{"id":589,"date":"2025-01-11T15:17:25","date_gmt":"2025-01-11T15:17:25","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&#038;p=589"},"modified":"2025-01-11T15:41:32","modified_gmt":"2025-01-11T15:41:32","password":"","slug":"building-good-smolagents","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/ja\/docs\/building-good-smolagents\/","title":{"rendered":"\u826f\u3044\u30b9\u30e2\u30e9\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u308b"},"content":{"rendered":"<p>\u6a5f\u80fd\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u308b\u306e\u3068\u3001\u305d\u3046\u3067\u306a\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f5c\u308b\u306e\u3068\u3067\u306f\u3001\u5929\u3068\u5730\u307b\u3069\u306e\u5dee\u304c\u3042\u308b\u3002\u3069\u3046\u3059\u308c\u3070\u3001\u5f8c\u8005\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5165\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f\u3053\u306e\u30ac\u30a4\u30c9\u3067\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u304c\u521d\u3081\u3066\u306e\u65b9\u306f\u3001\u307e\u305a\u3001\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3092\u304a\u8aad\u307f\u304f\u3060\u3055\u3044\u3002\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\u30a4\u30f3\u30c8\u30ed<\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noreferrer noopener nofollow\"> <\/a><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078<\/a>\u00a0\u305d\u3057\u3066\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">smolagent\u30ac\u30a4\u30c9\u30c4\u30a2\u30fc<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#the-best-agentic-systems-are-the-simplest-simplify-the-workflow-as-much-as-you-can\" target=\"_blank\" rel=\"noopener\"><\/a>\u6700\u9ad8\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u3082\u30b7\u30f3\u30d7\u30eb\u3067\u3042\u308b\u3002<\/h3>\n\n\n\n<p>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u4e2d\u3067LLM\u306b\u4f55\u3089\u304b\u306e\u6a29\u9650\u3092\u4e0e\u3048\u308b\u3053\u3068\u306f\u3001\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af\u3092\u3082\u305f\u3089\u3059\u3002<\/p>\n\n\n\n<p>\u3088\u304f\u30d7\u30ed\u30b0\u30e9\u30e0\u3055\u308c\u305f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u30a8\u30e9\u30fc\u30ed\u30b0\u3068\u30ea\u30c8\u30e9\u30a4\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u3042\u308b\u3002\u3057\u304b\u3057\u3001LLM\u306e\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af\u3092\u6700\u5927\u9650\u306b\u6e1b\u3089\u3059\u305f\u3081\u306b\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5358\u7d14\u5316\u3059\u3079\u304d\u3067\u3059\uff01<\/p>\n\n\n\n<p>intro_agents]\u306e\u4f8b\u3092\u3082\u3046\u4e00\u5ea6\u898b\u3066\u307f\u3088\u3046\u3002\u30b5\u30fc\u30d5\u30c8\u30ea\u30c3\u30d7\u4f1a\u793e\u306e\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u308b\u30dc\u30c3\u30c8\u3060\u3002\u65b0\u3057\u3044\u30b5\u30fc\u30d5\u30b9\u30dd\u30c3\u30c8\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u308b\u305f\u3073\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b \"\u79fb\u52d5\u8ddd\u96e2API \"\u3068 \"\u5929\u6c17API \"\u306e2\u3064\u306e\u7570\u306a\u308b\u547c\u3073\u51fa\u3057\u3092\u3055\u305b\u308b\u4ee3\u308f\u308a\u306b\u30011\u3064\u306e\u7d71\u4e00\u3055\u308c\u305f\u30c4\u30fc\u30eb \"return_spot_information \"\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30b9\u30c8\u3001\u5f85\u3061\u6642\u9593\u3001\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\uff01<\/p>\n\n\n\n<p>\u4e3b\u306a\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306f\u3053\u3046\u3060\uff1aLLM\u30b3\u30fc\u30eb\u306e\u56de\u6570\u3092\u3067\u304d\u308b\u3060\u3051\u6e1b\u3089\u3059\u3053\u3068\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3044\u304f\u3064\u304b\u306e\u6559\u8a13\u306b\u3064\u306a\u304c\u308b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ef\u80fd\u306a\u9650\u308a\u30012\u3064\u306eAPI\u306e\u4f8b\u306e\u3088\u3046\u306b\u30012\u3064\u306e\u30c4\u30fc\u30eb\u30921\u3064\u306b\u307e\u3068\u3081\u308b\u3002<\/li>\n\n\n\n<li>\u53ef\u80fd\u306a\u9650\u308a\u3001\u30ed\u30b8\u30c3\u30af\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7684\u306a\u6c7a\u5b9a\u3067\u306f\u306a\u304