{"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\/ko\/docs\/building-good-smolagents\/","title":{"rendered":"\uc88b\uc740 \uc2a4\ubab0\ub77c\uc820\ud2b8 \ub9cc\ub4e4\uae30"},"content":{"rendered":"<p>\uc81c\ub300\ub85c \uc791\ub3d9\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uacfc \uadf8\ub807\uc9c0 \uc54a\uc740 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uc5d0\ub294 \uc5c4\uccad\ub09c \ucc28\uc774\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ud6c4\uc790\uc758 \ubc94\uc8fc\uc5d0 \uc18d\ud558\ub294 \uc5d0\uc774\uc804\ud2b8\ub97c \uad6c\ucd95\ud558\ub824\uba74 \uc5b4\ub5bb\uac8c \ud574\uc57c \ud560\uae4c\uc694? \uc774 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 \uc5d0\uc774\uc804\ud2b8 \uad6c\ucd95\uc744 \uc704\ud55c \ubaa8\ubc94 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc0c1\ub2f4\uc6d0 \uad6c\ucd95\uc774 \ucc98\uc74c\uc778 \uacbd\uc6b0\uc5d0\ub294 \uba3c\uc800\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noopener\">\uc18c\uac1c<\/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\">\uc0c1\ub2f4\uc6d0\uc5d0\uac8c<\/a>\u00a0\ubc0f\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">smolagent \uac00\uc774\ub4dc \ud22c\uc5b4<\/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>\ucd5c\uace0\uc758 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc740 \uac00\uc7a5 \ub2e8\uc21c\ud569\ub2c8\ub2e4: \uc6cc\ud06c\ud50c\ub85c\ub97c \ucd5c\ub300\ud55c \ub2e8\uc21c\ud654\ud558\uc138\uc694.<\/h3>\n\n\n\n<p>\uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c LLM\uc5d0\uac8c \uc77c\ubd80 \uad8c\ud55c\uc744 \ubd80\uc5ec\ud558\uba74 \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc798 \ud504\ub85c\uadf8\ub798\ubc0d\ub41c \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc5d0\ub294 \uc624\ub958 \ub85c\uae45 \ubc0f \uc7ac\uc2dc\ub3c4 \uba54\ucee4\ub2c8\uc998\uc774 \uc798 \uac16\ucdb0\uc838 \uc788\uc73c\ubbc0\ub85c LLM \uc5d4\uc9c4\uc774 \uc2e4\uc218\ub97c \uc2a4\uc2a4\ub85c \uc218\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc LLM \uc624\ub958\uc758 \uc704\ud5d8\uc744 \ucd5c\ub300\ud55c \uc904\uc774\ub824\uba74 \uc6cc\ud06c\ud50c\ub85c\ub97c \ub2e8\uc21c\ud654\ud574\uc57c \ud569\ub2c8\ub2e4!<\/p>\n\n\n\n<p>\uc11c\ud551 \uc5ec\ud589 \ud68c\uc0ac\ub97c \uc704\ud574 \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc5d0 \uc751\ub2f5\ud558\ub294 \ubd07\uc778 [intro_agents]\uc758 \uc608\ub97c \ub2e4\uc2dc \uc0b4\ud3b4\ubd05\uc2dc\ub2e4. \uc0c1\ub2f4\uc6d0\uc774 \uc0c8\ub85c\uc6b4 \uc11c\ud551 \uba85\uc18c\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc744 \ubc1b\uc744 \ub54c\ub9c8\ub2e4 \"\uc774\ub3d9 \uac70\ub9ac API\"\uc640 \"\ub0a0\uc528 API\"\ub97c \uac01\uac01 \ub450 \ubc88\uc529 \ud638\ucd9c\ud558\ub294 \ub300\uc2e0 \ub450 API\ub97c \ud55c \ubc88\uc5d0 \ud638\ucd9c\ud558\uace0 \uc5f0\uacb0\ub41c \ucd9c\ub825\uc744 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ubc18\ud658\ud558\ub294 \ud558\ub098\uc758 \ud1b5\ud569 \ub3c4\uad6c\uc778 \"return_spot_information\" \ud568\uc218\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc774\ub807\uac8c \ud558\uba74 \ube44\uc6a9, \uc9c0\uc5f0 \uc2dc\uac04, \uc624\ub958 \uc704\ud5d8\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4!<\/p>\n\n\n\n<p>\uc8fc\uc694 \uc9c0\uce68\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4: LLM \ud638\ucd9c \ud69f\uc218\ub97c \ucd5c\ub300\ud55c \uc904\uc774\uc138\uc694.<\/p>\n\n\n\n<p>\uc774\ub97c \ud1b5\ud574 \uba87 \uac00\uc9c0 \uc2dc\uc0ac\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac00\ub2a5\ud558\uba74 \ub450 \uac1c\uc758 API\ub97c \uc608\ub85c \ub4e0 \uac83\ucc98\ub7fc \ub450 \uac1c\uc758 \ub3c4\uad6c\ub97c \ud558\ub098\ub85c \uadf8\ub8f9\ud654\ud558\uc138\uc694.<\/li>\n\n\n\n<li>\uac00\ub2a5\ud558\uba74 \ub85c\uc9c1\uc740 \uc5d0\uc774\uc804\ud2b8 \uacb0\uc815\uc774 \uc544\ub2cc \uacb0\uc815\ub860\uc801 \ud568\uc218\ub97c \uae30\ubc18\uc73c\ub85c \ud574\uc57c \ud569\ub2c8\ub2e4.