{"id":43579,"date":"2025-08-18T02:07:39","date_gmt":"2025-08-17T17:07:39","guid":{"rendered":"https:\/\/vitalify.jp\/blog\/?p=43579"},"modified":"2025-08-18T02:09:27","modified_gmt":"2025-08-17T17:09:27","slug":"%e7%a7%8b%e7%94%b0%e3%81%ae%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%81%ae%e6%97%85%e8%a1%8c%e5%85%88%e3%82%92ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88ag2%e3%81%ab%e8%81%9e%e3%81%84","status":"publish","type":"post","link":"https:\/\/vitalify.jp\/blog\/2025\/08\/%e7%a7%8b%e7%94%b0%e3%81%ae%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%81%ae%e6%97%85%e8%a1%8c%e5%85%88%e3%82%92ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88ag2%e3%81%ab%e8%81%9e%e3%81%84.html","title":{"rendered":"\u79cb\u7530\u306e\u304a\u3059\u3059\u3081\u306e\u65c5\u884c\u5148\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8(AG2)\u306b\u805e\u3044\u3066\u307f\u305f"},"content":{"rendered":"<p>\u3053\u3093\u306b\u3061\u306f\u3002<\/p>\n<p>\u82b1\u5cf6\u304d\u3000\u3067\u3059\u3002<\/p>\n<p>\u5148\u9031\u3001\u79cb\u7530\u3092\u6e80\u55ab\u3057\u307e\u3057\u305f\u304c\u3001\u307e\u305f\u884c\u304d\u305f\u304f\u306a\u3063\u305f\u306e\u3067\u3001\u79cb\u7530\u306e\u304a\u3059\u3059\u3081\u306e\u65c5\u884c\u5148\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u805e\u3044\u3066\u307f\u305f\u306e\u3067\u5b9f\u88c5\u3092\u8e0f\u307e\u3048\u306a\u304c\u3089\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p><!--more--><\/p>\n<p>\u69cb\u6210\u306fAG2 x AG-UI, CopilotKit x FastaAgency\u3067\u3059\u3002<\/p>\n<p><a id=\"contextregion-repositorycrumb-ag2-copilotkit-starter-link\" class=\"AppHeader-context-item\" href=\"https:\/\/github.com\/ag2ai\/ag2-copilotkit-starter\" data-target=\"context-region-crumb.linkElement\" data-analytics-event=\"{&quot;category&quot;:&quot;SiteHeaderComponent&quot;,&quot;action&quot;:&quot;context_region_crumb&quot;,&quot;label&quot;:&quot;ag2-copilotkit-starter&quot;,&quot;screen_size&quot;:&quot;full&quot;}\" data-view-component=\"true\"><span class=\"AppHeader-context-item-label \" data-target=\"context-region-crumb.labelElement\">ag2-copilotkit-starter<\/span><\/a>\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>AG2\u3068FastAgency\u306b\u3064\u3044\u3066\u4eca\u56de\u306f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>AG2\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002FastAgency\u306f\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n<p>\u7d50\u679c\u306f\u3053\u3061\u3089\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-43580 alignright\" src=\"https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost.png\" alt=\"\" width=\"262\" height=\"1812\" srcset=\"https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost.png 896w, https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost-148x1024.png 148w, https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost-768x5312.png 768w, https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost-222x1536.png 222w, https:\/\/vitalify.jp\/blog\/wp-content\/uploads\/2025\/08\/FireShot-Capture-051-CopilotKit-AG2-Starter-localhost-296x2048.png 