f\u3001\u6c7a\u5b9a\u8ad6\u7684\u306a\u95a2\u6570\u306b\u57fa\u3065\u304f\u3079\u304d\u3067\u3042\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#improve-the-information-flow-to-the-llm-engine\" target=\"_blank\" rel=\"noopener\"><\/a>LLM\u30a8\u30f3\u30b8\u30f3\u3078\u306e\u60c5\u5831\u30d5\u30ed\u30fc\u306e\u6539\u5584<\/h3>\n\n\n\n<p>\u3042\u306a\u305f\u306eLLM\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u30c9\u30a2\u306e\u4e0b\u3067\u4ea4\u308f\u3055\u308c\u308b\u30e1\u30e2\u3060\u3051\u304c\u5916\u754c\u3068\u306e\u552f\u4e00\u306e\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308b\u90e8\u5c4b\u306b\u9589\u3058\u8fbc\u3081\u3089\u308c\u305f\u3001\uff5e\u77e5\u7684\u306a\uff5e\u30ed\u30dc\u30c3\u30c8\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u660e\u793a\u7684\u306b\u305d\u3046\u66f8\u304b\u306a\u3044\u3068\u3001\u4f55\u304c\u8d77\u3053\u3063\u305f\u304b\u308f\u304b\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p>\u3067\u3059\u304b\u3089\u3001\u307e\u305a\u30bf\u30b9\u30af\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\uff01\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306fLLM\u306b\u3088\u3063\u3066\u52d5\u304b\u3055\u308c\u308b\u305f\u3081\u3001\u30bf\u30b9\u30af\u306e\u5b9a\u5f0f\u5316\u306e\u3061\u3087\u3063\u3068\u3057\u305f\u9055\u3044\u3067\u7d50\u679c\u304c\u5168\u304f\u9055\u3063\u3066\u304f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u305d\u3057\u3066\u3001\u30c4\u30fc\u30eb\u4f7f\u7528\u306b\u304a\u3051\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u60c5\u5831\u306e\u6d41\u308c\u3092\u6539\u5584\u3059\u308b\u3002<\/p>\n\n\n\n<p>\u7279\u306b\u5b88\u308b\u3079\u304d\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5404\u30c4\u30fc\u30eb\u306f\uff08\u5358\u306b\u00a0<code>\u30d7\u30ea\u30f3\u30c8<\/code>\u00a0\u30c4\u30fc\u30eb\u306e\u00a0<code>\u524d\u65b9<\/code>\u00a0\u30e1\u30bd\u30c3\u30c9\uff09LLM\u30a8\u30f3\u30b8\u30f3\u306b\u5f79\u7acb\u3061\u305d\u3046\u306a\u3082\u306e\u3059\u3079\u3066\u3060\u3002\n<ul class=\"wp-block-list\">\n<li>\u7279\u306b\u3001\u30c4\u30fc\u30eb\u306e\u5b9f\u884c\u30a8\u30e9\u30fc\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u30ed\u30b0\u306f\u5927\u3044\u306b\u5f79\u7acb\u3064\u3060\u308d\u3046\uff01<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4f8b\u3048\u3070\u3001\u5834\u6240\u3068\u65e5\u6642\u306b\u57fa\u3065\u3044\u3066\u6c17\u8c61\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u30c4\u30fc\u30eb\u304c\u3042\u308b\uff1a<\/p>\n\n\n\n<p>\u307e\u305a\u3001\u3053\u308c\u304c\u304a\u7c97\u672b\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3060\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u30a4\u30f3\u30dd\u30fc\u30c8 datetime\nfrom smolagents import tool\n\ndef get_weather_report_at_coordinates(coordinates, date_time)\uff1a\n    <em># \u30c0\u30df\u30fc\u95a2\u6570\u3067\u3001[\u6c17\u6e29\uff08\u2103\uff09\u3001\u96e8\u306e\u5371\u967a\u5ea6\uff080\uff5e1\uff09\u3001\u6ce2\u306e\u9ad8\u3055\uff08m\uff09]\u306e\u30ea\u30b9\u30c8\u3092\u8fd4\u3059\u3002<\/em>\n    28.0, 0.35, 0.85\uff3d\u3092\u8fd4\u3059\u3002\n\ndef get_coordinates_from_location(location)\uff1a\n    <em># \u30c0\u30df\u30fc\u5ea7\u6a19\u3092\u8fd4\u3059<\/em>\n    3.3, -42.0\uff3d\u3092\u8fd4\u3059\u3002\n\n\u30c4\u30fc\u30eb\ndef get_weather_api(location: str, date_time: str) -&gt; str\uff1a\n    \"\"\"\n    \u5929\u6c17\u4e88\u5831\u3092\u8fd4\u3057\u307e\u3059\u3002\n\n    \u5f15\u6570\n        location: \u5929\u6c17\u3092\u77e5\u308a\u305f\u3044\u5834\u6240\u306e\u540d\u524d\u3002\n        date_time: \u30ec\u30dd\u30fc\u30c8\u306e\u65e5\u4ed8\u3068\u6642\u523b\u3002\n    \"\"\"\n    lon, lat = convert_location_to_coordinates(location)\n    date_time = datetime.strptime(date_time)\n    return