{"id":23,"date":"2026-03-05T04:19:40","date_gmt":"2026-03-05T04:19:40","guid":{"rendered":"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/autogen-vs-langgraph-vs-crewai-2026ai\/"},"modified":"2026-03-05T17:45:47","modified_gmt":"2026-03-05T17:45:47","slug":"autogen-vs-langgraph-vs-crewai-2026ai","status":"publish","type":"post","link":"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/autogen-vs-langgraph-vs-crewai-2026ai\/","title":{"rendered":"AutoGen vs LangGraph vs CrewAI: 2026\u5e74\u306b\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u306e\u306f\u3069\u308c\u304b"},"content":{"rendered":"<p><script type=\"application\/ld+json\">\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"BlogPosting\",\n  \"headline\": \"AutoGen vs LangGraph <a href=\"https:\/\/blog.rebalai.com\/ja\/2026\/03\/04\/langchain-vs-crewai-vs-anythingllm-2026\/\" title=\"vs CrewAI\">vs CrewAI<\/a>: 2026\u5e74\u306b\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u306e\u306f\u3069\u308c\u304b\",\n  \"description\": \"\u5148\u6708\u3001\u793e\u5185\u306e\u30c7\u30fc\u30bf\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308b\u30bf\u30b9\u30af\u3092\u5f15\u304d\u53d7\u3051\u305f\u3002\u6bce\u9031\u6708\u66dc\u65e5\u306b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u96c6\u7d04\u3057\u3066\u3001Slack\u306bKPI\u30b5\u30de\u30ea\u30fc\u3092\u6295\u7a3f\u3059\u308b\u3084\u3064\u3060\u3002\u624b\u52d5\u3067\u3084\u308b\u3068\u6bce\u90311\u301c2\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u3066\u3001\u30c1\u30fc\u30e0\u5168\u54e1\u304c\u5acc\u304c\u3063\u3066\u3044\u305f\u3002 \u3053\u306e\u624b\u306e\u4ed5\u4e8b\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3046\u3063\u3066\u3064\u3051\u306b\u898b\u3048\u308b\u3002\u3067\u3082\u5b9f\u88c5\u306b\u5165\u308b\u524d\u306b\u300c\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\",\n  \"url\": \"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/autogen-vs-langgraph-vs-crewai-2026ai\/\",\n  \"datePublished\": \"2026-03-05T04:19:40\",\n  \"dateModified\": \"2026-03-05T17:39:38\",\n  \"inLanguage\": \"ja_JP\",\n  \"author\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"url\": \"https:\/\/blog.rebalai.com\/ja\/\"\n  },\n  \"publisher\": {\n    \"@type\": \"Organization\",\n    \"name\": \"RebalAI\",\n    \"logo\": {\n      \"@type\": \"ImageObject\",\n      \"url\": \"https:\/\/blog.rebalai.com\/wp-content\/uploads\/logo.png\"\n    }\n  },\n  \"mainEntityOfPage\": {\n    \"@type\": \"WebPage\",\n    \"@id\": \"https:\/\/blog.rebalai.com\/ja\/2026\/03\/05\/autogen-vs-langgraph-vs-crewai-2026ai\/\"\n  }\n}\n<\/script><\/p>\n<p>\u5148\u6708\u3001\u793e\u5185\u306e\u30c7\u30fc\u30bf\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308b\u30bf\u30b9\u30af\u3092\u5f15\u304d\u53d7\u3051\u305f\u3002\u6bce\u9031\u6708\u66dc\u65e5\u306b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u96c6\u7d04\u3057\u3066\u3001Slack\u306bKPI\u30b5\u30de\u30ea\u30fc\u3092\u6295\u7a3f\u3059\u308b\u3084\u3064\u3060\u3002\u624b\u52d5\u3067\u3084\u308b\u3068\u6bce\u90311\u301c2\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u3066\u3001\u30c1\u30fc\u30e0\u5168\u54e1\u304c\u5acc\u304c\u3063\u3066\u3044\u305f\u3002<\/p>\n<p>\u3053\u306e\u624b\u306e\u4ed5\u4e8b\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3046\u3063\u3066\u3064\u3051\u306b\u898b\u3048\u308b\u3002\u3067\u3082\u5b9f\u88c5\u306b\u5165\u308b\u524d\u306b\u300c\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3046\u304b\u300d\u3067\u8a70\u307e\u3063\u305f\u3002AutoGen\uff08Microsoft\uff09\u3001LangGraph\uff08LangChain\uff09\u3001CrewAI\u2014\u2014\u3053