{"id":595,"date":"2025-01-11T15:26:47","date_gmt":"2025-01-11T15:26:47","guid":{"rendered":"https:\/\/smolagents.org\/?post_type=docs&#038;p=595"},"modified":"2025-01-11T15:41:43","modified_gmt":"2025-01-11T15:41:43","password":"","slug":"secure-code-execution-of-smolagents","status":"publish","type":"docs","link":"https:\/\/smolagents.org\/ar\/docs\/secure-code-execution-of-smolagents\/","title":{"rendered":"\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0622\u0645\u0646 \u0644\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0633\u0645\u0648\u0644\u0627\u062c\u0646\u062a\u0633"},"content":{"rendered":"<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062c\u062f\u064a\u062f\u064b\u0627 \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u062a\u0623\u0643\u062f \u0623\u0648\u0644\u0627\u064b \u0645\u0646 \u0642\u0631\u0627\u0621\u0629\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/conceptual_guides\/intro_agents\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0645\u0642\u062f\u0645\u0629 \u0644\u0644\u0648\u0643\u0644\u0627\u0621<\/a>\u00a0\u0648\u00a0<a href=\"https:\/\/huggingface.co\/docs\/smolagents\/guided_tour\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u062c\u0648\u0644\u0629 \u0625\u0631\u0634\u0627\u062f\u064a\u0629 \u0641\u064a smolagents<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/secure_code_execution#code-agents\" target=\"_blank\" rel=\"noopener\"><\/a>\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0631\u0645\u0648\u0632<\/h3>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/papers\/2402.01030\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0645\u062a\u0639\u062f\u062f<\/a>\u00a0<a href=\"https:\/\/huggingface.co\/papers\/2411.01747\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0627\u0644\u0628\u062d\u062b<\/a>\u00a0<a href=\"https:\/\/huggingface.co\/papers\/2401.00812\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0627\u0644\u0623\u0648\u0631\u0627\u0642<\/a>\u00a0\u0623\u0638\u0647\u0631\u062a \u0623\u0646 \u062c\u0639\u0644 LLM \u064a\u0643\u062a\u0628 \u0625\u062c\u0631\u0627\u0621\u0627\u062a\u0647 (\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0629) \u0641\u064a \u0634\u064a\u0641\u0631\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0641\u0636\u0644 \u0628\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0642\u064a\u0627\u0633\u064a \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0627\u0629\u060c \u0648\u0627\u0644\u0630\u064a \u064a\u062a\u0645\u062b\u0644 \u0641\u064a \u0645\u062e\u062a\u0644\u0641 \u0623\u0644\u0648\u0627\u0646 \u0627\u0644\u0635\u0646\u0627\u0639\u0629 \u0641\u064a \"\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0639\u0644\u0649 \u0647\u064a\u0626\u0629 JSON \u0644\u0623\u0633\u0645\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627\".<\/p>\n\n\n\n<p>\u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0643\u0648\u062f \u0623\u0641\u0636\u0644\u061f \u062d\u0633\u0646\u0627\u064b\u060c \u0644\u0623\u0646\u0646\u0627 \u0635\u0645\u0645\u0646\u0627 \u0644\u063a\u0627\u062a\u0646\u0627 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062e\u0635\u064a\u0635\u0627\u064b \u0644\u062a\u0643\u0648\u0646 \u0631\u0627\u0626\u0639\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0628\u064a\u0631 \u0639\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0642\u0648\u0645 \u0628\u0647\u0627 \u0627\u0644\u062d\u0627\u0633\u0648\u0628. \u0644\u0648 \u0643\u0627\u0646\u062a \u0645\u0642\u062a\u0637\u0641\u0627\u062a JSON \u0647\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0641\u0636\u0644\u060c \u0644\u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u062d\u0632\u0645\u0629 \u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u0645\u0642\u062a\u0637\u0641\u0627\u062a JSON \u0648\u0644\u0643\u0627\u0646 \u0627\u0644\u0634\u064a\u0637\u0627\u0646 \u064a\u0636\u062d\u0643 \u0639\u0644\u064a\u0646\u0627.