296w\" sizes=\"(max-width: 262px) 85vw, 262px\" \/>\u76ee\u7684\u5730\u3068\u65c5\u884c\u671f\u9593\u3001\u4e88\u7b97\u3001\u8208\u5473\u3092AI\u304c\u628a\u63e1\u3059\u308b\u307e\u3067\u8cea\u554f\u3092\u30e6\u30fc\u30b6\u30fc\u306b\u6295\u3052\u304b\u3051\u307e\u3059\u3002<br \/>\n1\u4f1a\u8a71\u305a\u3064\u78ba\u8a8d\u3057\u306a\u304c\u3089\u9032\u3081\u3066\u3044\u304d\u307e\u3059\u3002<br \/>\nHuman-in-the-Loop\u3067\u3059\u306d\u3002<br \/>\n\u5168\u90e8\u63c3\u3046\u3068\u3001AI\u304c\u304a\u3059\u3059\u3081\u306e\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u8003\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d7\u30e9\u30f3\u306f\u826f\u3044\u3067\u3059\u306d\u3002<br \/>\n\u79cb\u7530\u306f\u4ed6\u306b\u3082\u826f\u3044\u6240\u304c\u6e80\u8f09\u3067\u3059\u3002<br \/>\n<a href=\"https:\/\/tabelog.com\/akita\/A0504\/A050402\/5006244\/dtlrvwlst\/?trailing_slash=true&amp;type=0\">\u30e9\u30fc\u30e1\u30f3\u30b7\u30e7\u30c3\u30d7\u30a2\u30b8\u30ad\u30e5\u30fc \u5354\u548c\u5e97<\/a>\u3084<br \/>\n\u5ca9\u7261\u8823\u304c\u30de\u30b8\u3067\u7f8e\u5473\u3057\u3044\u3002<a href=\"https:\/\/www.kisakata.nemunooka.jp\/blank-5\">\u306d\u3080\u306e\u4e18<\/a>\u3067\u3059\u3002\u5b50\u4f9b\u306f\u7a32\u5ead\u3046\u3069\u3093\u304c\u5927\u597d\u7269\u3067\u3059\u3002\u98df\u3079\u305f\u6b21\u306e\u65e5\u3082\u3046\u3069\u3093\u3001\u3046\u307e\u3044\u3068\u8a00\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u6bd4\u5185\u5730\u9d8f\u3082\u7f8e\u5473\u3057\u3044\u3067\u3059\u3002<\/p>\n<p>\u6b66\u5bb6\u5c4b\u6577\u3084\u7530\u6ca2\u6e56\u306e\u89b3\u5149\u3082\u826f\u3044\u3067\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3001\u6e29\u6cc9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u306a\u307e\u306f\u3052\u3092\u898b\u308b\u306e\u3082\u826f\u3044\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u4ed6\u306b\u3082\u304a\u3059\u3059\u3081\u306f\u305f\u304f\u3055\u3093\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u308d\u305d\u308d\u30b3\u30fc\u30c9\u306e\u65b9\u3078\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f<a id=\"contextregion-repositorycrumb-ag2-copilotkit-starter-link\" class=\"AppHeader-context-item\" href=\"https:\/\/github.com\/ag2ai\/ag2-copilotkit-starter\" data-target=\"context-region-crumb.linkElement\" data-analytics-event=\"{&quot;category&quot;:&quot;SiteHeaderComponent&quot;,&quot;action&quot;:&quot;context_region_crumb&quot;,&quot;label&quot;:&quot;ag2-copilotkit-starter&quot;,&quot;screen_size&quot;:&quot;full&quot;}\" data-view-component=\"true\"><span class=\"AppHeader-context-item-label \" data-target=\"context-region-crumb.labelElement\">ag2-copilotkit-starter<\/span><\/a>\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u82f1\u8a9e\u3092\u65e5\u672c\u8a9e\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u30d1\u30fc\u30c81\u306a\u306e\u3067\u3001AG2\u3068FastAgency\u306e\u90e8\u5206\u3067\u3059\u3002<\/p>\n<ol>\n<li>\u307e\u305a\u306f\u3069\u306eLLM\u3092\u4f7f\u3046\u304b\u3092llm_config\u3067\u5b9a\u7fa9\u3057\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">from