\u306e3\u3064\u3092\u305d\u308c\u305e\u308c\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5f53\u3066\u306f\u3081\u306a\u304c\u3089\u7d042\u9031\u9593\u30c6\u30b9\u30c8\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u3092\u307e\u3068\u3081\u308b\u3002<\/p>\n<p>\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3002<strong>LangGraph\u3092\u9078\u3093\u3060<\/strong>\u3002\u305f\u3060\u3057\u3001\u305d\u308c\u306b\u306f\u7406\u7531\u304c\u3042\u308b\u3057\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u306fCrewAI\u306e\u65b9\u304c\u306f\u308b\u304b\u306b\u5408\u7406\u7684\u306a\u9078\u629e\u306b\u306a\u308b\u3002AutoGen\u306f\u2014\u2014\u6b63\u76f4\u8a00\u3063\u3066\u2014\u2014\u4f7f\u3046\u30b7\u30fc\u30f3\u3092\u304b\u306a\u308a\u9078\u3076\u3002<\/p>\n<h2>AutoGen v0.4: API\u304c\u6fc0\u5909\u3057\u3066\u6700\u521d\u306e\u534a\u65e5\u3092\u6eb6\u304b\u3057\u305f<\/h2>\n<p>GitHub\u306e\u30b9\u30bf\u30fc\u6570\u304c\u591a\u304f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u5145\u5b9f\u3057\u3066\u3044\u305f\u306e\u3067\u3001\u6700\u521d\u306fAutoGen\u304b\u3089\u89e6\u308a\u59cb\u3081\u305f\u3002\u305f\u3060\u3001\u3059\u3050\u306b\u58c1\u306b\u3076\u3064\u304b\u3063\u305f\u3002<\/p>\n<p>v0.4\uff082025\u5e74\u521d\u982d\u30ea\u30ea\u30fc\u30b9\uff09\u3067API\u304c\u6839\u672c\u304b\u3089\u66f8\u304d\u76f4\u3055\u308c\u3066\u3044\u308b\u3002v0.2\u4ee5\u524d\u306e\u30b3\u30fc\u30c9\u306f\u307b\u307c\u52d5\u304b\u306a\u3044\u3002Stack Overflow\u3084Qiita\u306e\u8a18\u4e8b\u306e\u591a\u304f\u304c\u307e\u3060\u53e4\u3044API\u3067\u66f8\u304b\u308c\u3066\u3044\u3066\u3001\u6700\u521d\u306e\u534a\u65e5\u3092\u300c\u306a\u305cimport\u304c\u901a\u3089\u306a\u3044\u306e\u304b\u300d\u306e\u30c7\u30d0\u30c3\u30b0\u306b\u8cbb\u3084\u3057\u305f\u3002<code>autogen-agentchat<\/code>\u3068<code>autogen-core<\/code>\u3092\u4e21\u65b9\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u3068\u304b\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u3069\u3053\u306b\u66f8\u3044\u3066\u3042\u308b\u306e\u3001\u3068\u3044\u3046\u8a71\u3060\uff08GitHub Issue #4782\u3042\u305f\u308a\u3067\u540c\u3058\u60a9\u307f\u3092\u6301\u3064\u4eba\u305f\u3061\u304c\u5927\u91cf\u306b\u3044\u308b\uff09\u3002<\/p>\n<p>v0.4\u306e\u8a2d\u8a08\u601d\u60f3\u306f\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u300c\u4f1a\u8a71\u300d\u3092\u4e2d\u5fc3\u306b\u7f6e\u3044\u3066\u3044\u308b\u3002<code>AssistantAgent<\/code>\u540c\u58eb\u304c\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u3084\u308a\u53d6\u308a\u3057\u3066\u3001<code>RoundRobinGroupChat<\/code>\u3084<code>SelectorGroupChat<\/code>\u3067\u30bf\u30fc\u30f3\u3092\u7ba1\u7406\u3059\u308b\u3002<\/p>\n<pre><code class=\"language-python\">import asyncio\nfrom autogen_agentchat.agents import AssistantAgent\nfrom autogen_agentchat.teams import RoundRobinGroupChat\nfrom autogen_ext.models.openai import OpenAIChatCompletionClient\n\nasync def main():\n    model_client = OpenAIChatCompletionClient(model=&quot;gpt-4o&quot;)\n\n    # \u30c7\u30fc\u30bf\u53ce\u96c6\u62c5\u5f53\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\n    collector = AssistantAgent(\n        name=&quot;DataCollector&quot;,\n        model_client=model_client,\n        system_message=(\n            &quot;\u3042\u306a\u305f\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u5c02\u9580\u5bb6\u3067\u3059\u3002&quot;\n            &quot;\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002&quot;\n        ),\n    )\n\n    # \u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u62c5\u5f53\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\n    