{"id":3587,"date":"2025-05-03T19:05:53","date_gmt":"2025-05-03T16:05:53","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=3587"},"modified":"2025-06-13T08:50:17","modified_gmt":"2025-06-13T05:50:17","slug":"hands-on-multi-agent-llm-restaurant-simulation-with-python-and-openai","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/hands-on-multi-agent-llm-restaurant-simulation-with-python-and-openai\/","title":{"rendered":"\u0645\u062d\u0627\u0643\u0627\u0629 \u0645\u0637\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0639\u0645\u0644\u064a\u064b\u0627\u060c \u0645\u0639 Python \u0648 OpenAI","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0623\u0635\u062f\u0631\u062a OpenAI \u0645\u0644\u0641 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/cdn.openai.com\/business-guides-and-resources\/a-practical-guide-to-building-agents.pdf\">PDF<\/a>\u060c \u0648\u0627\u0644\u062c\u0645\u064a\u0639 \u064a\u062a\u062d\u062f\u062b \u0639\u0646\u0647. \u0647\u0630\u0627 \u0627\u0644\u0645\u0644\u0641 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062f\u0644\u064a\u0644 \u0645\u0646 34 \u0635\u0641\u062d\u0629 \u064a\u0634\u0631\u062d \u0645\u0627\u0647\u064a\u0629 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0644\u0641 PDF \u0642\u0635\u064a\u0631 \u0646\u0633\u0628\u064a\u064b\u0627 \u0648\u0633\u0647\u0644 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0623\u064a\u0636\u064b\u0627 (\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0647\u0646\u062f\u0633 \u0628\u0631\u0645\u062c\u064a\u0627\u062a\/\u0645\u0648\u062c\u0647 \u0644\u0641\u0647\u0645\u0647)\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0634\u0631\u062d \u0641\u064a \u0628\u0636\u0639 \u0643\u0644\u0645\u0627\u062a \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u064a\u0627\u0621:<\/p>\n<p><img decoding=\"async\" class=\"attachment-post-thumbnail size-post-thumbnail not-transparent wp-post-image aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Logo.png\" alt=\"\" width=\"1024\" height=\"1024\" data-has-transparency=\"false\" data-dominant-color=\"747672\" \/><\/p>\n<blockquote><p>.1. \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) <strong>&#8220;\u0647\u0645 \u0623\u0646\u0638\u0645\u0629 \u062a\u0646\u062c\u0632 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644 \u0646\u064a\u0627\u0628\u0629 \u0639\u0646\u0643.&#8221;<\/strong><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u064b\u0627\u060c \u0623\u0644\u064a\u0633\u062a \u0647\u0630\u0647 \u0645\u062c\u0631\u062f \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0628\u0633\u064a\u0637\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u064a\u062a\u0645 \u0627\u0633\u062a\u062f\u0639\u0627\u0624\u0647\u0627 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API)\u061f \u062d\u0633\u0646\u064b\u0627\u060c \u0646\u0639\u0645 \u0648\u0644\u0627. \u0623\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0646\u0641\u0633 \u0646\u0645\u0648\u0630\u062c (\u0646\u0645\u0627\u0630\u062c) \u0625\u0643\u0645\u0627\u0644 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0644\u0630\u0627 \u0641\u0647\u064a \u0643\u0630\u0644\u0643 \u0646\u0648\u0639\u064b\u0627 \u0645\u0627\u060c <strong><em>\u0648\u0644\u0643\u0646<\/em><\/strong> \u0627\u0644\u0645\u0642\u0635\u0648\u062f \u0628\u0647\u0627 \u0647\u0648 \u0625\u0646\u0634\u0627\u0621 \u0625\u062c\u0631\u0627\u0621 \u0645\u062d\u062f\u062f. \u0645\u0627 \u0623\u0639\u0646\u064a\u0647 \u0628\u0630\u0644\u0643 \u0647\u0648 \u0623\u0646 \u0646\u0627\u062a\u062c \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 <strong>\u064a\u062c\u0628 \u0623\u0646 \u064a\u064f\u062a\u0631\u062c\u0645 \u0625\u0644\u0649 \u0646\u0627\u062a\u062c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/strong> \u0641\u064a \u0646\u0638\u0627\u0645\u0643. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0646\u0627\u062a\u062c \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u064a\u0642\u0648\u0644 &#8220;\u0645\u0639\u0643\u0631\u0648\u0646\u0629 \u0633\u0628\u0627\u063a\u064a\u062a\u064a&#8221;\u060c \u0641\u0633\u064a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 &#8220;\u0645\u0639\u0643\u0631\u0648\u0646\u0629 \u0633\u0628\u0627\u063a\u064a\u062a\u064a&#8221; \u0625\u0644\u0649 \u0645\u0633\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u060c \u0648\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0633\u064a\u0631\u0627\u0647\u0627 \u0634\u062e\u0635 \u0645\u0627 \u0633\u064a\u0642\u0648\u0645 \u0628\u0637\u0647\u064a \u0645\u0639\u0643\u0631\u0648\u0646\u0629 \u0633\u0628\u0627\u063a\u064a\u062a\u064a (\u062a\u0646\u0628\u064a\u0647).