autogen import ConversableAgent, LLMConfig\r\nfrom fastapi import FastAPI\r\n\r\nfrom fastagency import UI\r\nfrom fastagency.adapters.awp import AWPAdapter\r\nfrom fastagency.runtimes.ag2 import Workflow\r\n\r\nllm_config = LLMConfig(\r\n    model=\"gpt-4o-mini\",\r\n    api_key=os.getenv(\"OPENAI_API_KEY\"),\r\n    temperature=0.8,\r\n)\r\n\r\nwf = Workflow()<\/pre>\n<p>2. \u6b21\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u767b\u9332\u3057\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/docs.ag2.ai\/latest\/docs\/user-guide\/basic-concepts\/conversable-agent\/\">ConversableAgent<\/a>\u304cAG2\u306e\u4f1a\u8a71\u7528\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<br \/>\n\u57fa\u672c\u7684\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<br \/>\n\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u540d\u3092name\u306b\u3002\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30c8\u3092system_message\u306b\u3002<br \/>\nhuman_input_mode\u3092\u4ee5\u4e0b\u304b\u3089\u8a2d\u5b9a\u3002<br \/>\n\u30fbALWAYS: \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4eba\u9593\u306e\u5165\u529b\u3092\u5fdc\u7b54\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059<br \/>\n\u30fbTERMINATE: \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4f1a\u8a71\u3092\u7d42\u4e86\u3059\u308b\u3068\u304d\u306b\u306e\u307f\u5165\u529b\u3092\u6c42\u3081\u307e\u3059<br \/>\n\u30fbNEVER: \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4eba\u9593\u306e\u5165\u529b\u3092\u6c42\u3081\u307e\u305b\u3093\u3002<br \/>\nrun\u3067\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u3001process\u3067\u5b9f\u884c\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<br \/>\n\u8a73\u7d30\u306f<a href=\"https:\/\/docs.ag2.ai\/latest\/docs\/user-guide\/basic-concepts\/conversable-agent\/#interacting-with-a-conversableagent\">\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\nrun\u30e1\u30bd\u30c3\u30c9\u3067\u6307\u5b9a\u3057\u3066\u3044\u308btravel_agent\u306f\u76f8\u624b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<a href=\"https:\/\/docs.ag2.ai\/latest\/docs\/api-reference\/autogen\/ConversableAgent\/\">recipient<\/a>\u3067\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">@wf.register(name=\"simple_learning\", description=\"A simple travel itenarary generator workflow\")\r\ndef simple_workflow(ui: UI, params: dict[str, Any]) -&gt; str:\r\n    initial_message = ui.text_input(\r\n        sender=\"Workflow\",\r\n        recipient=\"User\",\r\n        prompt=INITIAL_MESSAGE,\r\n    )\r\n\r\n    with llm_config:\r\n        user_agent = ConversableAgent(\r\n            name=\"User_Agent\",\r\n            system_message=\"You are a user agent that interacts with the travel agent.