<\/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 \uc5d4\uc9c4\uc73c\ub85c\uc758 \uc815\ubcf4 \ud750\ub984 \uac1c\uc120<\/h3>\n\n\n\n<p>LLM \uc5d4\uc9c4\uc740 \uc678\ubd80 \uc138\uacc4\uc640\uc758 \uc720\uc77c\ud55c \ud1b5\uc2e0\uc740 \ubb38 \uc544\ub798\ub85c \uc804\ub2ec\ub418\ub294 \uba54\ubaa8\ubfd0\uc778 \ubc29 \uc548\uc5d0 \uac07\ud600 \uc788\ub294 ~\uc9c0\ub2a5\uc801\uc778~ \ub85c\ubd07\uacfc \uac19\ub2e4\ub294 \uac83\uc744 \uae30\uc5b5\ud558\uc138\uc694.<\/p>\n\n\n\n<p>\ud504\ub86c\ud504\ud2b8\uc5d0 \uba85\uc2dc\uc801\uc73c\ub85c \uc785\ub825\ud558\uc9c0 \uc54a\uc73c\uba74 \uc5b4\ub5a4 \uc77c\uc774 \ubc1c\uc0dd\ud588\ub294\uc9c0 \uc54c \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub7ec\ub2c8 \uba3c\uc800 \uc791\uc5c5\uc744 \ub9e4\uc6b0 \uba85\ud655\ud558\uac8c \ub9cc\ub4dc\ub294 \uac83\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694! \uc5d0\uc774\uc804\ud2b8\ub294 LLM\uc5d0 \uc758\ud574 \uad6c\ub3d9\ub418\uae30 \ub54c\ubb38\uc5d0 \uc791\uc5c5 \uad6c\uc131\uc5d0 \uc57d\uac04\uc758 \ubcc0\ud654\ub97c \uc8fc\uba74 \uc644\uc804\ud788 \ub2e4\ub978 \uacb0\uacfc\uac00 \ub098\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uadf8\ub7f0 \ub2e4\uc74c \ub3c4\uad6c \uc0ac\uc6a9 \uc2dc \uc0c1\ub2f4\uc6d0\uc5d0\uac8c \uc804\ub2ec\ub418\ub294 \uc815\ubcf4 \ud750\ub984\uc744 \uac1c\uc120\ud558\uc138\uc694.<\/p>\n\n\n\n<p>\ub530\ub77c\uc57c \ud560 \uad6c\uccb4\uc801\uc778 \uc9c0\uce68:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac01 \ub3c4\uad6c\ub294 \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uc5ec\u00a0<code>\uc778\uc1c4<\/code>\u00a0\uba85\ub839\ubb38\uc744 \ub3c4\uad6c\uc758\u00a0<code>\uc55e\uc73c\ub85c<\/code>\u00a0\uba54\uc11c\ub4dc)\uc5d0 \uc720\uc6a9\ud560 \uc218 \uc788\ub294 \ubaa8\ub4e0 \uac83\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<ul class=\"wp-block-list\">\n<li>\ud2b9\ud788 \ub3c4\uad6c \uc2e4\ud589 \uc624\ub958\uc5d0 \ub300\ud55c \uc138\ubd80 \uc815\ubcf4\ub97c \uae30\ub85d\ud558\uba74 \ub9ce\uc740 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4!<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4 \uc704\uce58\uc640 \ub0a0\uc9dc \uc2dc\uac04\uc744 \uae30\uc900\uc73c\ub85c \ub0a0\uc528 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\ub294 \ub3c4\uad6c\uac00 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\uba3c\uc800, \ud615\ud3b8\uc5c6\ub294 \ubc84\uc804\uc785\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\ub0a0\uc9dc\/\uc2dc\uac04 \uac00\uc838\uc624\uae30\nsmolagent \uac00\uc838\uc624\uae30 \ub3c4\uad6c\uc5d0\uc11c\n\ndef get_weather_report_at_coordinates(\uc88c\ud45c, \ub0a0\uc9dc_\uc2dc\uac04):\n    <em># \ub354\ubbf8 \ud568\uc218, [\uc628\ub3c4(\u00b0C), 0-1 \uc2a4\ucf00\uc77c\uc758 \ube44 \uc704\ud5d8\ub3c4, \ud30c\ub3c4 \ub192\uc774(m)]\uc758 \ubaa9\ub85d\uc744 \ubc18\ud658\ud569\ub2c8\ub2e4.<\/em>\n    \ubc18\ud658 [28.0, 0.35, 0.85]\n\ndef get_coordinates_from_location(location):\n    <em># \ub354\ubbf8 \uc88c\ud45c\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/em>\n    \ubc18\ud658 [3.3, -42.0]\n\n@tool\ndef get_weather_api(location: str, date_time: str) -&gt; str:\n    \"\"\"\n    \uc77c\uae30 \uc608\ubcf4\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.\n\n    Args:\n        location: \ub0a0\uc528\ub97c \uc6d0\ud558\ub294 \uc7a5\uc18c\uc758 \uc774\ub984\uc785\ub2c8\ub2e4.\n        date_time: \ubcf4\uace0\uc11c\ub97c \uc6d0\ud558\ub294 \ub0a0\uc9dc\uc640 \uc2dc\uac04\uc785\ub2c8\ub2e4.\n    \"\"\"\n    \uacbd\ub3c4, \uc704\ub3c4 = convert_location_to_coordinates(\uc704\uce58)\n    \ub0a0\uc9dc_\uc2dc\uac04 = datetime.strptime(\ub0a0\uc9dc_\uc2dc\uac04)\n    \ubc18\ud658 str(get_weather_report_at_coordinates((\uacbd\ub3c4, \uc704\ub3c4), \ub0a0\uc9dc_\uc2dc\uac04))<\/pre>\n\n\n\n<p>\uc65c \ub098\uc05c\uac00\uc694?<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc5d0 \uc0ac\uc6a9\ud574\uc57c \ud558\ub294 \ud615\uc2dd\uc758 \uc815\ubc00\ub3c4\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.