reporter = AssistantAgent(\n        name=&quot;Reporter&quot;,\n        model_client=model_client,\n        system_message=(\n            &quot;\u3042\u306a\u305f\u306f\u30d3\u30b8\u30cd\u30b9\u30ec\u30dd\u30fc\u30c8\u306e\u5c02\u9580\u5bb6\u3067\u3059\u3002&quot;\n            &quot;DataCollector\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u60c5\u5831\u3092\u5143\u306b\u7c21\u6f54\u306aKPI\u30b5\u30de\u30ea\u30fc\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002&quot;\n        ),\n    )\n\n    team = RoundRobinGroupChat(\n        [collector, reporter],\n        max_turns=6,  # \u5fc5\u305a\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u2014\u2014\u306a\u3044\u3068\u666e\u901a\u306b\u7121\u9650\u30eb\u30fc\u30d7\u3059\u308b\n    )\n    result = await team.run(\n        task=&quot;\u5148\u9031\u306e\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066Slack\u6295\u7a3f\u7528\u306e\u30b5\u30de\u30ea\u30fc\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044&quot;\n    )\n    print(result.messages[-1].content)\n\nasyncio.run(main())\n<\/code><\/pre>\n<p>\u3053\u306e\u30d1\u30bf\u30fc\u30f3\u81ea\u4f53\u306f\u76f4\u611f\u7684\u3067\u3001\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u8b70\u8ad6\u300d\u3057\u306a\u304c\u3089\u7b54\u3048\u306b\u8fd1\u3065\u304f\u306e\u306f\u9762\u767d\u3044\u3002\u7814\u7a76\u7528\u9014\u3084\u8907\u96d1\u306a\u63a8\u8ad6\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u306f\u5411\u3044\u3066\u3044\u308b\u3002<\/p>\n<p>\u672c\u756a\u3067\u4f7f\u3046\u3068\u304d\u81f4\u547d\u7684\u306b\u306a\u308a\u5f97\u308b\u306e\u304c\u3001<strong>\u5b9f\u884c\u30d5\u30ed\u30fc\u306e\u5236\u5fa1\u304c\u96e3\u3057\u3044<\/strong>\u70b9\u3060\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u81ea\u5f8b\u7684\u306b\u4f1a\u8a71\u3059\u308b\u306e\u306f\u3044\u3044\u304c\u3001\u300c\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u304c\u7d42\u308f\u3063\u305f\u3089\u5fc5\u305a\u3053\u3053\u306b\u6765\u308b\u300d\u3068\u3044\u3046\u4fdd\u8a3c\u304c\u306a\u3044\u3002\u30c7\u30d0\u30c3\u30b0\u7528\u306e\u30ed\u30b0\u3082\u5927\u91cf\u3059\u304e\u3066\u69cb\u9020\u5316\u3055\u308c\u3066\u304a\u3089\u305a\u3001\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\u8ffd\u3046\u306e\u304c\u8f9b\u3044\u3002\u81ea\u5206\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff08\u6c7a\u307e\u3063\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u78ba\u5b9f\u306b\u5b9f\u884c\u3059\u308b\uff09\u306b\u306f\u5408\u308f\u306a\u304b\u3063\u305f\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001AutoGen\u304c\u660e\u3089\u304b\u306b\u8f1d\u304f\u306e\u306f<strong>\u63a2\u7d22\u7684\u306a\u30bf\u30b9\u30af<\/strong>\u3060\u3002\u300c\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u9762\u767d\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u3064\u3051\u3066\u307b\u3057\u3044\u300d\u307f\u305f\u3044\u306a\u3001\u6b63\u89e3\u304c\u4e8b\u524d\u306b\u5b9a\u7fa9\u3067\u304d\u306a\u3044\u30b1\u30fc\u30b9\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u306e\u81ea\u5f8b\u7684\u306a\u5bfe\u8a71\u3067\u30a2\u30a4\u30c7\u30a2\u304c\u5e83\u304c\u308b\u611f\u899a\u306f\u3001\u4ed6\u306e2\u3064\u306b\u306f\u51fa\u305b\u306a\u3044\u3002<\/p>\n<h2>LangGraph: \u6700\u521d\u306f\u300c\u904e\u5270\u8a2d\u8a08\u3058\u3083\u306a\u3044\u304b\u300d\u3068\u601d\u3063\u305f<\/h2>\n<p>\u6b63\u76f4\u3001LangGraph\u306b\u6700\u521d\u306b\u89e6\u308c\u305f\u3068\u304d\u3001\u300c\u306a\u3093\u3067\u3053\u3093\u306a\u8907\u96d1\u306a\u306e\u300d\u3068\u601d\u3063\u305f\u3002\u30b0\u30e9\u30d5\u3092\u5b9a\u7fa9\u3057\u3066\u3001\u30ce\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u3066\u3001\u30a8\u30c3\u30b8\u3092\u5f35\u3063\u3066\u2014\u2014\u30b7\u30f3\u30d7\u30eb\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u30dc\u30a4\u30e9\u30fc\u30d7\u30ec\u30fc\u30c8\u304c\u591a\u3059\u304e\u308b\u5370\u8c61\u3060\u3063\u305f\u3002<\/p>\n<p>\u3067\u30822\u301c3\u65e5\u4f7f\u3044\u8fbc\u3093\u3060\u3089\u3001\u3053\u306e\u8a2d\u8a08\u306e\u610f\u5473\u304c\u308f\u304b\u3063\u305f\u3002<\/p>\n<p>LangGraph\u306e\u672c\u8cea\u306f<strong>\u660e\u793a\u7684\u306a\u72b6\u614b\u7ba1\u7406<\/strong>\u3060\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5b9f\u884c\u72b6\u614b\u3092\u3059\u3079\u3066<code>State<\/code>\uff08TypedDict\u3067\u5b9a\u7fa9\uff09\u306b\u6301\u3061\u3001\u30ce\u30fc\u30c9\u9593\u306e\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u304c\u5168\u90e8\u898b\u3048\u308b\u3002\u6761\u4ef6\u5206\u5c90\u3082<code>add_conditional_edges<\/code>\u3067\u660e\u793a\u7684\u306b\u5b9a\u7fa9\u3059\u308b\u3002<\/p>\n<pre><code class=\"language-python\">from langgraph.graph import StateGraph, END\nfrom typing import TypedDict, Annotated\nimport operator\n\nclass PipelineState(TypedDict):\n    raw_data: str\n    analysis: str\n    report: str\n    retry_count: int\n    messages: Annotated[list, operator.add]\n\ndef collect_data(state: PipelineState) -&gt; dict:\n    # \u5b9f\u969b\u306b\u306fAPI\u3092\u53e9\u3044\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\n    return {&quot;raw_data&quot;: &quot;Q4\u58f2\u4e0a: \u00a5120M, \u524d\u5e74\u6bd4+15%...&quot;}\n\ndef analyze(state: PipelineState) -&gt; dict:\n    result = llm.invoke(f&quot;\u4ee5\u4e0b\u3092\u5206\u6790\u3057\u3066\u304f\u3060\u3055\u3044: {state['raw_data']}&quot;)\n    return {&quot;analysis&quot;: result.content}\n\ndef generate_report(state: PipelineState) -&gt; dict:\n    report = llm.invoke(f&quot;\u5206\u6790\u7d50\u679c\u304b\u3089\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210: {state['analysis']}&quot;)\n    return {\n        &quot;report&quot;: report.content,\n        &quot;retry_count&quot;: state.get(&quot;retry_count&quot;, 0),\n    }\n\ndef quality_check(state: PipelineState) -&gt; str:\n    # \u30ec\u30dd\u30fc\u30c8\u304c\u77ed\u3059\u304e\u305f\u3089\u6700\u59272\u56de\u30ea\u30c8\u30e9\u30a4\n    if len(state[&quot;report&quot;]) &lt; 200 and state.get(&quot;retry_count&quot;, 0) &lt; 2:\n        return &quot;retry&quot;\n    return &quot;publish&quot;\n\nbuilder = StateGraph(PipelineState)\nbuilder.add_node(&quot;collect&quot;, collect_data)\nbuilder.add_node(&quot;analyze&quot;, analyze)\nbuilder.add_node(&quot;report&quot;, generate_report)\n\nbuilder.set_entry_point(&quot;collect&quot;)\nbuilder.add_edge(&quot;collect&quot;, &quot;analyze&quot;)\nbuilder.add_edge(&quot;analyze&quot;, &quot;report&quot;)\nbuilder.add_conditional_edges(\n    &quot;report&quot;,\n    quality_check,\n    {&quot;retry&quot;: &quot;analyze&quot;, &quot;publish&quot;: END},\n)\n\ngraph = builder.compile()\nresult = graph.invoke({&quot;raw_data&quot;: &quot;&quot;, &quot;retry_count&quot;: 0})\n<\/code><\/pre>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u3092\u898b\u308c\u3070\u3001\u5b9f\u884c\u30d5\u30ed\u30fc\u304c\u4e00\u76ee\u3067\u308f\u304b\u308b\u3002<code>collect \u2192 analyze \u2192 