\",\r\n            human_input_mode=\"ALWAYS\", # ALWAYS\u306e\u5834\u5408\u306f\u90fd\u5ea6\u30e6\u30fc\u30b6\u30fc\u5074\u306b\u5165\u529b\u3092\u6c42\u3081\u308b\r\n        )\r\n        travel_agent = ConversableAgent(\r\n            name=\"Travel_Agent\",\r\n            system_message=TRAVEL_AGENT_SYSTEM_MESSAGE,\r\n        )\r\n\r\n    response = user_agent.run(\r\n        travel_agent, # \u76f8\u624b\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6307\u5b9a\r\n        message=initial_message,\r\n        summary_method=\"reflection_with_llm\", # \u8981\u7d04\u751f\u6210\u306bLLM\u3092\u4f7f\u7528\u3059\u308b\u3002last_msg\u306e\u5834\u5408\u306f\u6700\u5f8c\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8981\u7d04\u3068\u3059\u308b\u3002\r\n    )\r\n\r\n    return ui.process(response)  # type: ignore[no-any-return]<\/pre>\n<p>3.AWP\u306fagent wire protocol\u306e\u7565\u3067\u3059\u3002AG-UI\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306bAWP Provider\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002AWP\u3063\u3066\u306a\u3093\u3084\u306d\u3093\u3068\u63a2\u3057\u307e\u3057\u305f\u3002\u3002\u3002<a href=\"# thread is used here in context of agent wire protocol thread, not python threading\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9<\/a>\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u540d\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u8a2d\u5b9a\u3057\u3001<br \/>\n\u30eb\u30fc\u30bf\u3092\u767b\u9332\u3057\u307e\u3059\u3002<br \/>\n<a href=\"https:\/\/www.copilotkit.ai\/blog\/ag2-now-integrated-with-copilotkit\">\u516c\u5f0f\u30b5\u30a4\u30c8<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\"># \u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u8868\u793a\u3059\u308b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u30ea\u30f3\u30b0\u3059\u308b\u305f\u3081\u306bBool\u3067\u5236\u5fa1\u3002\u30c6\u30ad\u30b9\u30c8\u3067\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u4ee5\u5916\u3092\u8868\u793a\u3059\u308b\u3002\r\ndef without_user_messages(message: Any) -&gt; bool:\r\n    return not (message.type == \"text\" and message.content.sender == \"User_Agent\")\r\n\r\n# filter\u3067\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u8a2d\u5b9a\u3002filter=None\u306b\u3059\u308b\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3055\u308c\u306a\u3044\u306e\u3067\u30012\u91cd\u306b\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u308b\u3002\r\nadapter = AWPAdapter(\r\n    provider=wf, wf_name=\"simple_learning\", filter=without_user_messages\r\n)\r\n\r\napp = FastAPI()\r\napp.include_router(adapter.router)<\/pre>\n<p>AG2\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u90e8\u5206\u306f\u3053\u308c\u3067\u4ee5\u4e0a\u3067\u3059\u3002\u5c11\u306a\u3044\u30b3\u30fc\u30c9\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5f79\u5272\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u958b\u767a\u3088\u308a\u3082\u3053\u306e\u5f79\u5272\u5b9a\u7fa9\u304c\u91cd\u8981\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u5b9f\u969b\u306e\u958b\u767a\u3067\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306f\u3053\u306e\u5f79\u5272\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7b49\u304c\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u4e0a\u6d41\u5de5\u7a0b\u304c\u91cd\u8981\u3067\u3059\u3002RAG\u3084\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u3088\u308a\u3082\u521d\u671f\u5c0e\u5165\u306b\u304b\u304b\u308b\u6642\u9593\u306f\u304b\u304b\u308b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\nRAG