{"id":600,"date":"2025-01-11T15:33:15","date_gmt":"2025-01-11T15:33:15","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&#038;p=600"},"modified":"2025-01-11T15:40:57","modified_gmt":"2025-01-11T15:40:57","password":"","slug":"orchestrate-a-multi-agent-system-%f0%9f%a4%96%f0%9f%a4%9d%f0%9f%a4%96","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/ja\/docs\/orchestrate-a-multi-agent-system-\ud83e\udd16\ud83e\udd1d\ud83e\udd16\/","title":{"rendered":"\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3 \ud83e\udd16 \ud83e\udd1d \ud83e\udd16 \ud83e\udd16"},"content":{"rendered":"<p>\u3053\u306e\u30ce\u30fc\u30c8\u3067\u306f&nbsp;<strong>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30a6\u30a7\u30d6\u30fb\u30d6\u30e9\u30a6\u30b6\uff1a\u30a6\u30a7\u30d6\u3092\u4f7f\u3063\u3066\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5354\u529b\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\uff01<\/strong><\/p>\n\n\n\n<p>\u3092\u4f7f\u3063\u305f\u5358\u7d14\u306a\u968e\u5c64\u69cb\u9020\u306b\u306a\u308a\u307e\u3059\u3002&nbsp;<code>\u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>&nbsp;\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u7ba1\u7406\u3055\u308c\u305f\u30a6\u30a7\u30d6\u691c\u7d22\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u30e9\u30c3\u30d7\u3057\u307e\u3059\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">              +----------------+\n              | \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\n              +----------------+\n                       |\n        _______________|______________\n       | |\n  \u30b3\u30fc\u30c9\u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\n       \u30c4\u30fc\u30eb | \u30de\u30cd\u30fc\u30b8\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8 |\n                     | +------------------+ |\n                     | \u30a6\u30a7\u30d6\u691c\u7d22\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\n                     | +------------------+ |\n                     | | | |\n                     | \u30a6\u30a7\u30d6\u691c\u7d22\u30c4\u30fc\u30eb\n                     | \u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u8a2a\u554f\u30c4\u30fc\u30eb\n                     +--------------------------------+<\/pre>\n\n\n\n<p>\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u3088\u3046\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u884c\u3092\u5b9f\u884c\u3057\u3066\u3001\u5fc5\u8981\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">pip install markdownify duckduckgo-search smolagents --upgrade -q<\/pre>\n\n\n\n<p>HF Inference API\u3092\u547c\u3073\u51fa\u3059\u305f\u3081\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3088\u3046\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from huggingface_hub import \u30ed\u30b0\u30a4\u30f3\n\n\u30ed\u30b0\u30a4\u30f3()<\/pre>\n\n\n\n<p>\u26a1\ufe0f \u79c1\u305f\u3061\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u4ee5\u4e0b\u306b\u3088\u3063\u3066\u904b\u55b6\u3055\u308c\u308b\u3002\u00a0<a href=\"https:\/\/huggingface.co\/Qwen\/Qwen2.5-Coder-32B-Instruct\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Qwen\/Qwen2.5-\u30b3\u30fc\u30c0\u30fc-32B-\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc<\/a>\u00a0\u4f7f\u7528\u3057\u3066\u00a0<code>HfApiModel<\/code>\u00a0HF\u306e\u63a8\u8ad6API\u3092\u4f7f\u7528\u3059\u308b\u30af\u30e9\u30b9\u3067\u3059\u3002\u63a8\u8ad6API\u3092\u4f7f\u3048\u3070\u3001\u3069\u3093\u306aOS\u30e2\u30c7\u30eb\u3067\u3082\u7d20\u65e9\u304f\u7c21\u5358\u306b\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><em>\u6ce8\uff1a<\/em>\u00a0Inference API\u306f\u3001\u69d8\u3005\u306a\u57fa\u6e96\u306b\u57fa\u3065\u3044\u305f\u30e2\u30c7\u30eb\u3092\u30db\u30b9\u30c8\u3057\u3066\u304a\u308a\u3001\u914d\u5099\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u4e88\u544a\u306a\u304f\u66f4\u65b0\u307e\u305f\u306f\u7f6e\u304d\u63db\u3048\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u3053\u3061\u3089\u00a0<a href=\"https:\/\/huggingface.co\/docs\/api-inference\/supported-models\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u3053\u308c<\/a>.