report<\/code>\u3001\u54c1\u8cea\u304c\u4f4e\u3051\u308c\u3070<code>analyze<\/code>\u306b\u623b\u308b\u3002\u30c7\u30d0\u30c3\u30b0\u306e\u3068\u304d\u306b\u300c\u3044\u307e\u3069\u306e\u30ce\u30fc\u30c9\u306b\u3044\u308b\u306e\u304b\u300d\u304c\u5e38\u306b\u660e\u78ba\u306a\u306e\u304c\u52a9\u304b\u308b\u3002<\/p>\n<p>\u4e00\u3064\u6c17\u306b\u306a\u3063\u305f\u306e\u304c\u3001LangSmith\u3068\u306e\u9023\u643a\u3060\u3002LangChain\u306e\u6709\u6599\u30b5\u30fc\u30d3\u30b9\u3060\u3051\u3069\u3001\u30c7\u30d0\u30c3\u30b0\u306b\u306f\u672c\u5f53\u306b\u52a9\u304b\u3063\u305f\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\u304c\u30d6\u30e9\u30a6\u30b6\u4e0a\u306eUI\u3067\u8ffd\u3048\u308b\u306e\u3067\u3001\u30ed\u30fc\u30ab\u30eb\u306e\u30ed\u30b0\u3092\u5fc5\u6b7b\u306b\u8aad\u3080\u5fc5\u8981\u304c\u306a\u3044\u3002\u7121\u6599\u30d7\u30e9\u30f3\u3067\u3082\u67082,000\u30c8\u30ec\u30fc\u30b9\u307e\u3067\u4f7f\u3048\u308b\u306e\u3067\u500b\u4eba\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306a\u3089\u5341\u5206\u3060\u3068\u601d\u3046\u3002<\/p>\n<p>\u672c\u756a\u904b\u7528\u3067\u7279\u306b\u8a55\u4fa1\u304c\u9ad8\u304b\u3063\u305f\u306e\u304c\u3001<strong>\u30d2\u30e5\u30fc\u30de\u30f3\u30fb\u30a4\u30f3\u30fb\u30b6\u30fb\u30eb\u30fc\u30d7<\/strong>\u306e\u8a2d\u5b9a\u306e\u3057\u3084\u3059\u3055\u3060\u3002<code>interrupt_before<\/code>\u3084<code>interrupt_after<\/code>\u3092\u4f7f\u3048\u3070\u3001\u7279\u5b9a\u306e\u30ce\u30fc\u30c9\u306e\u524d\u5f8c\u3067\u30b0\u30e9\u30d5\u3092\u4e00\u6642\u505c\u6b62\u3057\u3066\u4eba\u9593\u306e\u30ec\u30d3\u30e5\u30fc\u3092\u631f\u3081\u308b\u3002\u300c\u5b8c\u5168\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3067\u306f\u306a\u304f\u4eba\u9593\u306e\u627f\u8a8d\u30d5\u30ed\u30fc\u304c\u5fc5\u8981\u306a\u696d\u52d9\u30a2\u30d7\u30ea\u3067\u306f\u3001\u3053\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u52b9\u304f\u3002<\/p>\n<h2>CrewAI: \u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4e00\u756a\u901f\u304f\u4f5c\u308c\u305f\u304c\u3001\u672c\u756a\u306f\u8981\u6ce8\u610f<\/h2>\n<p>CrewAI\u306f3\u3064\u306e\u4e2d\u3067\u4e00\u756a\u300c\u66f8\u3044\u3066\u3044\u3066\u697d\u3057\u3044\u300d\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3060\u3063\u305f\u3002\u5f79\u5272\uff08Role\uff09\u3092\u6301\u3063\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30c1\u30fc\u30e0\u3068\u3057\u3066\u7de8\u6210\u3057\u3001\u30bf\u30b9\u30af\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u5b9a\u7fa9\u3059\u308b\u3060\u3051\u3067\u52d5\u304f\u3002<\/p>\n<pre><code class=\"language-python\">from crewai import Agent, Task, Crew\n\nanalyst = Agent(\n    role=&quot;\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8&quot;,\n    goal=&quot;\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u91cd\u8981\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u62bd\u51fa\u3059\u308b&quot;,\n    backstory=&quot;5\u5e74\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u5206\u6790\u7d4c\u9a13\u3092\u6301\u3064\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8&quot;,\n    verbose=True,\n)\n\nwriter = Agent(\n    role=&quot;\u30d3\u30b8\u30cd\u30b9\u30e9\u30a4\u30bf\u30fc&quot;,\n    goal=&quot;\u5206\u6790\u7d50\u679c\u3092\u5206\u304b\u308a\u3084\u3059\u3044\u30ec\u30dd\u30fc\u30c8\u306b\u307e\u3068\u3081\u308b&quot;,\n    backstory=&quot;\u7d4c\u55b6\u9663\u5411\u3051\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u304c\u5f97\u610f\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30bf\u30fc&quot;,\n    verbose=True,\n)\n\nanalysis_task = Task(\n    description=&quot;Q4\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u524d\u56db\u534a\u671f\u6bd4\u30fb\u524d\u5e74\u6bd4\u30fb\u4e3b\u8981KPI\u306e\u5909\u5316\u3092\u7279\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044&quot;,\n    expected_output=&quot;\u7b87\u6761\u66f8\u304d\u30675\u301c7\u500b\u306e\u30a4\u30f3\u30b5\u30a4\u30c8&quot;,\n    