str(get_weather_report_at_coordinates((lon, lat), date_time))<\/pre>\n\n\n\n<p>\u306a\u305c\u60aa\u3044\u306e\u304b\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u306b\u4f7f\u7528\u3059\u3079\u304d\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u7cbe\u5ea6\u306f\u306a\u3044\u3002\u00a0<code>\u65e5\u6642<\/code><\/li>\n\n\n\n<li>\u3069\u306e\u3088\u3046\u306b\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3059\u3079\u304d\u304b\u306b\u3064\u3044\u3066\u306e\u8a73\u7d30\u306f\u306a\u3044\u3002<\/li>\n\n\n\n<li>location\u304c\u9069\u5207\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306a\u3044\u3068\u304b\u3001date_time\u304c\u9069\u5207\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u306a\u3044\u3068\u304b\u3001\u305d\u3046\u3044\u3046\u660e\u793a\u7684\u306a\u5931\u6557\u30b1\u30fc\u30b9\u306b\u95a2\u9023\u3059\u308b\u30ed\u30ae\u30f3\u30b0\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u306a\u3044\u3002<\/li>\n\n\n\n<li>\u51fa\u529b\u5f62\u5f0f\u304c\u308f\u304b\u308a\u306b\u304f\u3044<\/li>\n<\/ul>\n\n\n\n<p>\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u306b\u5931\u6557\u3057\u305f\u5834\u5408\u3001\u30e1\u30e2\u30ea\u306b\u8a18\u9332\u3055\u308c\u305f\u30a8\u30e9\u30fc\u30c8\u30ec\u30fc\u30b9\u306f\u3001LLM\u304c\u30c4\u30fc\u30eb\u3092\u30ea\u30d0\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3057\u3066\u30a8\u30e9\u30fc\u3092\u4fee\u6b63\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002\u3057\u304b\u3057\u3001\u306a\u305cLLM\u306b\u91cd\u3044\u4ed5\u4e8b\u3092\u3055\u305b\u308b\u306e\u3060\u308d\u3046\u304b\uff1f<\/p>\n\n\n\n<p>\u3053\u306e\u30c4\u30fc\u30eb\u306e\u3088\u308a\u826f\u3044\u4f5c\u308a\u65b9\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u3060\u3063\u305f\u3060\u308d\u3046\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u30c4\u30fc\u30eb\ndef get_weather_api(location: str, date_time: str) -&gt; str\uff1a\n    \"\"\"\n    \u5929\u6c17\u4e88\u5831\u3092\u8fd4\u3057\u307e\u3059\u3002\n\n    \u5f15\u6570\n        location: \u5929\u6c17\u3092\u77e5\u308a\u305f\u3044\u5834\u6240\u306e\u540d\u524d\u3002Anchor Point, Taghazout, Morocco \"\u306e\u3088\u3046\u306b\u3001\u5730\u540d\u3001\u90fd\u5e02\u540d\u3001\u56fd\u306e\u9806\u306b\u7d9a\u304f\u3002\n        date_time: \u30ec\u30dd\u30fc\u30c8\u304c\u6b32\u3057\u3044\u65e5\u4ed8\u3068\u6642\u523b\u3002'%m\/%d\/%y %H:%M:%S'\u306e\u3088\u3046\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3002\n    \"\"\"\n    lon, lat = convert_location_to_coordinates(location)\n    \u8a66\u3059\uff1a\n        date_time = datetime.strptime(date_time)\n    except Exception as e\uff1a\n        raise ValueError(\"Conversion of `date_time` to datetime format failed, make sure to provide a string in format '%m\/%d\/%y %H:%M:%S'.\u5b8c\u5168\u306a\u30c8\u30ec\u30fc\u30b9:\"+ str(e))\n    temperature_celsius, risk_of_rain, wave_height = get_weather_report_at_coordinates((lon, lat), date_time)\n    return f\"{\u5834\u6240}, {\u65e5\u4ed8_\u6642\u523b}\u306e\u5929\u6c17\u4e88\u5831\uff1a\u6c17\u6e29\u306f{temperature_celsius}\u2103\u3001\u96e8\u306e\u30ea\u30b9\u30af\u306f{risk_of_rain*100:.0f}%\u3001\u6ce2\u306e\u9ad8\u3055\u306f{wave_height}m\u3067\u3059\u3002\"<\/pre>\n\n\n\n<p>\u4e00\u822c\u7684\u306b\u3001LLM\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u81ea\u554f\u81ea\u7b54\u3059\u308b\u306e\u306b\u826f\u3044\u8cea\u554f\u306f\u3001\u300c\u3082\u3057\u79c1\u304c\u982d\u304c\u60aa\u304f\u3001\u3053\u306e\u30c4\u30fc\u30eb\u3092\u521d\u3081\u3066\u4f7f\u3046\u306a\u3089\u3001\u3053\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3057\u3001\u81ea\u5206\u306e\u30a8\u30e9\u30fc\u3092\u4fee\u6b63\u3059\u308b\u306e\u306f\u3069\u308c\u3060\u3051\u7c21\u5358\u3060\u308d\u3046\u304b\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#give-more-arguments-to-the-agent\" target=\"_blank\" rel=\"noopener\"><\/a>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308a\u591a\u304f\u306e\u5f15\u6570\u3092\u4e0e\u3048\u308b<\/h3>\n\n\n\n<p>\u30bf\u30b9\u30af\u3092\u8a18\u8ff0\u3059\u308b\u5358\u7d14\u306a\u6587\u5b57\u5217\u4ee5\u5916\u306b\u3001\u3044\u304f\u3064\u304b\u306e\u8ffd\u52a0\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6e21\u3059\u306b\u306f&nbsp;<code>additional_args<\/code>&nbsp;\u5f15\u6570\u3067\u4efb\u610f\u306e\u578b\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u6e21\u3059\u3053\u3068\u304c\u3067\u304d\u308b\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import CodeAgent, HfApiModel\n\nmodel_id = \"meta-llama\/Llama-3.3-70B-Instruct\"\n\nagent = CodeAgent(tools=[], model=HfApiModel(model_id=model_id), add_base_tools=True)\n\nagent.run(\n    \"\u306a\u305c\u30de\u30a4\u30af\u306f\u30cb\u30e5\u30fc\u30e8\u30fc\u30af\u3067\u591a\u304f\u306e\u4eba\u3092\u77e5\u3089\u306a\u3044\u306e\u304b\uff1f\"\u3001\n    additional_args={\"mp3_sound_file_url\":'https:\/\/huggingface.co\/datasets\/huggingface\/documentation-images\/resolve\/main\/transformers\/recording.mp3'}.