\u00a0<code>\ub0a0\uc9dc_\uc2dc\uac04<\/code><\/li>\n\n\n\n<li>\uc704\uce58\ub97c \uc9c0\uc815\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ub0b4\uc6a9\uc740 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc704\uce58\uac00 \uc62c\ubc14\ub978 \ud615\uc2dd\uc774 \uc544\ub2c8\uac70\ub098 \ub0a0\uc9dc_\uc2dc\uac04\uc774 \uc62c\ubc14\ub978 \ud615\uc2dd\uc774 \uc544\ub2cc \uacbd\uc6b0\uc640 \uac19\uc740 \uba85\uc2dc\uc801\uc778 \uc2e4\ud328 \uc0ac\ub840\uc640 \uad00\ub828\ub41c \ub85c\uae45 \uba54\ucee4\ub2c8\uc998\uc774 \uc5c6\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucd9c\ub825 \ud615\uc2dd\uc744 \uc774\ud574\ud558\uae30 \uc5b4\ub824\uc6b4 \uacbd\uc6b0<\/li>\n<\/ul>\n\n\n\n<p>\ub3c4\uad6c \ud638\ucd9c\uc774 \uc2e4\ud328\ud558\uba74 \uba54\ubaa8\ub9ac\uc5d0 \uae30\ub85d\ub41c \uc624\ub958 \ucd94\uc801\uc744 \ud1b5\ud574 LLM\uc774 \ub3c4\uad6c\ub97c \ub9ac\ubc84\uc2a4 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\ud558\uc5ec \uc624\ub958\ub97c \uc218\uc815\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc65c \uadf8\ub807\uac8c \ub9ce\uc740 \uc791\uc5c5\uc744 \ud574\uc57c \ud560\uae4c\uc694?<\/p>\n\n\n\n<p>\uc774 \ub3c4\uad6c\ub97c \uad6c\ucd95\ud558\ub294 \ub354 \uc88b\uc740 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">@tool\ndef get_weather_api(location: str, date_time: str) -&gt; str:\n    \"\"\"\n    \uc77c\uae30 \uc608\ubcf4\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.\n\n    Args:\n        location: \ub0a0\uc528\ub97c \uc6d0\ud558\ub294 \uc7a5\uc18c\uc758 \uc774\ub984\uc785\ub2c8\ub2e4. '\uc575\ucee4 \ud3ec\uc778\ud2b8, \ud0c0\uac00\uc8fc\ud2b8, \ubaa8\ub85c\ucf54'\uc640 \uac19\uc774 \uc7a5\uc18c \uc774\ub984, \ub3c4\uc2dc \uc774\ub984, \uad6d\uac00\uac00 \ub4a4\ub530\ub77c\uc57c \ud569\ub2c8\ub2e4.\n        \ub0a0\uc9dc_\uc2dc\uac04: \ubcf4\uace0\uc11c\ub97c \ubc1b\uace0\uc790 \ud558\ub294 \ub0a0\uc9dc\uc640 \uc2dc\uac04\uc73c\ub85c, '%m\/%d\/%y %H:%M:%S'\uc640 \uac19\uc740 \ud615\uc2dd\uc785\ub2c8\ub2e4.\n    \"\"\"\n    \uacbd\ub3c4, \uc704\ub3c4 = convert_location_to_coordinates(location)\n    try:\n        \ub0a0\uc9dc_\uc2dc\uac04 = datetime.strptime(\ub0a0\uc9dc_\uc2dc\uac04)\n    \uc608\uc678\ub294 e\ub85c \uc81c\uc678\ud569\ub2c8\ub2e4:\n        ValueError(\"`date_time`\uc744 \ub0a0\uc9dc\/\uc2dc\uac04 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uc9c0 \ubabb\ud588\uc2b5\ub2c8\ub2e4. '%m\/%d\/%y %H:%M:%S' \ud615\uc2dd\uc758 \ubb38\uc790\uc5f4\uc744 \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4.\")\uac00 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc804\uccb4 \ucd94\uc801:\" + str(e))\n    temperature_celsius, risk_of_rain, wave_height = get_weather_report_at_coordinates((lon, lat), date_time)\n    \ubc18\ud658 f\"{\uc704\uce58}, {\ub0a0\uc9dc_\uc2dc\uac04}\uc5d0 \ub300\ud55c \uc77c\uae30 \uc608\ubcf4\uc785\ub2c8\ub2e4: \uc628\ub3c4\ub294 {\uc628\ub3c4_\uc528\uc528}\u00b0C, \ube44 \uc704\ud5d8\ub3c4\ub294 {\uc704\ud5d8\ub3c4*100:.0f}%, \ud30c\ub3c4 \ub192\uc774\ub294 {\ud30c\ub3c4_\ub192\uc774}m\uc785\ub2c8\ub2e4.\"<\/pre>\n\n\n\n<p>\uc77c\ubc18\uc801\uc73c\ub85c LLM\uc758 \ubd80\ub2f4\uc744 \ub35c\uae30 \uc704\ud574 \uc2a4\uc2a4\ub85c\uc5d0\uac8c \ubb3c\uc5b4\ubcfc \uc88b\uc740 \uc9c8\ubb38\uc740 \"\ub0b4\uac00 \uc774 \ub3c4\uad6c\ub97c \ucc98\uc74c \uc0ac\uc6a9\ud558\ub294 \uba4d\uccad\ud55c \uc0ac\ub78c\uc774\ub77c\uba74 \uc774 \ub3c4\uad6c\ub85c \ud504\ub85c\uadf8\ub798\ubc0d\ud558\uace0 \ub0b4 \uc624\ub958\ub97c \uc218\uc815\ud558\ub294 \uac83\uc774 \uc5bc\ub9c8\ub098 \uc26c\uc6b8\uae4c?\"\uc785\ub2c8\ub2e4.<\/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>\uc0c1\ub2f4\uc6d0\uc5d0\uac8c \ub354 \ub9ce\uc740 \uc778\uc218 \uc81c\uacf5<\/h3>\n\n\n\n<p>\uc791\uc5c5\uc744 \uc124\uba85\ud558\ub294 \ub2e8\uc21c\ud55c \ubb38\uc790\uc5f4 \uc678\uc5d0 \uba87 \uac00\uc9c0 \ucd94\uac00 \uac1c\uccb4\ub97c \uc0c1\ub2f4\uc6d0\uc5d0\uac8c \uc804\ub2ec\ud558\ub824\uba74 \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uba74 \ub429\ub2c8\ub2e4.