agent=analyst,\n)\n\nreport_task = Task(\n    description=&quot;\u5206\u6790\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5143\u306b\u3001Slack\u6295\u7a3f\u7528\u306e200\u5b57\u4ee5\u5185\u306e\u30b5\u30de\u30ea\u30fc\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044&quot;,\n    expected_output=&quot;Slack\u6295\u7a3f\u7528\u30c6\u30ad\u30b9\u30c8&quot;,\n    agent=writer,\n    context=[analysis_task],  # \u524d\u306e\u30bf\u30b9\u30af\u306e\u51fa\u529b\u3092\u53c2\u7167\u2014\u2014\u3053\u308c\u3092\u5fd8\u308c\u308b\u3068\u8a70\u3080\n)\n\ncrew = Crew(agents=[analyst, writer], tasks=[analysis_task, report_task])\nresult = crew.kickoff()\n<\/code><\/pre>\n<p>\u30b3\u30fc\u30c9\u91cf\u304c\u5c11\u306a\u304f\u3001\u5f79\u5272\u304c\u81ea\u7136\u8a00\u8a9e\u3067\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3082\u898b\u305b\u3084\u3059\u3044\u3002\u30c1\u30fc\u30e0\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u898b\u305b\u305f\u3068\u304d\u300c\u3053\u308c\u306a\u3089\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u52d5\u304d\u304c\u30a4\u30e1\u30fc\u30b8\u3067\u304d\u308b\u300d\u3068\u8a00\u3063\u3066\u3044\u305f\u3002<\/p>\n<p>\u3067\u2014\u2014\u3053\u3053\u304c\u809d\u5fc3\u306a\u306e\u3060\u3051\u3069\u2014\u2014CrewAI\u306b\u306f<strong>\u5b9f\u884c\u30d5\u30ed\u30fc\u306e\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u6839\u672c\u7684\u306b\u5f31\u3044<\/strong>\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308b\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u300c\u305d\u306e\u30bf\u30b9\u30af\u3092\u5b8c\u4e86\u3057\u305f\u300d\u3068\u5224\u65ad\u3059\u308b\u306e\u304c\u5185\u90e8\u30ed\u30b8\u30c3\u30af\u306b\u4f9d\u5b58\u3057\u3066\u3044\u3066\u3001\u5916\u304b\u3089\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3057\u306b\u304f\u3044\u3002\u30bf\u30b9\u30af\u304c\u8907\u96d1\u306b\u306a\u308b\u3068\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4e88\u671f\u3057\u306a\u3044\u884c\u52d5\u3092\u3068\u308b\u3053\u3068\u304c\u3042\u308b\u3002\u672c\u756a\u3067\u300c\u306a\u305c\u3053\u306e\u51fa\u529b\u306b\u306a\u3063\u305f\u306e\u304b\u300d\u3092\u8ffd\u3046\u306e\u304c\u8f9b\u3044\u3002<\/p>\n<p>CrewAI 0.80\u4ee5\u964d\uff082025\u5e74\u672b\u30ea\u30ea\u30fc\u30b9\uff09\u3067Flows\u3068\u3044\u3046\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3066\u72b6\u614b\u7ba1\u7406\u304c\u591a\u5c11\u6539\u5584\u3055\u308c\u305f\u304c\u3001LangGraph\u306e\u660e\u793a\u6027\u306b\u306f\u8ffd\u3044\u3064\u3044\u3066\u3044\u306a\u3044\u5370\u8c61\u3060\u3002100%\u78ba\u4fe1\u304c\u3042\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u304c\u3001CrewAI Flows\u306f\u6839\u672c\u7684\u306a\u8a2d\u8a08\u601d\u60f3\u3092\u5909\u3048\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u5f8c\u4ed8\u3051\u3057\u305f\u611f\u304c\u5426\u3081\u306a\u3044\u3002<\/p>\n<h2>\u3084\u3089\u304b\u3057\u8a71\u3068\u3001\u5b9f\u969b\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u7d50\u679c<\/h2>\n<p>\u3084\u3089\u304b\u3057\u305f\u8a71\u3092\u3072\u3068\u3064\u3002CrewAI\u3067\u6700\u521d\u306b\u4f5c\u3063\u305f\u3068\u304d\u3001<code>context<\/code>\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6e21\u3057\u5fd8\u308c\u3066\u3044\u3066\u3001<code>writer<\/code>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c<code>analyst<\/code>\u306e\u51fa\u529b\u3092\u53c2\u7167\u3067\u304d\u305a\u306b\u52d5\u3044\u3066\u3044\u305f\u3002\u51fa\u529b\u306f\u305d\u308c\u3063\u307d\u304f\u898b\u3048\u305f\u306e\u306b\u3001\u5b9f\u306f\u524d\u306e\u30bf\u30b9\u30af\u306e\u7d50\u679c\u3092\u5168\u304f\u4f7f\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3002LangGraph\u306a\u3089\u72b6\u614b\u306e\u578b\u5b9a\u7fa9\u3067\u30b3\u30f3\u30d1\u30a4\u30eb\u6642\u306b\u6c17\u3065\u3051\u308b\u30b1\u30fc\u30b9\u3060\u3063\u305f\u3002\u305d\u308c\u306b\u6c17\u3065\u304f\u307e\u306730\u5206\u304f\u3089\u3044\u304b\u304b\u3063\u305f\u3002<\/p>\n<p>2\u9031\u9593\u306e\u5b9f\u88c5\u30c6\u30b9\u30c8\u3067\u898b\u3048\u305f\u6bd4\u8f03\u3092\u7387\u76f4\u306b\u66f8\u304f\u3002<\/p>\n<p><strong>\u30c7\u30d0\u30c3\u30b0\u3057\u3084\u3059\u3055<\/strong>: LangGraph &gt; AutoGen &gt; CrewAI\u3002LangGraph\u306f\u72b6\u614b\u304c\u5168\u90e8\u898b\u3048\u308b\u3057LangSmith\u304c\u3042\u308b\u3002AutoGen\u306f\u30ed\u30b0\u304c\u591a\u3044\u304c\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u3002CrewAI\u306f\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\u4e00\u756a\u8ffd\u3044\u306b\u304f\u304b\u3063\u305f\u3002<\/p>\n<p><strong>\u521d\u671f\u958b\u767a\u901f\u5ea6<\/strong>: CrewAI &gt; AutoGen &gt; LangGraph\u3002CrewAI\u3067\u6700\u521d\u306e\u52d5\u304f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u304c\u3067\u304d\u305f\u306e\u306f2\u6642\u9593\u8db3\u3089\u305a\u3002LangGraph\u306f\u72b6\u614b\u306e\u8a2d\u8a08\u3068\u30b0\u30e9\u30d5\u306e\u63a5\u7d9a\u3067\u4e38\u4e00\u65e5\u304b\u304b\u3063\u305f\u3002<\/p>\n<p><strong>\u672c\u756a\u3067\u306e\u4e88\u6e2c\u53ef\u80fd\u6027<\/strong>: 1\u9031\u9593\u7a3c\u50cd\u3055\u305b\u305f\u611f\u89e6\u3067\u306f\u3001LangGraph\u304c\u4e00\u756a\u5b89\u5b9a\u3057\u3066\u3044\u308b\u3002CrewAI\u306f\u7a00\u306b\u4e88\u671f\u3057\u306a\u3044\u51fa\u529b\u3092\u8fd4\u3057\u305f\u2014\u2014\u7279\u306b\u30c7\u30fc\u30bf\u304c\u7a7a\u306e\u5834\u5408\u306e\u51e6\u7406\u304c\u5f31\u304b\u3063\u305f\u3002AutoGen\u306f\u30a8\u30e9\u30fc\u56de\u5fa9\u304c\u610f\u5916\u3068\u81ea\u7136\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u9593\u3067\u554f\u984c\u3092\u300c\u76f8\u8ac7\u300d\u3057\u3066\u89e3\u6c7a\u3057\u3088\u3046\u3068\u3059\u308b\u6319\u52d5\u304c\u3042\u308b\uff08\u3053\u308c\u304c\u826f\u3044\u304b\u3069\u3046\u304b\u306f\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u6b21\u7b2c\u3060\u304c\uff09\u3002<\/p>\n<h2>\u7d50\u5c40\u3069\u308c\u3092\u9078\u3076\u304b<\/h2>\n<p>\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u660e\u78ba\u306b\u3059\u308b\u3002<\/p>\n<p><strong>\u672c\u756a\u904b\u7528\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u308b\u306a\u3089\u3001LangGraph\u3092\u4f7f\u3046<\/strong>\u3002\u521d\u671f\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u30b3\u30b9\u30c8\u306f\u9ad8\u3044\u304c\u3001\u72b6\u614b\u7ba1\u7406\u306e\u660e\u793a\u6027\u3068\u30c7\u30d0\u30c3\u30b0\u306e\u3057\u3084\u3059\u3055\u306f\u4ed6\u306e2\u3064\u306b\u306a\u3044\u5f37\u307f\u3060\u3002\u6761\u4ef6\u5206\u5c90\u304c\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u76e3\u67fb\u30ed\u30b0\u304c\u5fc5\u8981\u306a\u696d\u52d9\u30a2\u30d7\u30ea\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30fb\u30a4\u30f3\u30fb\u30b6\u30fb\u30eb\u30fc\u30d7\u304c\u5fc5\u8981\u306a\u30b7\u30b9\u30c6\u30e0\u2014\u2014\u3053\u3046\u3044\u3063\u305f\u5834\u9762\u3067\u306f\u8ff7\u308f\u305aLangGraph\u3002<\/p>\n<p><strong>\u7d20\u65e9\u304f\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u3063\u3066\u691c\u8a3c\u3057\u305f\u3044\u306a\u3089\u3001CrewAI\u304b\u3089\u59cb\u3081\u308b<\/strong>\u306e\u304c\u5408\u7406\u7684\u3060\u3002\u30b3\u30f3\u30bb\u30d7\u30c8\u691c\u8a3c\u3001\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u3078\u306e\u30c7\u30e2\u3001PoC\u2014\u2014CrewAI\u306a\u3089\u6570\u6642\u9593