<\/p>\n\n\n\n<p>\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0647\u064a \u0645\u062c\u0631\u062f \u0637\u0631\u064a\u0642\u0629 \u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u0639\u0628\u064a\u0631 \u0639\u0646 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631. \u0644\u062f\u064a\u0647\u0627 \u0623\u0641\u0636\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u0643\u064a\u0628:<\/strong>\u00a0\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u062a\u062f\u0627\u062e\u0644 \u0625\u062c\u0631\u0627\u0621\u0627\u062a JSON \u062f\u0627\u062e\u0644 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636\u060c \u0623\u0648 \u062a\u062d\u062f\u064a\u062f \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0625\u062c\u0631\u0627\u0621\u0627\u062a JSON \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u0627\u062d\u0642\u064b\u0627\u060c \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0628\u0647\u0627 \u062a\u062d\u062f\u064a\u062f \u062f\u0627\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u061f<\/li>\n\n\n\n<li><strong>\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a:<\/strong>\u00a0\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0643 \u062a\u062e\u0632\u064a\u0646 \u0645\u062e\u0631\u062c\u0627\u062a \u0625\u062c\u0631\u0627\u0621 \u0645\u062b\u0644\u00a0<code>\u062a\u0648\u0644\u064a\u062f_\u0635\u0648\u0631\u0629<\/code>\u00a0\u0641\u064a JSON\u061f<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0639\u0645\u0648\u0645\u064a\u0629:<\/strong>\u00a0\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0644\u062a\u0639\u0628\u064a\u0631 \u0628\u0628\u0633\u0627\u0637\u0629 \u0639\u0646 \u0623\u064a \u0634\u064a\u0621 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647 \u0639\u0644\u0649 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0645\u062b\u064a\u0644 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u062f\u0631\u064a\u0628 LLM:<\/strong>\u00a0\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u0646\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u0631\u0643\u0629 \u0627\u0644\u062a\u064a \u0623\u062f\u0631\u062c\u062a \u0628\u0627\u0644\u0641\u0639\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0646\u0648\u0639\u064a\u0629 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646\u061f<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0647\u0630\u0627 \u0645\u0648\u0636\u062d \u0641\u064a \u0627\u0644\u0634\u0643\u0644 \u0623\u062f\u0646\u0627\u0647\u060c \u0627\u0644\u0645\u0623\u062e\u0648\u0630 \u0645\u0646\u00a0<a href=\"https:\/\/huggingface.co\/papers\/2402.01030\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u062a\u0633\u062a\u0646\u0628\u0637 \u0648\u0643\u0644\u0627\u0621 LLM \u0623\u0641\u0636\u0644<\/a>.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"2716\" height=\"1154\" src=\"https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1.png\" alt=\"\" class=\"wp-image-596\" srcset=\"https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1.png 2716w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-300x127.png 300w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-1024x435.png 1024w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-768x326.png 768w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-1536x653.png 1536w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-2048x870.png 2048w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-18x8.png 18w, https:\/\/smolagents.org\/wp-content\/uploads\/2025\/01\/code_vs_json_actions-1-360x153.png 360w\" sizes=\"auto, (max-width: 2716px) 100vw, 2716px\" \/><\/figure>\n\n\n\n<p>\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628 \u0631\u0643\u0632\u0646\u0627 \u0639\u0644\u0649 \u0627\u0642\u062a\u0631\u0627\u062d \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0634\u064a\u0641\u0631\u0629\u060c \u0648\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0629 \u0648\u0643\u0644\u0627\u0621 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0628\u0630\u0644 \u062c\u0647\u062f \u0623\u0643\u0628\u0631 \u0641\u064a \u0628\u0646\u0627\u0621 \u0645\u062a\u0631\u062c\u0645\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0622\u0645\u0646\u064a\u0646.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/secure_code_execution#local-python-interpreter\" target=\"_blank\" rel=\"noopener\"><\/a>\u0645\u062a\u0631\u062c\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0645\u062d\u0644\u064a<\/h3>\n\n\n\n<p>\u0628\u0634\u0643\u0644 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u060c \u0641\u0625\u0646&nbsp;<code>CodeAgent<\/code>&nbsp;\u064a\u064f\u0646\u0641\u0650\u0651\u0630 \u0634\u064a\u0641\u0631\u0629 \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 LLM \u0641\u064a \u0628\u064a\u0626\u062a\u0643. \u0644\u0627 \u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630 \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u062a\u0631\u062c\u0645 Python \u0627\u0644\u0641\u0627\u0646\u064a\u0644\u064a\u0627: \u0644\u0642\u062f \u0623\u0639\u062f\u0646\u0627 \u0628\u0646\u0627\u0621&nbsp;<code>LocalPythonInterterterter<\/code>&nbsp;\u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0625\u0644\u0649 \u0627\u0644\u064a\u0627\u0621. \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0647\u0630\u0627 \u0627\u0644\u0645\u062a\u0631\u062c\u0645 \u0627\u0644\u0634\u0641\u0647\u064a \u0644\u0644\u0623\u0645\u0627\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0642\u064a\u064a\u062f \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a \u0628\u0642\u0627\u0626\u0645\u0629 \u062a\u0645 \u062a\u0645\u0631\u064a\u0631\u0647\u0627 \u0635\u0631\u0627\u062d\u0629\u064b \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645<\/li>\n\n\n\n<li>\u0648\u0636\u0639 \u062d\u062f \u0623\u0642\u0635\u0649 \u0644\u0639\u062f\u062f \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0644\u0645\u0646\u0639 \u0627\u0644\u062d\u0644\u0642\u0627\u062a \u0627\u0644\u0644\u0627\u0646\u0647\u0627\u0626\u064a\u0629 \u0648\u062a\u0636\u062e\u0645 \u0627\u0644\u0645\u0648\u0627\u0631\u062f.<\/li>\n\n\n\n<li>\u0644\u0646 \u064a\u0646\u0641\u0630 \u0623\u064a \u0639\u0645\u0644\u064a\u0629 \u063a\u064a\u0631 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u0627\u064b.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0642\u062f \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u062f\u0648\u0646 \u0623\u0646 \u0646\u0644\u0627\u062d\u0638 \u0623\u064a \u0636\u0631\u0631 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0626\u0629.<\/p>\n\n\n\n<p>\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u062d\u0644 \u0644\u064a\u0633 \u0645\u062d\u0643\u0645\u064b\u0627: \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0631\u0621 \u0623\u0646 \u064a\u062a\u062e\u064a\u0644 \u062d\u0627\u0644\u0627\u062a \u064a\u0645\u0643\u0646 \u0641\u064a\u0647\u0627 \u0623\u0646 \u062a\u0636\u0631 \u0628\u064a\u0626\u062a\u0643 \u0628\u062d\u0632\u0645 LLMs \u0627\u0644\u0645\u0636\u0628\u0648\u0637\u0629 \u0628\u062f\u0642\u0629 \u0645\u0646 \u0623\u062c\u0644 \u0623\u0641\u0639\u0627\u0644 \u062e\u0628\u064a\u062b\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0625\u0630\u0627 \u0633\u0645\u062d\u062a \u0628\u062d\u0632\u0645\u0629 \u063a\u064a\u0631 \u0636\u0627\u0631\u0629 \u0645\u062b\u0644&nbsp;<code>\u0648\u0633\u0627\u062f\u0629<\/code>&nbsp;\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u060c \u064a\u0645\u0643\u0646 \u0644\u0645\u062d\u0631\u0643 LLM \u0623\u0646 \u064a\u0648\u0644\u062f \u0622\u0644\u0627\u0641 \u0645\u0646 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062d\u0641\u0648\u0638\u0629 \u0644\u062a\u0636\u062e\u064a\u0645 \u0627\u0644\u0642\u0631\u0635 \u0627\u0644\u0635\u0644\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643. \u0647\u0630\u0627 \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f \u063a\u064a\u0631 \u0645\u062d\u062a\u0645\u0644 \u0625\u0630\u0627 \u0643\u0646\u062a \u0642\u062f \u0627\u062e\u062a\u0631\u062a \u0645\u062d\u0631\u0643 LLM \u0628\u0646\u0641\u0633\u0643\u060c \u0648\u0644\u0643\u0646 \u0642\u062f \u064a\u062d\u062f\u062b \u0630\u0644\u0643.<\/p>\n\n\n\n<p>\u0644\u0630\u0644\u0643 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u062d\u0630\u0631\u0627\u064b\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u064a\u0627\u0631 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0646 \u0628\u0639\u062f \u0627\u0644\u0645\u0648\u0636\u062d \u0623\u062f\u0646\u0627\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/huggingface.co\/docs\/smolagents\/tutorials\/secure_code_execution#e2b-code-executor\" target=\"_blank\" rel=\"noopener\"><\/a>\u0645\u0646\u0641\u0650\u0651\u0630 \u0643\u0648\u062f E2B<\/h3>\n\n\n\n<p>\u0644\u0623\u0642\u0635\u0649 \u0642\u062f\u0631 \u0645\u0646 \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0643\u0627\u0645\u0644\u0646\u0627 \u0645\u0639 E2B \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a \u0628\u064a\u0626\u0629 \u0631\u0645\u0644. \u0647\u0630\u0647 \u062e\u062f\u0645\u0629 \u062a\u0646\u0641\u064a\u0630 \u0639\u0646 \u0628\u064f\u0639\u062f \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 \u0641\u064a \u062d\u0627\u0648\u064a\u0629 \u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062d\u064a\u0644 \u0623\u0646 \u062a\u0624\u062b\u0631 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 \u0628\u064a\u0626\u062a\u0643 \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/p>\n\n\n\n<p>\u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0639\u062f\u0627\u062f \u062d\u0633\u0627\u0628 E2B \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u062a\u0639\u064a\u064a\u0646\u00a0<code>E2B_API_KEY<\/code>\u00a0\u0641\u064a \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0628\u064a\u0626\u062a\u0643. \u062a\u0648\u062c\u0647 \u0625\u0644\u0649\u00a0<a href=\"https:\/\/e2b.dev\/docs\/quickstart\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0644\u0640 E2B<\/a>\u00a0\u0644\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/p>\n\n\n\n<p>\u062b\u0645 \u064a\u0645\u0643\u0646\u0643 \u062a\u062b\u0628\u064a\u062a\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645&nbsp;<code>\u062a\u062b\u0628\u064a\u062a \u0628\u0631\u0646\u0627\u0645\u062c e2b-Code-interterter python-dotenv<\/code>.