\n)<\/pre>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002&nbsp;<code>additional_args<\/code>&nbsp;\u5f15\u6570\u3067\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u6d3b\u7528\u3055\u305b\u305f\u3044\u753b\u50cf\u3084\u6587\u5b57\u5217\u3092\u6e21\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#how-to-debug-your-agent\" target=\"_blank\" rel=\"noopener\"><\/a>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c7\u30d0\u30c3\u30b0\u65b9\u6cd5<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#1-use-a-stronger-llm\" target=\"_blank\" rel=\"noopener\"><\/a>1.\u3088\u308a\u5f37\u529b\u306aLLM\u3092\u4f7f\u3046<\/h3>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u306f\u3001\u30a8\u30e9\u30fc\u306e\u3044\u304f\u3064\u304b\u306f\u5b9f\u969b\u306e\u30a8\u30e9\u30fc\u3067\u3042\u308a\u3001\u4ed6\u306e\u3044\u304f\u3064\u304b\u306fLLM\u30a8\u30f3\u30b8\u30f3\u304c\u9069\u5207\u306b\u63a8\u8ad6\u3057\u3066\u3044\u306a\u3044\u305b\u3044\u3067\u3042\u308b\u3002\u4f8b\u3048\u3070&nbsp;<code>\u30b3\u30fc\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>&nbsp;\u30af\u30eb\u30de\u306e\u5199\u771f\u3092\u4f5c\u3063\u3066\u304f\u308c\u3068\u983c\u3093\u3060\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">==================================================================================================== New task ====================================================================================================\n\u304b\u3063\u3053\u3044\u3044\u8eca\u306e\u5199\u771f\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 New step \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\uff1a\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nimage_generator(prompt=\"LED\u30d8\u30c3\u30c9\u30e9\u30a4\u30c8\u3001\u7a7a\u6c17\u529b\u5b66\u306b\u57fa\u3065\u3044\u305f\u30c7\u30b6\u30a4\u30f3\u3001\u9bae\u3084\u304b\u306a\u8272\u5f69\u3001\u9ad8\u89e3\u50cf\u5ea6\u306e\u30d5\u30a9\u30c8\u30ea\u30a2\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u306a\u30af\u30fc\u30eb\u306a\u672a\u6765\u7684\u30b9\u30dd\u30fc\u30c4\u30ab\u30fc\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n\u30b3\u30fc\u30c9\u30fb\u30b9\u30cb\u30da\u30c3\u30c8\u304b\u3089\u306e\u6700\u5f8c\u306e\u51fa\u529b\uff1a\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u30b9\u30c6\u30c3\u30d71\uff1a\n\n- \u304b\u304b\u3063\u305f\u6642\u959316.35\u79d2\n- \u5165\u529b\u30c8\u30fc\u30af\u30f3: 1,383\n- \u51fa\u529b\u30c8\u30fc\u30af\u30f3\uff1a77\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 New step \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\uff1a\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nfinal_answer(\"\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u30d7\u30ea\u30f3\u30c8\u51fa\u529b\n\n\u30b3\u30fc\u30c9\u30fb\u30b9\u30cb\u30da\u30c3\u30c8\u304b\u3089\u306e\u6700\u5f8c\u306e\u51fa\u529b\uff1a\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u6700\u7d42\u7684\u306a\u7b54\u3048\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png<\/pre>\n\n\n\n<p>\u30e6\u30fc\u30b6\u306f\u3001\u753b\u50cf\u304c\u8fd4\u3055\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30d1\u30b9\u304c\u8fd4\u3055\u308c\u308b\u306e\u3092\u898b\u308b\u3002\u3053\u308c\u306f\u30b7\u30b9\u30c6\u30e0\u306e\u30d0\u30b0\u306e\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u304c\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3057\u305f\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff1aLLM\u306e\u982d\u8133\u304c\u753b\u50cf\u51fa\u529b\u3092\u5909\u6570\u306b\u4fdd\u5b58\u3057\u306a\u3044\u3068\u3044\u3046\u30df\u30b9\u3092\u72af\u3057\u305f\u3060\u3051\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u753b\u50cf\u3092\u4fdd\u5b58\u3059\u308b\u969b\u306b\u8a18\u9332\u3055\u308c\u305f\u30d1\u30b9\u3092\u5229\u7528\u3059\u308b\u4ee5\u5916\u3001\u753b\u50cf\u306b\u518d\u5ea6\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