<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">model_id = \"Qwen\/Qwen2.5-Coder-32B-Instruct\"<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/examples\/multiagents#-create-a-web-search-tool\" target=\"_blank\" rel=\"noopener\"><\/a>\ud83d\udd0d \u30a6\u30a7\u30d6\u691c\u7d22\u30c4\u30fc\u30eb\u3092\u4f5c\u308b<\/h2>\n\n\n\n<p>\u30a6\u30a7\u30d6\u30fb\u30d6\u30e9\u30a6\u30b8\u30f3\u30b0\u3067\u306f\u3001\u3059\u3067\u306b\u65e2\u5b58\u306e\u00a0<a href=\"https:\/\/github.com\/huggingface\/smolagents\/blob\/main\/src\/smolagents\/default_tools\/search.py\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"><code>DuckDuckGoSearch\u30c4\u30fc\u30eb<\/code><\/a>\u00a0\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066Google\u691c\u7d22\u3068\u540c\u7b49\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u305d\u306e\u5834\u5408\u3001\u6b21\u306e\u3088\u3046\u306a\u30da\u30fc\u30b8\u3082\u5fc5\u8981\u3068\u306a\u308b\u3002&nbsp;<code>DuckDuckGoSearch\u30c4\u30fc\u30eb<\/code>.\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u5185\u8535\u306e&nbsp;<code>\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u8a2a\u554f\u30c4\u30fc\u30eb<\/code>\u3057\u304b\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u4ed5\u4e0a\u304c\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u3082\u3046\u4e00\u5ea6\u4f5c\u308b\u3064\u3082\u308a\u3060\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3067\u306f&nbsp;<code>\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u8a2a\u554f\u30c4\u30fc\u30eb<\/code>&nbsp;\u3092\u4f7f\u7528\u3057\u3066\u30bc\u30ed\u304b\u3089\u30c4\u30fc\u30eb\u3092\u4f5c\u6210\u3059\u308b\u3002&nbsp;<code>\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u5316<\/code>.<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u30a4\u30f3\u30dd\u30fc\u30c8\n\u30a4\u30f3\u30dd\u30fc\u30c8 \u30ea\u30af\u30a8\u30b9\u30c8\nfrom markdownify import markdownify\nfrom requests.exceptions import RequestException\nfrom smolagents import tool\n\n\n\u30c4\u30fc\u30eb\ndef visit_webpage(url: str) -&gt; str\uff1a\n    \"\"\"\u4e0e\u3048\u3089\u308c\u305fURL\u3067\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u3092\u8a2a\u554f\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u6587\u5b57\u5217\u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\n\n    \u5f15\u6570\n        url\uff1a\u8a2a\u554f\u3059\u308b\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306eURL\u3002\n\n    \u623b\u308a\u5024\uff1a\n        Markdown\u306b\u5909\u63db\u3055\u308c\u305f\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u307e\u305f\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5931\u6557\u3057\u305f\u5834\u5408\u306f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3002\n    \"\"\"\n    \u3092\u8a66\u307f\u307e\u3059\uff1a\n        <em># URL\u306bGET\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u308b<\/em>\n        response = requests.get(url)\n        response.raise_for_status()  <em># \u30b9\u30c6\u30fc\u30bf\u30b9\u30b3\u30fc\u30c9\u304c\u4e0d\u6b63\u306a\u5834\u5408\u306b\u4f8b\u5916\u3092\u767a\u751f\u3055\u305b\u308b<\/em>\n\n        <em># HTML\u30b3\u30f3\u30c6\u30f3\u30c4\u3092Markdown\u306b\u5909\u63db\u3059\u308b<\/em>\n        markdown_content = markdownify(response.text).strip()\n\n        <em># \u8907\u6570\u306e\u6539\u884c\u3092\u524a\u9664\u3059\u308b<\/em>\n        markdown_content = re.sub(r\"\u02f6n{3,}\", \"\u02f6n\", markdown_content)\n\n        return markdown_content\n\n    except RequestException as e\uff1a\n        return f \"\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u53d6\u5f97\u30a8\u30e9\u30fc\uff1astr(e)}\"\"\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306e\u53d6\u5f97\u30a8\u30e9\u30fc: {str(e)}\"\n    except Exception as e\uff1a\n        return f \"\u4e88\u671f\u3057\u306a\u3044\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\uff1a{str(e)}\"\"\u4e88\u671f\u305b\u306c\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002<\/pre>\n\n\n\n<p>\u3067\u306f\u3001\u30c4\u30fc\u30eb\u3092\u521d\u671f\u5316\u3057\u3066\u30c6\u30b9\u30c8\u3057\u3066\u307f\u3088\u3046\uff01<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(visit_webpage(\"https:\/\/en.wikipedia.org\/wiki\/Hugging_Face\")[:500])<\/pre>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/examples\/multiagents#build-our-multi-agent-system-\" target=\"_blank\" rel=\"noopener\"><\/a>\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9 \ud83e\udd16 \ud83e\udd16 \ud83e\udd16 \u21aaSo_1F91D<\/h2>\n\n\n\n<p>\u3059\u3079\u3066\u306e\u30c4\u30fc\u30eb\u304c\u63c3\u3063\u305f\u4eca&nbsp;<code>\u63a2\u7d22<\/code>&nbsp;\u305d\u3057\u3066&nbsp;<code>\u8a2a\u554f_\u30a6\u30a7\u30d6\u30da\u30fc\u30b8<\/code>\u30a6\u30a7\u30d6\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u306f\u3069\u306e\u30b3\u30f3\u30d5\u30a3\u30ae\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u3079\u3070\u3044\u3044\u306e\u304b\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a6\u30a7\u30d6\u30d6\u30e9\u30a6\u30b8\u30f3\u30b0\u306f\u3001\u4e26\u5217\u30c4\u30fc\u30eb\u30b3\u30fc\u30eb\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u30b7\u30f3\u30b0\u30eb\u30fb\u30bf\u30a4\u30e0\u30e9\u30a4\u30f3\u30fb\u30bf\u30b9\u30af\u3067\u3042\u308b\u305f\u3081\u3001JSON\u30c4\u30fc\u30eb\u30b3\u30fc\u30eb\u306f\u305d\u308c\u306b\u9069\u3057\u3066\u3044\u308b\u3002\u305d\u306e\u305f\u3081\u00a0<code>JsonAgent<\/code>.<\/li>\n\n\n\n<li>\u307e\u305f\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3067\u306f\u3001\u6b63\u3057\u3044\u7b54\u3048\u3092\u898b\u3064\u3051\u308b\u307e\u3067\u306b\u4f55\u30da\u30fc\u30b8\u3082\u63a2\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u691c\u7d22\u3059\u308b\u30da\u30fc\u30b8\u6570\u3092\u5897\u3084\u3057\u305f\u3044\u3002\u00a0<code>\u6700\u5927\u30b9\u30c6\u30c3\u30d7\u6570<\/code>\u00a0\u304b\u308910\u307e\u3067\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import (\n    CodeAgent\u3001\n    ToolCallingAgent\u3001\n    HfApiModel\u3001\n    ManagedAgent\u3001\n    DuckDuckGoSearchTool\u3001\n    LiteLLMModel\u3001\n)\n\nmodel = HfApiModel(model_id)\n\nweb_agent = ToolCallingAgent(\n    tools=[DuckDuckGoSearchTool(), visit_webpage]\u3001\n    model=model\u3001\n    max_steps=10\u3001\n)<\/pre>\n\n\n\n<p>\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092&nbsp;<code>\u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>&nbsp;\u3053\u308c\u306f\u3001\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u547c\u3073\u51fa\u3057\u53ef\u80fd\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">managed_web_agent = ManagedAgent(\n    \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8=web_agent\u3001\n    name=\"search\"\u3001\n    