&nbsp;<code>\ucd94\uac00_args<\/code>&nbsp;\uc778\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uc720\ud615\uc758 \uac1d\uccb4\ub97c \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">smolagent\uc5d0\uc11c CodeAgent, HfApiModel\uc744 \uac00\uc838\uc635\ub2c8\ub2e4.\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    \"\ub9c8\uc774\ud06c\ub294 \uc65c \ub274\uc695\uc5d0 \uc544\ub294 \uc0ac\ub78c\uc774 \ub9ce\uc9c0 \uc54a\ub098\uc694?\",\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>\uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc774 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;<code>\ucd94\uac00_args<\/code>&nbsp;\uc778\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5d0\uc774\uc804\ud2b8\uac00 \ud65c\uc6a9\ud560 \uc774\ubbf8\uc9c0\ub098 \ubb38\uc790\uc5f4\uc744 \uc804\ub2ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/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>\uc0c1\ub2f4\uc6d0 \ub514\ubc84\uae45 \ubc29\ubc95<\/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. \ub354 \uac15\ub825\ud55c LLM \uc0ac\uc6a9<\/h3>\n\n\n\n<p>\uc5d0\uc774\uc804\ud2b8 \uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c \uc624\ub958 \uc911 \uc77c\ubd80\ub294 \uc2e4\uc81c \uc624\ub958\uc774\uace0, \ub2e4\ub978 \uc77c\ubd80\ub294 LLM \uc5d4\uc9c4\uc774 \uc81c\ub300\ub85c \ucd94\ub860\ud558\uc9c0 \ubabb\ud55c \uc624\ub958\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd94\uc801\uc744 \uc0dd\uac01\ud574 \ubcf4\uc138\uc694.&nbsp;<code>\ucf54\ub4dc \uc5d0\uc774\uc804\ud2b8<\/code>&nbsp;\uc790\ub3d9\ucc28 \uc0ac\uc9c4\uc744 \ub9cc\ub4e4\uc5b4 \ub2ec\ub77c\uace0 \uc694\uccad\ud588\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">==================================================================================================== New task ====================================================================================================\n\uba4b\uc9c4 \uc790\ub3d9\ucc28 \uc0ac\uc9c4 \ub9cc\ub4e4\uae30\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 \uc0c8 \ub2e8\uacc4 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\uc5d0\uc774\uc804\ud2b8\uac00 \uc544\ub798 \ucf54\ub4dc\ub97c \uc2e4\ud589 \uc911\uc785\ub2c8\ub2e4: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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 \ud5e4\ub4dc\ub77c\uc774\ud2b8, \uacf5\uae30\uc5ed\ud559\uc801 \ub514\uc790\uc778, \uc0dd\uc0dd\ud55c \uc0c9\uc0c1, \uace0\ud574\uc0c1\ub3c4, \uc2e4\uc0ac \uac19\uc740 \uba4b\uc9c4 \ubbf8\ub798\ud615 \uc2a4\ud3ec\uce20\uce74\")\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\ucf54\ub4dc \uc2a4\ub2c8\ud3ab\uc758 \ub9c8\uc9c0\ub9c9 \ucd9c\ub825\uc785\ub2c8\ub2e4: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\n1\ub2e8\uacc4\n\n- \uc18c\uc694 \uc2dc\uac04 16.35\ucd08\n- \uc785\ub825 \ud1a0\ud070: 1,383\n- \ucd9c\ub825 \ud1a0\ud070: 77\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 \uc0c8 \ub2e8\uacc4 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\uc5d0\uc774\uc804\ud2b8\uac00 \uc544\ub798 \ucf54\ub4dc\ub97c \uc2e4\ud589 \uc911\uc785\ub2c8\ub2e4: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\ucd9c\ub825\ubb3c\uc744 \uc778\uc1c4\ud569\ub2c8\ub2e4:\n\n\ucf54\ub4dc \uc2a4\ub2c8\ud3ab\uc758 \ub9c8\uc9c0\ub9c9 \ucd9c\ub825\uc785\ub2c8\ub2e4: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\ucd5c\uc885 \ub2f5\ubcc0\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png<\/pre>\n\n\n\n<p>\uc0ac\uc6a9\uc790\ub294 \uc774\ubbf8\uc9c0\uac00 \ubc18\ud658\ub418\ub294 \ub300\uc2e0 \uacbd\ub85c\uac00 \ubc18\ud658\ub418\ub294 \uac83\uc744 \ubcf4\uac8c \ub429\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uc2a4\ud15c\uc758 \ubc84\uadf8\ucc98\ub7fc \ubcf4\uc77c \uc218 \uc788\uc9c0\ub9cc \uc2e4\uc81c\ub85c\ub294 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc774 \uc624\ub958\ub97c \uc77c\uc73c\ud0a8 \uac83\uc774 \uc544\ub2c8\ub77c LLM\uc758 \ub450\ub1cc\uac00 \uc774\ubbf8\uc9c0 \ucd9c\ub825\uc744 \ubcc0\uc218\uc5d0 \uc800\uc7a5\ud558\uc9c0 \uc54a\ub294 \uc2e4\uc218\ub97c \uc800\uc9c8\ub800\uc744 \ubfd0\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc774\ubbf8\uc9c0\ub97c \uc800\uc7a5\ud560 \ub54c \uae30\ub85d\ub41c \uacbd\ub85c\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95 \uc678\uc5d0\ub294 \uc774\ubbf8\uc9c0\uc5d0 \ub2e4\uc2dc \uc561\uc138\uc2a4\ud560 \uc218 \uc5c6\uc73c\ubbc0\ub85c \uc774\ubbf8\uc9c0 \ub300\uc2e0 \uacbd\ub85c\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub530\ub77c\uc11c \uc5d0\uc774\uc804\ud2b8 \ub514\ubc84\uae45\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \"\ub354 \uac15\ub825\ud55c LLM \uc0ac\uc6a9\"\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc740 \ub300\uc548\uc774 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;<code>Qwen2\/5-72B-Instruct<\/code>&nbsp;\uc600\ub2e4\uba74 \uc774\ub7f0 \uc2e4\uc218\ub97c \ud558\uc9c0 \uc54a\uc558\uc744 \uac83\uc785\ub2c8\ub2e4.<\/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. \ucd94\uac00 \uc548\ub0b4 \/ \ucd94\uac00 \uc815\ubcf4 \uc81c\uacf5<\/h3>\n\n\n\n<p>\ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \uc548\ub0b4\ud55c\ub2e4\uba74 \ub35c \uac15\ub825\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ubaa8\ub378\uc758 \uc785\uc7a5\uc774 \ub418\uc5b4 \ubcf4\uc138\uc694: \uc5ec\ub7ec\ubd84\uc774 \uc791\uc5c5\uc744 \ud574\uacb0\ud558\ub294 \ubaa8\ub378\uc774\ub77c\uba74 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 + \uc791\uc5c5 \uacf5\uc2dd\ud654 + \ub3c4\uad6c \uc124\uba85\uc5d0\uc11c \uc81c\uacf5\ub418\ub294 \uc815\ubcf4\ub85c \uc778\ud574 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc73c\uc2dc\uaca0\uc2b5\ub2c8\uae4c?<\/p>\n\n\n\n<p>\ucd94\uac00 \uc124\uba85\uc774 \ud544\uc694\ud558\uc2e0\uac00\uc694?<\/p>\n\n\n\n<p>\ucd94\uac00 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\ub97c \ubc14\ub85c \ubcc0\uacbd\ud558\uc9c0 \uc54a\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \uae30\ubcf8 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\uc5d0\ub294 \ud504\ub86c\ud504\ud2b8\ub97c \uc798 \uc774\ud574\ud558\ub294 \uacbd\uc6b0\ub97c \uc81c\uc678\ud558\uace0\ub294 \uc5c9\ub9dd\uc73c\ub85c \ub9cc\ub4e4\uace0 \uc2f6\uc9c0 \uc54a\uc740 \uc870\uc815 \uc0ac\ud56d\uc774 \ub9ce\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. LLM \uc5d4\uc9c4\uc744 \uc548\ub0b4\ud558\ub294 \ub354 \uc88b\uc740 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud574\uacb0\ud574\uc57c \ud560 \uacfc\uc81c\uc5d0 \uad00\ud55c \ub0b4\uc6a9\uc774\ub77c\uba74 \uc774 \ubaa8\ub4e0 \uc138\ubd80 \uc0ac\ud56d\uc744 \uacfc\uc81c\uc5d0 \ucd94\uac00\ud558\uc138\uc694. \uc791\uc5c5\uc758 \uae38\uc774\uac00 100\ud398\uc774\uc9c0\uc5d0 \ub2ec\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub3c4\uad6c \uc0ac\uc6a9 \ubc29\ubc95\uc5d0 \uad00\ud55c \ub0b4\uc6a9\uc778 \uacbd\uc6b0: \ub3c4\uad6c\uc758 \uc124\uba85 \uc18d\uc131\uc785\ub2c8\ub2e4.<\/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. \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 \ubcc0\uacbd(\uc77c\ubc18\uc801\uc73c\ub85c \uad8c\uc7a5\ud558\uc9c0 \uc54a\uc74c)<\/h3>\n\n\n\n<p>\uc704\uc758 \uc124\uba85\uc73c\ub85c \ucda9\ubd84\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\ub97c \ubcc0\uacbd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc0b4\ud3b4\ubd05\uc2dc\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\ubcf8 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\uc5d0\uc11c\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.CodeAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\ucf54\ub4dc \uc5d0\uc774\uc804\ud2b8<\/a>\u00a0(\uc544\ub798 \ubc84\uc804\uc740 \uc81c\ub85c\uc0f7 \uc608\uc81c\ub97c \uc0dd\ub7b5\ud558\uc5ec \ub2e8\ucd95\ud55c \uac83\uc785\ub2c8\ub2e4.)<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\uc778\uc1c4(\uc5d0\uc774\uc804\ud2b8.