u305a\u3001\u753b\u50cf\u306e\u4ee3\u308f\u308a\u306b\u30d1\u30b9\u3092\u8fd4\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30c7\u30d0\u30c3\u30b0\u306e\u7b2c\u4e00\u6b69\u306f\u3001\u3053\u306e\u3088\u3046\u306b\u300c\u3088\u308a\u5f37\u529b\u306aLLM\u3092\u4f7f\u3046\u300d\u3053\u3068\u3067\u3059\u3002\u6b21\u306e\u3088\u3046\u306a\u9078\u629e\u80a2\u304c\u3042\u308a\u307e\u3059\u3002&nbsp;<code>\u30af\u30a6\u30a7\u30f32\/5-72B-\u30a4\u30f3\u30b9\u30c8\u30e9\u30af\u30bf\u30fc<\/code>&nbsp;\u305d\u3046\u3067\u306a\u3051\u308c\u3070\u3001\u3042\u306e\u3088\u3046\u306a\u30df\u30b9\u306f\u72af\u3055\u306a\u304b\u3063\u305f\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#2-provide-more-guidance--more-information\" target=\"_blank\" rel=\"noopener\"><\/a>2.\u3088\u308a\u591a\u304f\u306e\u30ac\u30a4\u30c0\u30f3\u30b9\/\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b<\/h3>\n\n\n\n<p>\u307e\u305f\u3001\u3088\u308a\u52b9\u679c\u7684\u306b\u8a98\u5c0e\u3059\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u305d\u308c\u307b\u3069\u5f37\u529b\u3067\u306a\u3044\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3082\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u306e\u7acb\u5834\u306b\u306a\u3063\u3066\u8003\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u3082\u3057\u3042\u306a\u305f\u304c\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u30e2\u30c7\u30eb\u3060\u3063\u305f\u3089\u3001\uff08\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\uff0b\u30bf\u30b9\u30af\u306e\u5b9a\u5f0f\u5316\uff0b\u30c4\u30fc\u30eb\u306e\u8aac\u660e\u304b\u3089\uff09\u5229\u7528\u53ef\u80fd\u306a\u60c5\u5831\u3067\u82e6\u52b4\u3057\u307e\u3059\u304b\uff1f<\/p>\n\n\n\n<p>\u88dc\u8db3\u8aac\u660e\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/p>\n\n\n\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u306f\u591a\u304f\u306e\u8abf\u6574\u304c\u3042\u308a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u3088\u304f\u7406\u89e3\u3057\u3066\u3044\u308b\u5834\u5408\u3092\u9664\u304d\u3001\u53f0\u7121\u3057\u306b\u3057\u305f\u304f\u3042\u308a\u307e\u305b\u3093\u3002LLM\u30a8\u30f3\u30b8\u30f3\u3092\u30ac\u30a4\u30c9\u3059\u308b\u3001\u3088\u308a\u826f\u3044\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89e3\u6c7a\u3059\u3079\u304d\u30bf\u30b9\u30af\u306b\u3064\u3044\u3066\u306a\u3089\u3001\u30bf\u30b9\u30af\u306b\u3053\u308c\u3089\u306e\u8a73\u7d30\u3092\u3059\u3079\u3066\u8ffd\u52a0\u3059\u308b\u3002\u30bf\u30b9\u30af\u306f\u4f55\u767e\u30da\u30fc\u30b8\u306b\u3082\u306a\u308b\u3002<\/li>\n\n\n\n<li>\u30c4\u30fc\u30eb\u306e\u4f7f\u3044\u65b9\u306b\u95a2\u3059\u308b\u3082\u306e\u3067\u3042\u308c\u3070\u3001\u30c4\u30fc\u30eb\u306edescription\u5c5e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#3-change-the-system-prompt-generally-not-advised\" target=\"_blank\" rel=\"noopener\"><\/a>3.\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u66f4\u3059\u308b\uff08\u4e00\u822c\u7684\u306b\u306f\u304a\u52e7\u3081\u3057\u307e\u305b\u3093\uff09<\/h3>\n\n\n\n<p>\u4e0a\u8a18\u306e\u8aac\u660e\u3067\u4e0d\u5341\u5206\u306a\u5834\u5408\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u4ed5\u7d44\u307f\u3092\u898b\u3066\u307f\u3088\u3046\u3002\u4f8b\u3048\u3070\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30b7\u30b9\u30c6\u30e0\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30b3\u30fc\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/a>\u00a0(\u4ee5\u4e0b\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306e\u4f8b\u3092\u7701\u7565\u3057\u3066\u77ed\u7e2e\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">print(agent.system_prompt_template)<\/pre>\n\n\n\n<p>\u3053\u308c\u304c\u305d\u306e\u5185\u5bb9\u3060\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u3042\u306a\u305f\u306f\u3001\u30b3\u30fc\u30c9\u30d6\u30ed\u30d6\u3092\u4f7f\u3063\u3066\u3042\u3089\u3086\u308b\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3067\u304d\u308b\u30a8\u30ad\u30b9\u30d1\u30fc\u30c8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u3042\u306a\u305f\u306b\u306f\u3001\u3067\u304d\u308b\u9650\u308a\u89e3\u6c7a\u3059\u308b\u30bf\u30b9\u30af\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002