description=\"\u30a6\u30a7\u30d6\u691c\u7d22\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u5f15\u6570\u3068\u3057\u3066\u30af\u30a8\u30ea\u3092\u6e21\u3057\u3066\u304f\u3060\u3055\u3044\u3001\n)<\/pre>\n\n\n\n<p>\u6700\u5f8c\u306b\u3001\u30de\u30cd\u30fc\u30b8\u30e3\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u521d\u671f\u5316\u6642\u306b\u7ba1\u7406\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e&nbsp;<code>\u30de\u30cd\u30fc\u30b8\u30c9\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>&nbsp;\u3068\u3044\u3046\u8b70\u8ad6\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u8a08\u753b\u3084\u601d\u8003\u3092\u62c5\u5f53\u3059\u308b\u305f\u3081\u3001\u9ad8\u5ea6\u306a\u63a8\u8ad6\u304c\u6709\u76ca\u3067\u3042\u308b\u3002&nbsp;<code>\u30b3\u30fc\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>&nbsp;\u304c\u6700\u826f\u306e\u9078\u629e\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u5f53\u5e74\u3092\u542b\u3080\u8cea\u554f\u3092\u3057\u3001\u8ffd\u52a0\u306e\u30c7\u30fc\u30bf\u8a08\u7b97\u3092\u3057\u305f\u3044\u3002&nbsp;<code>additional_authorized_imports=[\"time\", \"numpy\", \"pandas\"]\u3002<\/code>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3053\u308c\u3089\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u306b\u5099\u3048\u3066\u3002<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">manager_agent = CodeAgent(\n    tools=[]\u3001\n    model=model\u3001\n    managed_agents=[managed_web_agent]\u3001\n    additional_authorized_imports=[\"time\", \"numpy\", \"pandas\"]\u3001\n)<\/pre>\n\n\n\n<p>\u4ee5\u4e0a\u3060\uff01\u3067\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u52d5\u304b\u3057\u3066\u307f\u3088\u3046\uff01\u8a08\u7b97\u3068\u8abf\u67fb\u304c\u5fc5\u8981\u306a\u554f\u984c\u3092\u9078\u3073\u307e\u3059\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">answer=manager_agent.run(\"LLM\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c2030\u5e74\u307e\u3067\u73fe\u5728\u306e\u30ea\u30ba\u30e0\u3067\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3057\u7d9a\u3051\u308b\u3068\u3057\u305f\u3089\u30012030\u5e74\u307e\u3067\u306b\u6700\u5927\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u96fb\u529b\u306fGW\u3067\u4f55GW\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u304b\uff1f\u305d\u308c\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u56fd\u3068\u6bd4\u3079\u3066\u3069\u306e\u7a0b\u5ea6\u306b\u76f8\u5f53\u3057\u307e\u3059\u304b\uff1f\u4f7f\u7528\u3057\u305f\u6570\u5024\u306e\u51fa\u5178\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002\")<\/pre>\n\n\n\n<p>\u305d\u306e\u7b54\u3048\u304c\u3053\u306e\u30ec\u30dd\u30fc\u30c8\u3060\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u73fe\u5728\u306e\u6210\u9577\u4e88\u6e2c\u3068\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u91cf\u306e\u898b\u7a4d\u3082\u308a\u306b\u57fa\u3065\u304f\u3068\u3001LLM\u7814\u4fee\u304c\u73fe\u5728\u306e\u30ea\u30ba\u30e0\u30672030\u5e74\u307e\u3067\u62e1\u5927\u3057\u7d9a\u3051\u305f\u5834\u5408\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308b\u3002\n2030\u5e74\u307e\u3067\u73fe\u5728\u306e\u30ea\u30ba\u30e0\u3067\u62e1\u5927\u3057\u305f\u5834\u5408\n\n1.2030\u5e74\u307e\u3067\u306b\u6700\u5927\u306e\u7814\u4fee\u3092\u5b9f\u65bd\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u96fb\u529b\u306f\u7d04303.74GW\u3068\u306a\u308a\u3001\u3053\u308c\u306f\u5e74\u9593\u7d042,660,762GWh\u306b\u76f8\u5f53\u3059\u308b\u3002\n\u3053\u308c\u306f\u3001\u5e74\u9593\u7d042,660,762GWh\u306b\u76f8\u5f53\u3059\u308b\u3002\n\n2.\u3053\u308c\u3092\u5404\u56fd\u306e\u96fb\u529b\u6d88\u8cbb\u91cf\u3068\u6bd4\u8f03\u3059\u308b\u3068\n   - \u4e2d\u56fd\u306e\u7dcf\u96fb\u529b\u6d88\u8cbb\u91cf\u306e\u7d0434%\u306b\u76f8\u5f53\u3059\u308b\u3002\n   - \u30a4\u30f3\u30c9\uff08184%\uff09\u3001\u30ed\u30b7\u30a2\uff08267%\uff09\u3001\u65e5\u672c\uff08291%\uff09\u306e\u7dcf\u96fb\u529b\u6d88\u8cbb\u91cf\u3092\u4e0a\u56de\u308b\u3002\n   - \u30a4\u30bf\u30ea\u30a2\u3084\u30e1\u30ad\u30b7\u30b3\u306e\u3088\u3046\u306a\u56fd\u306e\u96fb\u529b\u6d88\u8cbb\u91cf\u306e9\u500d\u8fd1\u304f\u306b\u306a\u308b\u3002\n\n3.