ready\u3068\u3044\u3046\u8a00\u8449\u304c\u3042\u308a\u307e\u3059\u304c\u3001AI Agent Ready\u3068\u3044\u3046\u306e\u3082\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">TRAVEL_AGENT_SYSTEM_MESSAGE=\"\"\"\r\n\u3042\u306a\u305f\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u500b\u4eba\u306b\u5408\u308f\u305b\u305f\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u4f5c\u6210\u3059\u308b\u306e\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u65c5\u884c\u30ac\u30a4\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002\u3042\u306a\u305f\u306e\u76ee\u7684\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u91cd\u8981\u306a\u60c5\u5831\u3092\u53ce\u96c6\u3057\u3001\u8a73\u7d30\u306a\u65e5\u3054\u3068\u306e\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002\r\n\u4ee5\u4e0b\u306e\u6307\u793a\u306b\u6b63\u78ba\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\uff1a\r\n\u60c5\u5831\u53ce\u96c6\u6bb5\u968e\uff1a\r\n\r\n1.\u5e38\u306b\u30e6\u30fc\u30b6\u30fc\u3092\u6e29\u304b\u304f\u8fce\u3048\u3001\u3042\u306a\u305f\u306e\u76ee\u7684\u3092\u8aac\u660e\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u308b\uff1a\u500b\u4eba\u306b\u5408\u308f\u305b\u305f\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3002\r\n2.\u4ee5\u4e0b\u306e\u5fc5\u9808\u60c5\u5831\u3092\u6c42\u3081\u3001\u53ce\u96c6\u3059\u308b\uff1a\r\n\r\n    - \u76ee\u7684\u5730\u306e\u90fd\u5e02\/\u5834\u6240\r\n    - \u65c5\u884c\u65e5\u6570\r\n    - \u4e88\u7b97\u30ec\u30d9\u30eb\uff08\u30a8\u30b3\u30ce\u30df\u30fc\u3001\u30df\u30c3\u30c9\u30ec\u30f3\u30b8\u3001\u307e\u305f\u306f\u30d7\u30ec\u30df\u30a2\u30e0\uff09\r\n    - \u7279\u5225\u306a\u8208\u5473\uff08\u4f8b\uff1a\u6b74\u53f2\u3001\u98df\u4e8b\u3001\u81ea\u7136\u3001\u82b8\u8853\uff09\r\n\r\n3.\u30e6\u30fc\u30b6\u30fc\u304c\u6700\u521d\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u3059\u3079\u3066\u306e\u5fc5\u9808\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u3059\u3079\u3066\u306e\u5fc5\u9808\u8a73\u7d30\u304c\u63c3\u3046\u307e\u3067\u4e01\u5be7\u306b\u30d5\u30a9\u30ed\u30fc\u30a2\u30c3\u30d7\u8cea\u554f\u3092\u3059\u308b\u3002\r\n4.\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u4f5c\u6210\u3059\u308b\u524d\u306b\u3001\u53ce\u96c6\u3057\u305f\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u3068\u78ba\u8a8d\u3059\u308b\u3002\r\n\r\n\u65c5\u884c\u30d7\u30e9\u30f3\u4f5c\u6210\u6bb5\u968e\uff1a\r\n\r\n1.\u8a73\u7d30\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001\u5305\u62ec\u7684\u306a\u65e5\u3054\u3068\u306e\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3002\r\n2.