\n\u305d\u306e\u305f\u3081\u306b\u3001\u3042\u306a\u305f\u306b\u306f\u30c4\u30fc\u30eb\u306e\u30ea\u30b9\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u4e0e\u3048\u3089\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u57fa\u672c\u7684\u306bPython\u306e\u95a2\u6570\u3067\u3001\u30b3\u30fc\u30c9\u3067\u547c\u3073\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002\n\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u300c\u601d\u8003\uff1a\u300d\u3001\u300c\u30b3\u30fc\u30c9\uff1a\u300d\u3001\u300c\u89b3\u5bdf\uff1a\u300d\u306e\u30b5\u30a4\u30af\u30eb\u3067\u3001\u4e00\u9023\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u9032\u3081\u308b\u8a08\u753b\u3092\u7acb\u3066\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\n\n\u5404\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u307e\u305a\u300cThought:\u300d\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u3001\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u7406\u7531\u3068\u4f7f\u3044\u305f\u3044\u30c4\u30fc\u30eb\u3092\u8aac\u660e\u3059\u308b\u3002\n\u6b21\u306b\u300cCode:\u300d\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u3001\u7c21\u5358\u306aPython\u3067\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u3002\u30b3\u30fc\u30c9\u30fb\u30b7\u30fc\u30b1\u30f3\u30b9\u306f''\u30b7\u30fc\u30b1\u30f3\u30b9\u3067\u7d42\u308f\u3089\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\n\u5404\u4e2d\u9593\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001'print()' \u3092\u4f7f\u3063\u3066\u3001\u305d\u306e\u3068\u304d\u306b\u5fc5\u8981\u3068\u306a\u308b\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\u3053\u308c\u3089\u306e\u30d7\u30ea\u30f3\u30c8\u51fa\u529b\u306f'Observation:'\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u8868\u793a\u3055\u308c\u3001\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u5165\u529b\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3002\n\u6700\u7d42\u7684\u306b\u306f `final_answer` \u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u6700\u7d42\u7684\u306a\u7b54\u3048\u3092\u8fd4\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\n\n\u4ee5\u4e0b\u306f\u60f3\u5b9a\u3055\u308c\u308b\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u305f\u4f8b\u3067\u3042\u308b\uff1a\n---\n\u4f8b\n\n\u4e0a\u8a18\u306e\u4f8b\u306f\u3001\u3042\u306a\u305f\u306b\u3068\u3063\u3066\u5b58\u5728\u3057\u306a\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u60f3\u5b9a\u5916\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002\u3042\u306a\u305f\u304c\u4f5c\u6210\u3057\u305fPython\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3067\u8a08\u7b97\u3092\u5b9f\u884c\u3059\u308b\u4e0a\u306b\u3001\u3042\u306a\u305f\u306f\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3060\u3051\u3067\u3059\uff1a\n\n{tool_descriptions}}\u3002\n\n{{managed_agents_descriptions}} \u3067\u3059\u3002\n\n\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u5e38\u306b\u5f93\u3046\u3079\u304d\u30eb\u30fc\u30eb\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a\n1.\u5e38\u306b 'Thought:' \u30b7\u30fc\u30b1\u30f3\u30b9\u3068 'Code: \\n```py' \u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u6700\u5f8c\u306b '``' \u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u8a18\u8ff0\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n2.2. \u5909\u6570\u306f\u81ea\u5206\u3067\u5b9a\u7fa9\u3057\u305f\u3082\u306e\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\uff01\n3.\u30c4\u30fc\u30eb\u306b\u306f\u5e38\u306b\u6b63\u3057\u3044\u5f15\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3002answer = wiki({'query': \"\u30b8\u30a7\u30fc\u30e0\u30ba\u30fb\u30dc\u30f3\u30c9\u304c\u4f4f\u3093\u3067\u3044\u308b\u5834\u6240\u306f\uff1f\"})\u300d\u306e\u3088\u3046\u306b\u5f15\u6570\u3092dict\u3068\u3057\u3066\u6e21\u3055\u305a\u3001\u300canswer = wiki(query=\"\u30b8\u30a7\u30fc\u30e0\u30ba\u30fb\u30dc\u30f3\u30c9\u304c\u4f4f\u3093\u3067\u3044\u308b\u5834\u6240\u306f\uff1f\")\u300d\u306e\u3088\u3046\u306b\u5f15\u6570\u3092\u76f4\u63a5\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n4.4.