\uc2dc\uc2a4\ud15c_\ud504\ub86c\ud504\ud2b8_\ud15c\ud50c\ub9bf)<\/pre>\n\n\n\n<p>\uacb0\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\uadc0\ud558\ub294 \ucf54\ub4dc \ube14\ub86d\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uc791\uc5c5\uc744 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc804\ubb38 \uc870\uc218\uc785\ub2c8\ub2e4. \ucd5c\uc120\uc744 \ub2e4\ud574 \ud574\uacb0\ud574\uc57c \ud558\ub294 \uacfc\uc81c\uac00 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4.\n\uc774\ub97c \uc704\ud574 \uc5ec\ub7ec\ubd84\uc5d0\uac8c\ub294 \ub3c4\uad6c \ubaa9\ub85d\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \uad8c\ud55c\uc774 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \ucf54\ub4dc\ub85c \ud638\ucd9c\ud560 \uc218 \uc788\ub294 Python \ud568\uc218\uc785\ub2c8\ub2e4.\n\uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub824\uba74 '\uc0dd\uac01:', '\ucf54\ub4dc:', '\uad00\ucc30:'\uc758 \uc21c\uc11c\ub85c \uc77c\ub828\uc758 \ub2e8\uacc4\ub97c \uc9c4\ud589\ud558\ub3c4\ub85d \uacc4\ud68d\uc744 \uc138\uc6cc\uc57c \ud569\ub2c8\ub2e4.\n\n\uac01 \ub2e8\uacc4\uc758 '\uc0dd\uac01:' \uc21c\uc11c\uc5d0\uc11c\ub294 \uba3c\uc800 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ucd94\ub860\uacfc \uc0ac\uc6a9\ud558\ub824\ub294 \ub3c4\uad6c\ub97c \uc124\uba85\ud574\uc57c \ud569\ub2c8\ub2e4.\n\uadf8\ub7f0 \ub2e4\uc74c '\ucf54\ub4dc:' \uc21c\uc11c\uc5d0\uc11c \uac04\ub2e8\ud55c Python\uc73c\ub85c \ucf54\ub4dc\ub97c \uc791\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. \ucf54\ub4dc \uc2dc\ud000\uc2a4\ub294 '' \uc2dc\ud000\uc2a4\ub85c \ub05d\ub098\uc57c \ud569\ub2c8\ub2e4.\n\uac01 \uc911\uac04 \ub2e8\uacc4\uc5d0\uc11c 'print()'\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub098\uc911\uc5d0 \ud544\uc694\ud55c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\uadf8\ub7ec\uba74 \uc774\ub7ec\ud55c \uc778\uc1c4 \ucd9c\ub825\uc740 '\uad00\ucc30:' \ud544\ub4dc\uc5d0 \ub098\ud0c0\ub098\uba70, \ub2e4\uc74c \ub2e8\uacc4\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n\ub9c8\uc9c0\ub9c9\uc5d0\ub294 'final_answer' \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc885 \ub2f5\uc744 \ubc18\ud658\ud574\uc57c \ud569\ub2c8\ub2e4.\n\n\ub2e4\uc74c\uc740 \uac1c\ub150 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud55c \uba87 \uac00\uc9c0 \uc608\uc785\ub2c8\ub2e4:\n---\n{examples}\n\n\uc704\uc758 \uc608\ub294 \uc874\uc7ac\ud558\uc9c0 \uc54a\uc744 \uc218\ub3c4 \uc788\ub294 \uac1c\ub150\uc801 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud55c \uac83\uc785\ub2c8\ub2e4. \uc0dd\uc131\ud55c Python \ucf54\ub4dc \uc2a4\ub2c8\ud3ab\uc5d0\uc11c \uacc4\uc0b0\uc744 \uc218\ud589\ud558\ub294 \uac83 \uc678\uc5d0\ub3c4 \uc774\ub7ec\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \uad8c\ud55c\ub9cc \uc788\uc2b5\ub2c8\ub2e4:\n\n{{tool_descriptions}}\n\n{\uad00\ub9ac\ub418\ub294_\uc5d0\uc774\uc804\ud2b8_\uc124\uba85}}\n\n\ub2e4\uc74c\uc740 \uc791\uc5c5\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574 \ud56d\uc0c1 \uc9c0\ucf1c\uc57c \ud560 \uaddc\uce59\uc785\ub2c8\ub2e4:\n1. \ud56d\uc0c1 '\uc0dd\uac01:' \uc2dc\ud000\uc2a4\uc640 '```' \uc2dc\ud000\uc2a4\ub85c \ub05d\ub098\ub294 'Code:\\n```py' \uc2dc\ud000\uc2a4\ub97c \uc81c\uacf5\ud574\uc57c \ud558\uba70, \uadf8\ub807\uc9c0 \uc54a\uc73c\uba74 \uc2e4\ud328\ud569\ub2c8\ub2e4.\n2. \uc815\uc758\ud55c \ubcc0\uc218\ub9cc \uc0ac\uc6a9\ud558\uc138\uc694!\n3. \ud56d\uc0c1 \ub3c4\uad6c\uc5d0 \uc62c\ubc14\ub978 \uc778\uc218\ub97c \uc0ac\uc6a9\ud558\uc138\uc694. 'answer = wiki({'query': \"\uc81c\uc784\uc2a4 \ubcf8\ub4dc\uac00 \uc0ac\ub294 \uacf3\uc740 \uc5b4\ub514\uc778\uac00\uc694?\"})'\uc640 \uac19\uc774 \uc778\uc218\ub97c \ub515\uc154\ub108\ub9ac\ub85c \uc804\ub2ec\ud558\uc9c0 \ub9d0\uace0 'answer = wiki(query=\"\uc81c\uc784\uc2a4 \ubcf8\ub4dc\uac00 \uc0ac\ub294 \uacf3\uc740 \uc5b4\ub514\uc778\uac00\uc694?\")'\uc640 \uac19\uc774 \uc778\uc218\ub97c \uc9c1\uc811 \uc0ac\uc6a9\ud558\uc138\uc694.