\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u660e\u78ba\u306a\u69cb\u9020\u3067\u5f62\u5f0f\u5316\u3059\u308b\uff1a\r\n    - \u76ee\u7684\u5730\u3068\u671f\u9593\u3092\u542b\u3080\u30bf\u30a4\u30c8\u30eb\r\n    - \u7c21\u6f54\u306a\u7d39\u4ecb\u6bb5\u843d\r\n    - DAY X\uff1a\u30d8\u30c3\u30c0\u30fc\u306b\u3088\u308b\u65e5\u3054\u3068\u306e\u5185\u8a33\r\n    - \u5404\u65e5\u306b\u306f\u4ee5\u4e0b\u3092\u542b\u3081\u308b\uff1a\r\n\r\n        * \u9593\u67a0\u4ed8\u304d\u306e\u5348\u524d\u4e2d\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\r\n        * \u663c\u98df\u306e\u63a8\u5968\r\n        * \u6642\u9593\u67a0\u4ed8\u304d\u306e\u5348\u5f8c\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\r\n        * \u5915\u98df\u306e\u63a8\u5968\r\n        * \u591c\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\uff08\u8a72\u5f53\u3059\u308b\u5834\u5408\uff09\r\n        * \u5bbf\u6cca\u65bd\u8a2d\u306e\u63d0\u6848\r\n\r\n3.\u3059\u3079\u3066\u306e\u63a8\u5968\u4e8b\u9805\u3092\u4ee5\u4e0b\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\uff1a\r\n    - \u6307\u5b9a\u3055\u308c\u305f\u4e88\u7b97\u30ec\u30d9\u30eb\uff08\u30a8\u30b3\u30ce\u30df\u30fc\u3001\u30df\u30c3\u30c9\u30ec\u30f3\u30b8\u3001\u30d7\u30ec\u30df\u30a2\u30e0\uff09\r\n    - \u30e6\u30fc\u30b6\u30fc\u306e\u7279\u5225\u306a\u8208\u5473\r\n    - \u8ad6\u7406\u7684\u306a\u5730\u7406\u7684\u6d41\u308c\uff08\u8fd1\u304f\u306e\u89b3\u5149\u5730\u3092\u30b0\u30eb\u30fc\u30d7\u5316\uff09\r\n    - \u73fe\u5b9f\u7684\u306a\u6642\u9593\u914d\u5206\uff08\u65e5\u7a0b\u3092\u8a70\u3081\u8fbc\u307f\u3059\u304e\u306a\u3044\uff09\r\n\r\n4.\u5177\u4f53\u7684\u306a\u8a73\u7d30\u3092\u542b\u3081\u308b\uff1a\r\n    - \u4e00\u822c\u7684\u306a\u8aac\u660e\u3067\u306f\u306a\u3044\u3001\u5b9f\u969b\u306e\u89b3\u5149\u5730\u540d\r\n    - \u6599\u7406\u306e\u7a2e\u985e\u3068\u5171\u306b\u5177\u4f53\u7684\u306a\u30ec\u30b9\u30c8\u30e9\u30f3\u306e\u63a8\u5968\r\n    - \u5834\u6240\u9593\u306e\u4ea4\u901a\u624b\u6bb5\u306e\u63d0\u6848\r\n    - \u9069\u5207\u306a\u5834\u5408\u306e\u63a8\u5b9a\u30b3\u30b9\u30c8\r\n    - \u5730\u5143\u306e\u30b3\u30c4\u3068\u6587\u5316\u7684\u6d1e\u5bdf\r\n\r\n\u8fd4\u7b54\u306e\u5f62\u5f0f\uff1a\r\n\r\n1.\u660e\u78ba\u3067\u7c21\u6f54\u306a\u8a00\u8449\u3092\u4f7f\u7528\u3059\u308b\r\n2.\u9069\u5207\u306a\u30d8\u30c3\u30c0\u30fc\u3068\u30b9\u30da\u30fc\u30b9\u3067\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6574\u7406\u3059\u308b\r\n4.\u91cd\u8981\u306a\u60c5\u5831\uff08\u65e5\u4ed8\u3001\u4e3b\u8981\u89b3\u5149\u5730\uff09\u3092\u592a\u5b57\u306b\u3059\u308b\r\n4.\u53cb\u597d\u7684\u3067\u71b1\u5fc3\u306a\u30c8\u30fc\u30f3\u3092\u4fdd\u3064\r\n5.\u5404\u65e5\u306e\u65c5\u884c\u30d7\u30e9\u30f3\u3092150-200\u8a9e\u306b\u5236\u9650\u3059\u308b\r\n6.\u30b7\u30b9\u30c6\u30e0\u306f\u65e5\u672c\u8a9e\u3067\u56de\u7b54\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\r\n\r\n\u4ea4\u6d41\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff1a\r\n1.\u5168\u4f53\u3092\u901a\u3057\u3066\u4f1a\u8a71\u7684\u3067\u53cb\u597d\u7684\u306a\u614b\u5ea6\u3092\u4fdd\u3064\r\n2.\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53d7\u3051\u5165\u308c\u3001\u559c\u3093\u3067\u65c5\u884c\u30d7\u30e9\u30f3\u3092\u4fee\u6b63\u3059\u308b\r\n3.