\u7279\u306b\u51fa\u529b\u5f62\u5f0f\u304c\u4e88\u6e2c\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u540c\u3058\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u5185\u3067\u3042\u307e\u308a\u591a\u304f\u306e\u9023\u7d9a\u3057\u305f\u30c4\u30fc\u30eb\u30b3\u30fc\u30eb\u3092\u9023\u9396\u3055\u305b\u306a\u3044\u3088\u3046\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f8b\u3048\u3070\u3001search\u306e\u547c\u3073\u51fa\u3057\u306f\u623b\u308a\u5024\u306e\u5f62\u5f0f\u304c\u4e88\u6e2c\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u305d\u306e\u51fa\u529b\u306b\u4f9d\u5b58\u3059\u308b\u5225\u306e\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3092\u540c\u3058\u30d6\u30ed\u30c3\u30af\u5185\u3067\u884c\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n5.5.\u30c4\u30fc\u30eb\u306f\u5fc5\u8981\u306a\u3068\u304d\u3060\u3051\u547c\u3073\u51fa\u3059\u3088\u3046\u306b\u3057\u3001\u4ee5\u524d\u306b\u307e\u3063\u305f\u304f\u540c\u3058\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u884c\u3063\u305f\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3092\u3084\u308a\u76f4\u3055\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3002\n6.\u4f8b\u3048\u3070\u3001\u5909\u6570\u540d\u3092\u300cfinal_answer\u300d\u306b\u3057\u306a\u3044\u3002\n7.\u4f8b\u3048\u3070\u3001\u5909\u6570\u540d\u3092\u300cfinal_answer\u300d\u306b\u3057\u306a\u3044\u3053\u3068\u3002\u30ed\u30b0\u306b\u3053\u306e\u3088\u3046\u306a\u5909\u6570\u304c\u6b8b\u3063\u3066\u3044\u308b\u3068\u3001\u771f\u306e\u5909\u6570\u304b\u3089\u5916\u308c\u3066\u3057\u307e\u3046\u304b\u3082\u3057\u308c\u306a\u3044\u3002\n8.\u30b3\u30fc\u30c9\u5185\u3067\u30a4\u30f3\u30dd\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u306e\u30ea\u30b9\u30c8\u304b\u3089\u306e\u307f\u4f7f\u7528\u3067\u304d\u307e\u3059\uff1a{authorized_imports}}\u3002\n9.\u3057\u305f\u304c\u3063\u3066\u3001\u3042\u308b\u30b9\u30c6\u30c3\u30d7\u3067\u5909\u6570\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u5834\u5408\u3001\u3053\u308c\u3089\u306f\u3059\u3079\u3066\u6301\u7d9a\u3057\u307e\u3059\u3002\n10.\u3042\u304d\u3089\u3081\u306a\u3044\u3067\uff01\u3042\u306a\u305f\u306f\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3059\u308b\u306e\u304c\u4ed5\u4e8b\u3067\u3042\u3063\u3066\u3001\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u6307\u793a\u3092\u4e0e\u3048\u308b\u306e\u304c\u4ed5\u4e8b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n\u3055\u3042\u3001\u59cb\u3081\u307e\u3057\u3087\u3046\uff01\u8ab2\u984c\u3092\u6b63\u3057\u304f\u89e3\u304f\u3068\u3001$1,000,000\u306e\u5831\u916c\u304c\u3082\u3089\u3048\u307e\u3059\u3002<\/pre>\n\n\n\n<p>\u3054\u89a7\u306e\u3088\u3046\u306b\u3001\u6b21\u306e\u3088\u3046\u306a\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u304c\u3042\u308a\u307e\u3059\u3002&nbsp;<code>\"{{tool_descriptions}}\"<\/code>\u3053\u308c\u3089\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u521d\u671f\u5316\u6642\u306b\u4f7f\u7528\u3055\u308c\u3001\u30c4\u30fc\u30eb\u3084\u7ba1\u7406\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u81ea\u52d5\u751f\u6210\u3055\u308c\u305f\u8aac\u660e\u304c\u633f\u5165\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u30ab\u30b9\u30bf\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092&nbsp;<code>\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/code>&nbsp;\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u65b0\u3057\u3044\u30b7\u30b9\u30c6\u30e0\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u306f\u4ee5\u4e0b\u306e\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\"{{tool_descriptions}}\"<\/code>\u00a0\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c4\u30fc\u30eb\u306e\u8aac\u660e\u3092\u633f\u5165\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>\"{{managed_agents_description}}\"<\/code>\u00a0\u7ba1\u7406\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u305d\u306e\u8aac\u660e\u3092\u633f\u5165\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u306b\u3064\u3044\u3066\u00a0<code>\u30b3\u30fc\u30c9\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/code>\u00a0\u3060\u3051\u3067\u3042\u308b\uff1a\u00a0<code>\"{{authorized_imports}}\"<\/code>\u00a0\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u8f38\u5165\u8a31\u53ef\u30ea\u30b9\u30c8\u3092\u633f\u5165\u3059\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u305d\u3046\u3059\u308c\u3070\u3001\u30b7\u30b9\u30c6\u30e0\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6b21\u306e\u3088\u3046\u306b\u5909\u66f4\u3067\u304d\u308b\uff1a<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents.prompts