\u3067\u52d5\u304f\u3082\u306e\u304c\u3067\u304d\u308b\u3002\u672c\u756a\u79fb\u884c\u3092\u898b\u636e\u3048\u3066\u3044\u308b\u306a\u3089\u3001\u305d\u306e\u6642\u70b9\u3067LangGraph\u3078\u306e\u66f8\u304d\u76f4\u3057\u3092\u691c\u8a0e\u3059\u308c\u3070\u3044\u3044\u3002<\/p>\n<p><strong>AutoGen\u306f\u3001\u8907\u6570\u306eLLM\u304c\u5354\u8abf\u3057\u3066\u3088\u308a\u826f\u3044\u7b54\u3048\u3092\u5c0e\u304d\u51fa\u3059\u63a2\u7d22\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u5411\u3051<\/strong>\u3002\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u3092\u8907\u6570\u306e\u8996\u70b9\u3067\u8a55\u4fa1\u3055\u305b\u308b\u3001\u8907\u96d1\u306a\u30ea\u30b5\u30fc\u30c1\u30af\u30a8\u30b9\u30c1\u30e7\u30f3\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u8abf\u3057\u3066\u89e3\u304f\u2014\u2014\u3053\u3046\u3044\u3063\u305f\u5834\u9762\u306a\u3089\u3001AutoGen\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u304c\u4e00\u756a\u3057\u3063\u304f\u308a\u304f\u308b\u3002<\/p>\n<p>\u81ea\u5206\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306fLangGraph\u3067\u672c\u756a\u306b\u4e0a\u3052\u305f\u3002\u4eca\u306f\u6bce\u9031\u6708\u66dc\u671d8\u6642\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u81ea\u52d5\u3067\u30ec\u30dd\u30fc\u30c8\u3092\u751f\u6210\u3057\u3066Slack\u306b\u6295\u7a3f\u3057\u3066\u3044\u308b\u3002\u6700\u521d\u306e1\u9031\u9593\u306f\u72b6\u614b\u306e\u578b\u5b9a\u7fa9\u3067\u30cf\u30de\u308a\u307e\u304f\u3063\u305f\u304c\u3001\u4eca\u306f\u5b89\u5b9a\u3057\u3066\u52d5\u3044\u3066\u3044\u308b\u3002\u30c1\u30fc\u30e0\u306e\u6708\u66dc\u671d\u306e\u4f5c\u696d\u304c1\u301c2\u6642\u9593\u524a\u6e1b\u3055\u308c\u305f\u306e\u3067\u3001\u7d50\u679c\u7684\u306b\u306f\u6b63\u89e3\u3060\u3063\u305f\u3068\u601d\u3063\u3066\u3044\u308b\u3002<\/p>\n<p>\u3053\u306e3\u3064\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u4eca\u5f8c\u3082\u52d5\u304d\u7d9a\u3051\u308b\u3002AutoGen\u306fv0.5\u306e\u958b\u767a\u304c\u9032\u3093\u3067\u3044\u308b\u3057\u3001LangGraph\u3082LangChain\u672c\u4f53\u3068\u306e\u7d71\u5408\u304c\u6df1\u307e\u3063\u3066\u3044\u308b\u3002\u534a\u5e74\u5f8c\u306b\u306f\u307e\u305f\u72b6\u6cc1\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002\u305f\u3060\u3001\u8a2d\u8a08\u601d\u60f3\u306e\u8ef8\u2014\u2014\u300c\u81ea\u5f8b\u7684\u306a\u4f1a\u8a71\u300d\u300c\u660e\u793a\u7684\u306a\u30b0\u30e9\u30d5\u300d\u300c\u5f79\u5272\u30d9\u30fc\u30b9\u306e\u30c1\u30fc\u30e0\u300d\u2014\u2014\u306f\u5f53\u9762\u5909\u308f\u3089\u306a\u3044\u306f\u305a\u306a\u306e\u3067\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u3076\u57fa\u6e96\u3068\u3057\u3066\u4f7f\u3048\u308b\u3068\u601d\u3046\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5148\u6708\u3001\u793e\u5185\u306e\u30c7\u30fc\u30bf\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308b\u30bf\u30b9\u30af\u3092\u5f15\u304d\u53d7\u3051\u305f\u3002\u6bce\u9031\u6708\u66dc\u65e5\u306b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u96c6\u7d04\u3057\u3066\u3001Slack\u306bKPI\u30b5\u30de\u30ea\u30fc\u3092\u6295\u7a3f\u3059\u308b\u3084\u3064\u3060\u3002\u624b\u52d5\u3067\u3084\u308b\u3068\u6bce\u90311\u301c2\u6642\u9593\u304b\u304b\u3063\u3066\u3044\u3066\u3001\u30c1\u30fc\u30e0\u5168\u54e1\u304c\u5acc\u304c\u3063\u3066\u3044\u305f\u3002 \u3053\u306e\u624b\u306e\u4ed5\u4e8b\u306fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3046\u3063\u3066\u3064\u3051\u306b\u898b\u3048\u308b\u3002\u3067\u3082\u5b9f\u88c5\u306b\u5165\u308b\u524d\u306b\u300c\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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