\n4. \ud2b9\ud788 \ucd9c\ub825 \ud615\uc2dd\uc744 \uc608\uce21\ud560 \uc218 \uc5c6\ub294 \uacbd\uc6b0 \uac19\uc740 \ucf54\ub4dc \ube14\ub85d\uc5d0 \ub108\ubb34 \ub9ce\uc740 \uc21c\ucc28\uc801 \ub3c4\uad6c \ud638\ucd9c\uc744 \uc5f0\uacb0\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc8fc\uc758\ud558\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4, \uac80\uc0c9 \ud638\ucd9c\uc758 \ubc18\ud658 \ud615\uc2dd\uc774 \uc608\uce21\ud560 \uc218 \uc5c6\ub294 \uacbd\uc6b0 \uac19\uc740 \ube14\ub85d\uc5d0 \ucd9c\ub825\uc5d0 \uc758\uc874\ud558\ub294 \ub2e4\ub978 \ub3c4\uad6c \ud638\ucd9c\uc744 \ub450\uc9c0 \ub9d0\uace0 print()\ub85c \uacb0\uacfc\ub97c \ucd9c\ub825\ud558\uc5ec \ub2e4\uc74c \ube14\ub85d\uc5d0\uc11c \uc0ac\uc6a9\ud558\uc138\uc694.\n5. \ud544\uc694\ud560 \ub54c\ub9cc \ub3c4\uad6c\ub97c \ud638\ucd9c\ud558\uace0, \uc774\uc804\uc5d0 \uc815\ud655\ud788 \ub3d9\uc77c\ud55c \ub9e4\uac1c\ubcc0\uc218\ub85c \uc218\ud589\ud55c \ub3c4\uad6c \ud638\ucd9c\uc744 \ub2e4\uc2dc \uc218\ud589\ud558\uc9c0 \ub9c8\uc138\uc694.\n6. \uc0c8 \ubcc0\uc218\uc758 \uc774\ub984\uc744 \ub3c4\uad6c\uc640 \uac19\uc740 \uc774\ub984\uc73c\ub85c \uc9c0\uc815\ud558\uc9c0 \ub9c8\uc138\uc694. \uc608\ub97c \ub4e4\uc5b4 'final_answer'\ub77c\ub294 \ubcc0\uc218\uc758 \uc774\ub984\uc744 \uc9c0\uc815\ud558\uc9c0 \ub9c8\uc138\uc694.\n7. \ucf54\ub4dc\uc5d0 \uac1c\ub150 \ubcc0\uc218\ub97c \ub9cc\ub4e4\uc9c0 \ub9c8\uc138\uc694. \ub85c\uadf8\uc5d0 \uac1c\ub150 \ubcc0\uc218\uac00 \uc788\uc73c\uba74 \uc2e4\uc81c \ubcc0\uc218\uc640 \ud63c\ub3d9\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c \uc808\ub300 \ub9cc\ub4e4\uc9c0 \ub9c8\uc138\uc694.\n8. \ucf54\ub4dc\uc5d0\uc11c \uc784\ud3ec\ud2b8\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc9c0\ub9cc \ub2e4\uc74c \ubaa8\ub4c8 \ubaa9\ub85d\uc5d0\uc11c\ub9cc \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: {{authorized_imports}}\n9. \uc0c1\ud0dc\ub294 \ucf54\ub4dc \uc2e4\ud589 \uac04\uc5d0 \uc9c0\uc18d\ub418\ubbc0\ub85c \ud55c \ub2e8\uacc4\uc5d0\uc11c \ubcc0\uc218\ub97c \ub9cc\ub4e4\uac70\ub098 \ubaa8\ub4c8\uc744 \uac00\uc838\uc628 \uacbd\uc6b0 \ubaa8\ub450 \uc9c0\uc18d\ub429\ub2c8\ub2e4.\n10. \ud3ec\uae30\ud558\uc9c0 \ub9c8\uc138\uc694! \uc5ec\ub7ec\ubd84\uc740 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uac83\uc774\uc9c0 \ud574\uacb0 \ubc29\ubc95\uc744 \uc81c\uc2dc\ud558\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4.\n\n\uc774\uc81c \uc2dc\uc791\ud558\uc138\uc694! \uacfc\uc81c\ub97c \uc62c\ubc14\ub974\uac8c \ud480\uba74 $1,000,000\uc758 \ubcf4\uc0c1\uc744 \ubc1b\uac8c \ub429\ub2c8\ub2e4.<\/pre>\n\n\n\n<p>\ubcf4\uc2dc\ub2e4\uc2dc\ud53c \ub2e4\uc74c\uacfc \uac19\uc740 \uc790\ub9ac \ud45c\uc2dc\uc790\uac00 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;<code>\"{{tool_descriptions}}\"<\/code>\uc0c1\ub2f4\uc6d0 \ucd08\uae30\ud654 \uc2dc \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub41c \ud2b9\uc815 \ub3c4\uad6c \ub610\ub294 \uad00\ub9ac\ub418\ub294 \uc0c1\ub2f4\uc6d0\uc5d0 \ub300\ud55c \uc124\uba85\uc744 \uc0bd\uc785\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ub530\ub77c\uc11c \uc0ac\uc6a9\uc790 \uc815\uc758 \ud504\ub86c\ud504\ud2b8\ub97c \uc778\uc218\ub85c \uc804\ub2ec\ud558\uc5ec \uc774 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf\uc744 \ub36e\uc5b4\uc4f8 \uc218\ub294 \uc788\uc9c0\ub9cc&nbsp;<code>\uc2dc\uc2a4\ud15c_\ud504\ub86c\ud504\ud2b8<\/code>&nbsp;\ub9e4\uac1c\ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\ub824\uba74 \uc0c8 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\uc5d0 \ub2e4\uc74c\uacfc \uac19\uc740 \uc790\ub9ac \ud45c\uc2dc\uc790\uac00 \ud3ec\ud568\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>\"{{tool_descriptions}}\"<\/code>\u00a0\ub97c \ud074\ub9ad\ud558\uc5ec \ub3c4\uad6c \uc124\uba85\uc744 \uc0bd\uc785\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><code>\"{{\uad00\ub9ac\ub418\ub294_\uc5d0\uc774\uc804\ud2b8_\uc124\uba85}}\"<\/code>\u00a0\ub97c \ud074\ub9ad\ud558\uc5ec \uad00\ub9ac\ub418\ub294 \uc0c1\ub2f4\uc6d0\uc5d0 \ub300\ud55c \uc124\uba85\uc774 \uc788\ub294 \uacbd\uc6b0 \uc774\ub97c \uc0bd\uc785\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>For\u00a0<code>\ucf54\ub4dc \uc5d0\uc774\uc804\ud2b8<\/code>\u00a0\ub9cc \ud574\ub2f9\ub429\ub2c8\ub2e4:\u00a0<code>\"{{authorized_imports}}\"<\/code>\u00a0\ub97c \ud074\ub9ad\ud558\uc5ec \uc2b9\uc778\ub41c \uac00\uc838\uc624\uae30 \ubaa9\ub85d\uc744 \uc0bd\uc785\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uadf8\ub7f0 \ub2e4\uc74c \ub2e4\uc74c\uacfc \uac19\uc774 \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8\ub97c \ubcc0\uacbd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">smolagents.prompts\uc5d0\uc11c CODE_SYSTEM_PROMPT\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.\n\n\uc218\uc815\ub41c_\uc2dc\uc2a4\ud15c_\ud504\ub86c\ud504\ud2b8 = CODE_SYSTEM_PROMPT + \"\\n\uc790, \uc5ec\uae30 \uc788\uc2b5\ub2c8\ub2e4!\" <em># \uc5ec\uae30\uc5d0\uc11c \uc2dc\uc2a4\ud15c \ud504\ub86c\ud504\ud2b8 \ubcc0\uacbd<\/em>\n\n\uc5d0\uc774\uc804\ud2b8 = \ucf54\ub4dc\uc5d0\uc774\uc804\ud2b8(\n    tools=[],\n    model=HfApiModel(),\n    \uc2dc\uc2a4\ud15c_\ud504\ub86c\ud504\ud2b8=\uc218\uc815\ub41c_\uc2dc\uc2a4\ud15c_\ud504\ub86c\ud504\ud2b8\n)<\/pre>\n\n\n\n<p>\uc774\ub294\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/v1.2.2\/en\/reference\/agents#smolagents.ToolCallingAgent\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\ub3c4\uad6c \ud638\ucd9c \uc5d0\uc774\uc804\ud2b8<\/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. \ucd94\uac00 \uacc4\ud68d<\/h3>\n\n\n\n<p>\uc800\ud76c\ub294 \uc5d0\uc774\uc804\ud2b8\uac00 \uc77c\ubc18 \uc791\uc5c5 \ub2e8\uacc4 \uc0ac\uc774\uc5d0 \uc815\uae30\uc801\uc73c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \ubcf4\ucda9 \uacc4\ud68d \ub2e8\uacc4\uc5d0 \ub300\ud55c \ubaa8\ub378\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud234 \ud638\ucd9c\uc774 \uc5c6\uc73c\uba70, LLM\uc740 \ub2e8\uc21c\ud788 \uc54c\uace0 \uc788\ub294 \uc0ac\uc2e4 \ubaa9\ub85d\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\uace0 \uc774\ub7ec\ud55c \uc0ac\uc2e4\uc5d0 \ub530\ub77c \ub2e4\uc74c\uc5d0 \uc218\ud589\ud574\uc57c \ud560 \ub2e8\uacc4\ub97c \ubc18\uc601\ud558\ub3c4\ub85d \uc694\uccad\ubc1b\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ubcf5\uc0ac\ub428<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">smolagent\uc5d0\uc11c load_tool, CodeAgent, HfApiModel, DuckDuckGoSearchTool\uc744 \uac00\uc838\uc635\ub2c8\ub2e4.\n\ub2f7\ud150\ube0c\uc774\uc5d0\uc11c load_dotenv\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.\n\nload_dotenv()\n\n<em># \ud5c8\ube0c\uc5d0\uc11c \uac00\uc838\uc624\uae30 \ub3c4\uad6c<\/em>\nimage_\uc0dd\uc131_\ub3c4\uad6c = load_tool(\"m-ric\/text-to-image\", trust_remote_code=True)\n\nsearch_tool = DuckDuckGoSearchTool()\n\n\uc5d0\uc774\uc804\ud2b8 = \ucf54\ub4dc\uc5d0\uc774\uc804\ud2b8(\n    tools=[search_tool],\n    model=HfApiModel(\"Qwen\/Qwen2.5-72B-Instruct\"),\n    planning_interval=3 <em># \uae30\ud68d\uc744 \ud65c\uc131\ud654\ud558\ub294 \uacf3\uc785\ub2c8\ub2e4!<\/em>\n)\n\n<em># \uc2e4\ud589!<\/em>\nresult = agent.run(\n    \"\ucd5c\uace0 \uc18d\ub3c4\ub85c \uce58\ud0c0\uac00 \ud401 \uc54c\ub809\uc0c1\ub4dc\ub974 3\uc138\uc758 \uae38\uc774\ub97c \ub2ec\ub9ac\ub294 \ub370 \uc5bc\ub9c8\ub098 \uac78\ub9b4\uae4c\uc694?\"),\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\/ko\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Tutorials","term_url":"https:\/\/smolagents.org\/ko\/docs-category\/tutorials\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/docs\/589","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/comments?post=589"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/docs\/589\/revisions"}],"predecessor-version":[{"id":590,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/docs\/589\/revisions\/590"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/media?parent=589"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/doc_category?post=589"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ko\/wp-json\/wp\/v2\/doc_tag?post=589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}