u4eba\u9593\u306e\u6307\u793a\u306b\u5fdc\u7b54\u3059\u308b\u300c\u6307\u793a\u5f85\u3061\u578b\u300d\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306fLLM\u3092\u300c\u982d\u8133\u300d\u3068\u3057\u3001\u81ea\u3089\u76ee\u6a19\u3092\u8a2d\u5b9a\u3057\u3001\u8a08\u753b\u3001\u5b9f\u884c\u3001\u8a55\u4fa1\u3001\u4fee\u6b63\u3092\u7e70\u308a\u8fd4\u3059\u300c\u81ea\u5f8b\u578b\u300d\u306eAI\u3067\u3059\u3002\u7279\u306b\u3001\u8907\u6570\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3059\u308b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306e\u81ea\u52d5\u5316\u306b\u5927\u304d\u306a\u53ef\u80fd\u6027\u3092\u79d8\u3081\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u30b7\u30fc\u30f3\u306e\u62e1\u5927<\/strong>: \u55b6\u696d\u3001\u8abf\u67fb\u5206\u6790\u3001\u4e8b\u52d9\u51e6\u7406\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u30d3\u30b8\u30cd\u30b9\u696d\u52d9\u3067AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u52b9\u7387\u5316\u30fb\u81ea\u52d5\u5316\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u55b6\u696d\u30e1\u30fc\u30eb\u306e\u81ea\u52d5\u4f5c\u6210\u3001\u30d0\u30b0\u691c\u51fa\u30fb\u4fee\u6b63\u652f\u63f4\u3001\u81ea\u52d5\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c0e\u5165\u306b\u306f\u6226\u7565\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u4e0d\u53ef\u6b20<\/strong>: \u5c0e\u5165\u76ee\u7684\u306e\u660e\u78ba\u5316\u3001\u73fe\u72b6\u5206\u6790\u3001\u6a5f\u80fd\u8981\u4ef6\u5b9a\u7fa9\u3001PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3001\u305d\u3057\u3066\u672c\u683c\u5c0e\u5165\u3068\u904b\u7528\u4f53\u5236\u306e\u69cb\u7bc9\u3068\u3044\u30465\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u8e0f\u3080\u3053\u3068\u304c\u6210\u529f\u306e\u9375\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30b9\u30c8\u3068\u30ea\u30b9\u30af\u7ba1\u7406\u306e\u91cd\u8981\u6027<\/strong>: \u521d\u671f\u8cbb\u7528\u3060\u3051\u3067\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306a\u904b\u7528\u30fb\u6539\u5584\u30b3\u30b9\u30c8\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u30b3\u30b9\u30c8\u3001\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u30b3\u30b9\u30c8\u3001\u305d\u3057\u3066\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u7b56\u306b\u304b\u304b\u308b\u8cbb\u7528\u3092\u898b\u843d\u3068\u3055\u306a\u3044\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7279\u6709\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ea\u30b9\u30af\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u3001\u30b7\u30e3\u30c9\u30fcAI\u306a\u3069\uff09\u3078\u306e\u5bfe\u7b56\u3082\u5fc5\u9808\u3067\u3059\u3002<\/li>\n\n\n\n<li><strong>AutoGen\u306f\u5f37\u529b\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/strong>: Microsoft Research\u304c\u958b\u767a\u3057\u305fAutoGen\u306f\u3001\u67d4\u8edf\u306a\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u3068\u610f\u601d\u6c7a\u5b9a\u30eb\u30fc\u30d7\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u9023\u643a\u3092\u5bb9\u6613\u306b\u5b9f\u73fe\u3067\u304d\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u77e5\u898b\u3092\u6d3b\u304b\u3057\u3001\u307e\u305a\u306f\u81ea\u793e\u306e\u5177\u4f53\u7684\u306a\u8ab2\u984c\u3092\u7279\u5b9a\u3057\u3001\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u3067PoC\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5c0e\u5165\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u5c0e\u5165\u306b\u7559\u307e\u3089\u305a\u3001\u7d44\u7e54\u5168\u4f53\u306eDX\u3092\u52a0\u901f\u3057\u3001\u65b0\u305f\u306a\u4fa1\u5024\u3092\u5275\u9020\u3059\u308b\u6a5f\u4f1a\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2025\u5e74\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u4eca\u5f8c<\/h3>\n\n\n\n<p>2025\u5e74\u4ee5\u964d\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3055\u3089\u306a\u308b\u9032\u5316\u3092\u9042\u3052\u308b\u3068\u4e88\u6e2c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GUI\u8a2d\u8a08\u306e\u9032\u5316<\/strong>: AutoGen Studio\u306e\u3088\u3046\u306aGUI\u30c4\u30fc\u30eb\u304c\u666e\u53ca\u3057\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u30fb\u30ed\u30fc\u30b3\u30fc\u30c9\u3067\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u7bc9\u304c\u52a0\u901f\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5c02\u9580\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001\u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b6\u30fc\u304c\u81ea\u3089\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u6210\u30fb\u904b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c02\u9580\u5206\u91ce\u3078\u306e\u7279\u5316<\/strong>: \u533b\u7642\u3001\u6cd5\u52d9\u3001\u91d1\u878d\u306a\u3069\u3001\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u77e5\u8b58\u306b\u7279\u5316\u3057\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u767b\u5834\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u3067\u5c02\u9580\u7684\u306a\u696d\u52d9\u3092\u652f\u63f4\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n\n\n\n<li><strong>\u81ea\u5df1\u6539\u826f\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u9032\u5316<\/strong>: \u8a55\u4fa1\u30eb\u30fc\u30d7\u306b\u3088\u308b\u7d99\u7d9a\u7684\u306a\u6539\u5584\u80fd\u529b\u304c\u5411\u4e0a\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u81ea\u3089\u5b66\u7fd2\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u80fd\u529b\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u6700\u9069\u5316<\/strong>: \u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306eAPI\u5229\u7528\u30b3\u30b9\u30c8\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3084\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u767a\u5c55\u3057\u3001\u3088\u308a\u7d4c\u6e08\u7684\u306a\u904b\u7528\u304c\u53ef\u80fd\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u6027\u3068\u5236\u5fa1\u306e\u5f37\u5316<\/strong>: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u66b4\u8d70\u3092\u9632\u3050\u305f\u3081\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3084\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3001\u53b3\u683c\u306a\u6a29\u9650\u5206\u96e2\u306e\u4ed5\u7d44\u307f\u304c\u3055\u3089\u306b\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u8aac\u660e\u53ef\u80fd\u6027\u306e\u78ba\u4fdd<\/strong>: AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u3092\u900f\u660e\u5316\u3057\u3001\u4eba\u9593\u304c\u305d\u306e\u5224\u65ad\u6839\u62e0\u3092\u7406\u89e3\u3057\u3001\u76e3\u67fb\u3067\u304d\u308b\u3088\u3046\u306a\u6280\u8853\u304c\u91cd\u8981\u8996\u3055\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/li>\n\n\n\n<li><strong>\u6a2a\u65ad\u30d7\u30ed\u30c8\u30b3\u30eb\u9023\u643a<\/strong>: MCP\uff08Model Context 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