\u65c5\u884c\u30d7\u30e9\u30f3\u306e\u4fee\u6b63\u3092\u6c42\u3081\u3089\u308c\u305f\u5834\u5408\u3001\u5909\u66f4\u3092\u7406\u89e3\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u66f4\u65b0\u3059\u308b\r\n4.\u30e6\u30fc\u30b6\u30fc\u304c\u4f55\u3089\u304b\u306e\u63d0\u6848\u306b\u3064\u3044\u3066\u61f8\u5ff5\u3092\u8868\u660e\u3057\u305f\u5834\u5408\u30011-2\u306e\u4ee3\u66ff\u6848\u3092\u63d0\u4f9b\u3059\u308b\r\n5.\u4e0d\u5fc5\u8981\u306b\u8b1d\u7f6a\u3057\u305f\u308a\u3001\u904e\u5ea6\u306a\u9650\u5b9a\u8a5e\u3092\u4f7f\u7528\u3057\u306a\u3044\r\n6.\u81ea\u4fe1\u306b\u6e80\u3061\u305f\u3001\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u306e\u30da\u30eb\u30bd\u30ca\u3092\u7dad\u6301\u3059\u308b\r\n\"\"\"<\/pre>\n<p>\u3067\u306f\u3002<\/p>\n<p>\u6b21\u56de\u306f\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u3092\u8aac\u660e\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u3001\u76ee\u7684\u3068\u624b\u6bb5\u304c\u9006\u8ee2\u3057\u3066\u3044\u308b\u6c17\u3082\u3059\u308b\u306e\u3067\u3059\u304c\u3001AG2\u3068\u304b\u9762\u767d\u3044\u3067\u3059\u306d\u3002<\/p>\n<div class='wp_social_bookmarking_light'>\n            <div class=\"wsbl_facebook_like\"><div id=\"fb-root\"><\/div><fb:like href=\"https:\/\/vitalify.jp\/blog\/2025\/08\/%e7%a7%8b%e7%94%b0%e3%81%ae%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%81%ae%e6%97%85%e8%a1%8c%e5%85%88%e3%82%92ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88ag2%e3%81%ab%e8%81%9e%e3%81%84.html\" layout=\"button_count\" action=\"like\" share=\"false\" show_faces=\"false\" ><\/fb:like><\/div>\n            <div class=\"wsbl_google_plus_one\"><g:plusone size=\"medium\" annotation=\"none\" href=\"https:\/\/vitalify.jp\/blog\/2025\/08\/%e7%a7%8b%e7%94%b0%e3%81%ae%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%81%ae%e6%97%85%e8%a1%8c%e5%85%88%e3%82%92ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88ag2%e3%81%ab%e8%81%9e%e3%81%84.html\" ><\/g:plusone><\/div>\n            <div class=\"wsbl_hatena_button\"><a href=\"\/\/b.hatena.ne.jp\/entry\/https:\/\/vitalify.jp\/blog\/2025\/08\/%e7%a7%8b%e7%94%b0%e3%81%ae%e3%81%8a%e3%81%99%e3%81%99%e3%82%81%e3%81%ae%e6%97%85%e8%a1%8c%e5%85%88%e3%82%92ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88ag2%e3%81%ab%e8%81%9e%e3%81%84.html\" class=\"hatena-bookmark-button\" data-hatena-bookmark-title=\"\u79cb\u7530\u306e\u304a\u3059\u3059\u3081\u306e\u65c5\u884c\u5148\u3092AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8(AG2)\u306b\u805e\u3044\u3066\u307f\u305f\" data-hatena-bookmark-layout=\"standard\" title=\"\u3053\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u3092\u306f\u3066\u306a\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u8ffd\u52a0\"> <img src=\"\/\/b.hatena.ne.jp\/images\/entry-button\/button-only@2x.png\" alt=\"\u3053\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u3092\u306f\u3066\u306a\u30d6\u30c3\u30af\u30de\u30fc\u30af\u306b\u8ffd\u52a0\" width=\"20\" height=\"20\" style=\"border: none;\" \/><\/a><script type=\"text\/javascript\" 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