<\/p>\n\n\n\n<p>\u0623\u0646\u062a \u0627\u0644\u0622\u0646 \u062c\u0627\u0647\u0632!<\/p>\n\n\n\n<p>\u0644\u062a\u0639\u064a\u064a\u0646 \u0645\u0646\u0641\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 E2B\u060c \u0645\u0627 \u0639\u0644\u064a\u0643 \u0633\u0648\u0649 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0639\u0644\u0627\u0645\u0629&nbsp;<code>\u0627\u0633\u062a\u062e\u062f\u0627\u0645_e2b_executor=\u0635\u062d\u064a\u062d<\/code>&nbsp;\u0639\u0646\u062f \u062a\u0647\u064a\u0626\u0629&nbsp;<code>CodeAgent<\/code>. \u0644\u0627\u062d\u0638 \u0623\u0646\u0647 \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0625\u0636\u0627\u0641\u0629 \u062c\u0645\u064a\u0639 \u062a\u0628\u0639\u064a\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0629 \u0641\u064a&nbsp;<code>\u0648\u0627\u0631\u062f\u0627\u062a_\u0645\u0635\u0631\u062d \u0628\u0647\u0627_\u0625\u0636\u0627\u0641\u064a\u0629<\/code>\u0628\u062d\u064a\u062b \u064a\u0642\u0648\u0645 \u0627\u0644\u0645\u0646\u0641\u0630 \u0628\u062a\u062b\u0628\u064a\u062a\u0647\u0627.<\/p>\n\n\n\n<p>\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u0645\u0646 smolagents smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f CodeAgent, VisitWebpageTool, HfApiModel\n\u0648\u0643\u064a\u0644 = CodeAgent(\n    \u0627\u0644\u0623\u062f\u0648\u0627\u062a = [VisitWebpageTool()],\n    \u0627\u0644\u0646\u0645\u0648\u0630\u062c = HfApiModel(),\n    \u0625\u0636\u0627\u0641\u064a_\u0645\u0635\u0631\u062d \u0628\u0647_\u0645\u0633\u062a\u0648\u0631\u062f\u0627\u062a=[\"\u0627\u0644\u0637\u0644\u0628\u0627\u062a\"\u060c \"markdownify\"],\n    use_e2b_executor=\u0635\u062d\u064a\u062d\n)\n\nagent.run(\"\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u064a\u0648\u0627\u0646 \u0627\u0644\u0623\u0644\u064a\u0641 \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u062f\u0649 \u0623\u0628\u0631\u0627\u0647\u0627\u0645 \u0644\u064a\u0646\u0643\u0648\u0644\u0646\u061f\")<\/pre>\n\n\n\n<p>\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 E2B \u063a\u064a\u0631 \u0645\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a - \u0644\u0623\u0646 \u0648\u062c\u0648\u062f \u0648\u0643\u064a\u0644 \u064a\u0633\u062a\u062f\u0639\u064a \u0641\u064a \u0643\u062a\u0644\u0629 \u0634\u064a\u0641\u0631\u0629 \u064a\u0646\u0628\u063a\u064a \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0639\u0646 \u0628\u064f\u0639\u062f \u0647\u0648 \u0623\u0645\u0631 \u0641\u0648\u0636\u0648\u064a. \u0644\u0643\u0646\u0646\u0627 \u0646\u0639\u0645\u0644 \u0639\u0644\u0649 \u0625\u0636\u0627\u0641\u062a\u0647\u0627!<\/p>","protected":false},"excerpt":{"rendered":"<p>If you\u2019re new to building agents, make sure to first read the\u00a0intro to agents\u00a0and the\u00a0guided tour of smolagents. Code agents Multiple\u00a0research\u00a0papers\u00a0have shown that having the LLM write its actions (the tool calls) in code is much better than the current standard format for tool calling, which is across the industry different shades of \u201cwriting actions&#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":[10],"doc_tag":[],"class_list":["post-595","docs","type-docs","status-publish","hentry","doc_category-examples"],"year_month":"2026-04","word_count":647,"total_views":"4364","reactions":{"happy":"0","normal":"0","sad":"0"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/ar\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Examples","term_url":"https:\/\/smolagents.org\/ar\/docs-category\/examples\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/595","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/comments?post=595"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/595\/revisions"}],"predecessor-version":[{"id":597,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/595\/revisions\/597"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/media?parent=595"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_category?post=595"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_tag?post=595"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}