\u6570\u5b57\u306e\u51fa\u6240\uff1a\n   - \u5c06\u6765\u306eLLM\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e5GW\u3068\u3044\u3046\u6700\u521d\u306e\u898b\u7a4d\u3082\u308a\u306f\u3001AWS\u306e\u30de\u30c3\u30c8\u30fb\u30ac\u30fc\u30de\u30f3CEO\u306b\u3088\u308b\u3082\u306e\u3067\u3042\u308b\u3002\n   - \u6210\u9577\u4e88\u6e2c\u306b\u306f\u3001\u30b9\u30d7\u30ea\u30f3\u30b0\u30b9\u793e\u306e\u5e02\u5834\u8abf\u67fb\u306b\u3088\u308b\u5e74\u5e73\u5747\u6210\u9577\u738779.80%\u3092\u4f7f\u7528\u3002\n   - \u5404\u56fd\u306e\u96fb\u529b\u6d88\u8cbb\u30c7\u30fc\u30bf\u306f\u3001\u7c73\u56fd\u30a8\u30cd\u30eb\u30ae\u30fc\u60c5\u5831\u5c40\uff08U.S. Energy Information Administration\uff09\u306b\u3088\u308b\u3082\u306e\u3067\u3001\u4e3b\u306b2021\u5e74\u306e\u3082\u306e\u3067\u3042\u308b\u3002\n2021.<\/pre>\n\n\n\n<p>\u3068\u306a\u308b\u3068\u3001\u305d\u308c\u306a\u308a\u306e\u30d1\u30ef\u30fc\u30d7\u30e9\u30f3\u30c8\u304c\u5fc5\u8981\u306b\u306a\u308a\u305d\u3046\u3060\u3002\u00a0<a href=\"https:\/\/gwern.net\/scaling-hypothesis\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u4eee\u8aac<\/a>\u00a0\u306f\u3053\u308c\u304b\u3089\u3082\u5909\u308f\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u6211\u3005\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u30bf\u30b9\u30af\u306e\u89e3\u6c7a\u306b\u5411\u3051\u3066\u52b9\u7387\u7684\u306b\u5354\u529b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305f\uff01\u2705<\/p>\n\n\n\n<p>\ud83d\udca1 \u3053\u306e\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u3001\u3088\u308a\u591a\u304f\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u7c21\u5358\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a1\u3064\u306f\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u30011\u3064\u306f\u30a6\u30a7\u30d6\u691c\u7d22\u30011\u3064\u306f\u30d5\u30a1\u30a4\u30eb\u306e\u30ed\u30fc\u30c9\u3092\u51e6\u7406...\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>In this notebook we will make a&nbsp;multi-agent web browser: an agentic system with several agents collaborating to solve problems using the web! It will be a simple hierarchy, using a&nbsp;ManagedAgent&nbsp;object to wrap the managed web search agent: Copied +&#8212;&#8212;&#8212;&#8212;&#8212;-+ | Manager agent | +&#8212;&#8212;&#8212;&#8212;&#8212;-+ | _______________|______________ | | Code interpreter +&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;+ tool | Managed agent&#8230;<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"doc_category":[9],"doc_tag":[],"class_list":["post-600","docs","type-docs","status-publish","hentry","doc_category-conceptual-guides"],"year_month":"2026-04","word_count":932,"total_views":"5340","reactions":{"happy":"1","normal":"0","sad":"1"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/ja\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Conceptual guides","term_url":"https:\/\/smolagents.org\/ja\/docs-category\/conceptual-guides\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/600","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/comments?post=600"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/600\/revisions"}],"predecessor-version":[{"id":601,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/600\/revisions\/601"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/media?parent=600"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/doc_category?post=600"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/doc_tag?post=600"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}