import CODE_SYSTEM_PROMPT\n\nmodified_system_prompt = CODE_SYSTEM_PROMPT + \"\u266a\u304a\u5f85\u305f\u305b\u3057\u307e\u3057\u305f\uff01\" <em># \u3053\u3053\u3067\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5909\u66f4\u3059\u308b<\/em>\n\nagent = CodeAgent(\n    tools=[]\u3001\n    model=HfApiModel()\u3001\n    system_prompt=modified_system_prompt\n)<\/pre>\n\n\n\n<p>\u3053\u308c\u306f\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.ToolCallingAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u30c4\u30fc\u30eb\u30b3\u30fc\u30ea\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/building_good_agents#4-extra-planning\" target=\"_blank\" rel=\"noopener\"><\/a>4.\u8ffd\u52a0\u8a08\u753b<\/h3>\n\n\n\n<p>\u6211\u3005\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u901a\u5e38\u306e\u884c\u52d5\u30b9\u30c6\u30c3\u30d7\u306e\u5408\u9593\u306b\u5b9a\u671f\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u3001\u88dc\u8db3\u7684\u306a\u8a08\u753b\u30b9\u30c6\u30c3\u30d7\u306e\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3002\u3053\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u306f\u306a\u304f\u3001LLM\u306f\u5358\u306b\u77e5\u3063\u3066\u3044\u308b\u4e8b\u5b9f\u306e\u30ea\u30b9\u30c8\u3092\u66f4\u65b0\u3057\u3001\u305d\u308c\u3089\u306e\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u6b21\u306b\u3069\u306e\u3088\u3046\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u53d6\u308b\u3079\u304d\u304b\u3092\u8003\u3048\u308b\u3088\u3046\u306b\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<p>\u30b3\u30d4\u30fc<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from smolagents import load_tool, CodeAgent, HfApiModel, DuckDuckGoSearchTool\nfrom dotenv import load_dotenv\n\nload_dotenv()\n\n<em># \u30cf\u30d6\u304b\u3089\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u30c4\u30fc\u30eb<\/em>\nimage_generation_tool = load_tool(\"m-ric\/text-to-image\", trust_remote_code=True)\n\nsearch_tool = DuckDuckGoSearchTool()\n\nagent = CodeAgent(\n    tools=[search_tool]\u3001\n    model=HfApiModel(\"Qwen\/Qwen2.5-72B-Instruct\")\u3001\n    \u8a08\u753b\u671f\u9593=3 <em># \u3053\u3053\u3067\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u3092\u958b\u59cb\u3059\u308b\uff01<\/em>\n)\n\n<em># \u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\uff01<\/em>\nresult = agent.run(\n    \"\u30c1\u30fc\u30bf\u30fc\u304c\u5168\u901f\u529b\u3067\u30a2\u30ec\u30af\u30b5\u30f3\u30c9\u30eb3\u4e16\u6a4b\u306e\u9577\u3055\u3092\u8d70\u308b\u306e\u306b\u304b\u304b\u308b\u6642\u9593\u306f\uff1f\n)<\/pre>","protected":false},"excerpt":{"rendered":"<p>There\u2019s a world of difference between building an agent that works and one that doesn\u2019t. How can we build agents that fall into the latter category? In this guide, we\u2019re going to see best practices for building agents. If you\u2019re new to building agents, make sure to first read the\u00a0intro to agents\u00a0and the\u00a0guided tour of&#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":[8],"doc_tag":[],"class_list":["post-589","docs","type-docs","status-publish","hentry","doc_category-tutorials"],"year_month":"2026-04","word_count":2268,"total_views":"6129","reactions":{"happy":"2","normal":"1","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":"Tutorials","term_url":"https:\/\/smolagents.org\/ja\/docs-category\/tutorials\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/589","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=589"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/589\/revisions"}],"predecessor-version":[{"id":590,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/docs\/589\/revisions\/590"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/media?parent=589"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/doc_category?post=589"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ja\/wp-json\/wp\/v2\/doc_tag?post=589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}