<\/p>\n<blockquote><p>2. \u062a\u062a\u0643\u0627\u0645\u0644 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0645\u0639 <strong>\u0627\u0644\u0648\u0638\u0627\u0626\u0641 (\u0627\u0644\u0623\u062f\u0648\u0627\u062a)<\/strong><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0623\u062a\u062d\u062f\u062b \u0647\u0646\u0627 \u0639\u0646 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0627\u0644\u0630\u064a \u062a\u0637\u0631\u062d \u0641\u064a\u0647 \u0633\u0624\u0627\u0644\u0627\u064b \u0639\u0644\u0649 ChatGPT\u060c \u0641\u064a\u0633\u062a\u062f\u0639\u064a \u0645\u064f\u0646\u0634\u0626 \u0627\u0644\u0635\u0648\u0631\/\u0628\u0627\u062d\u062b \u0627\u0644\u0648\u064a\u0628\/\u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647. \u0647\u0648 \u064a\u0633\u062a\u062e\u062f\u0645 \u062f\u0627\u062e\u0644\u064a\u064b\u0627 \u0648\u0638\u064a\u0641\u0629 \u062a\u064f\u0633\u0645\u0649 \u0623\u062f\u0627\u0629\u060c \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 \u0645\u0637\u0627\u0644\u0628\u062a\u0643. \u0627\u0644\u0622\u0646\u060c \u0645\u064f\u0646\u0634\u0626 \u0627\u0644\u0635\u0648\u0631 \u0647\u0648 \u0648\u0638\u064a\u0641\u0629 \u0645\u0636\u0645\u0646\u0629\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 <strong>\u0648\u0638\u064a\u0641\u062a\u0643 (\u0623\u062f\u0627\u062a\u0643)<\/strong>\u060c \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u062a\u062d\u062f\u064a\u062f\u0647\u0627 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0645\u0647\u0645\u062a\u0643. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062f\u0645\u062c \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0647\u064a \u0645\u0627 \u064a\u0645\u0646\u062d \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) \u0645\u0631\u0648\u0646\u0629 \u0648\u0642\u0648\u0629 \u0643\u0628\u064a\u0631\u062a\u064a\u0646 \u0641\u064a \u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<p>&nbsp;<\/p>\n<blockquote><p>3. \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) <strong>\u0628\u0634\u0643\u0644 \u0645\u062a\u062a\u0627\u0644\u064a.<\/strong><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0643 \u0625\u0645\u0627 \u062f\u0645\u062c \u0648\u0643\u064a\u0644 \u0648\u0627\u062d\u062f \u0648\u062a\u0632\u0648\u064a\u062f\u0647 \u0628\u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 <strong><em>\u0623\u0648<\/em><\/strong> \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0645\u062a\u062e\u0635\u0635\u064a\u0646\u060c \u0648\u0647\u0648 \u0645\u0627 \u0633\u0646\u0641\u0639\u0644\u0647 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 (\u062a\u0644\u0645\u064a\u062d \u0622\u062e\u0631!).<\/p>\n<p class=\"wp-block-paragraph\">\u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0644\u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u062a\u0628\u0631 \u0645\u0648\u0636\u0648\u0639 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0647\u0630\u0627 \u0645\u0647\u0645\u064b\u0627 \u062c\u062f\u064b\u0627 \u0644\u0623\u064a \u0634\u062e\u0635 \u0622\u062e\u0631\u061f<br \/>\n\u062d\u0633\u0646\u064b\u0627\u060c \u0644\u0623\u0646 \u0647\u0630\u0627 \u064a\u0645\u062b\u0644 \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629 \u062a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0648\u0641\u064a\u0631 \u0641\u0627\u0626\u062f\u0629 \u0644\u0646\u0645\u0627\u0630\u062c Open AI. \u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0623\u0645\u0631: \u0627\u0644\u0622\u0646 \u062a\u0648\u0641\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) <strong>\u0645\u062e\u0631\u062c\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630.<\/strong> \u0644\u0630\u0627\u060c \u0644\u0627 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u062e\u064a\u0631\u0629 \u0645\u0646 \u0645\u0633\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629\u061b \u0628\u0644 \u064a\u062a\u0639\u0644\u0642 \u0627\u0644\u0623\u0645\u0631 <strong>\u0628\u062f\u0645\u062c \u0645\u0633\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0628\u0623\u0643\u0645\u0644\u0647 \u0645\u0639 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents)<\/strong> \u0644\u062a\u062d\u0633\u064a\u0646 \u062c\u0648\u062f\u0629 \u0645\u0633\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 \u0628\u0623\u0643\u0645\u0644\u0647.<\/p>\n<p class=\"wp-block-paragraph\">\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0646\u064a \u0623\u062d\u0627\u0648\u0644 \u0634\u0631\u062d \u0630\u0644\u0643 \u0628\u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0623\u0639\u062a\u0642\u062f \u0623\u0646\u0647 \u0645\u0646 \u0627\u0644\u0623\u0633\u0647\u0644 \u0623\u0646 \u0623\u0648\u0636\u062d \u0644\u0643 \u0630\u0644\u0643 \u0639\u0645\u0644\u064a\u064b\u0627. \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0646\u0627 \u0646\u062a\u062d\u062f\u062b \u0639\u0646 <strong>\u0645\u0637\u0639\u0645\u060c<\/strong> \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u062d\u062a\u0648\u064a \u0627\u0644\u0645\u0637\u0639\u0645 \u0627\u0644\u0639\u0627\u062f\u064a \u0639\u0644\u0649 \u0645\u0633\u0627\u0631 \u0639\u0645\u0644 \u0637\u0628\u064a\u0639\u064a \u0648\u0648\u0627\u0636\u062d \u062c\u062f\u064b\u0627: \u062a\u0646\u062a\u0638\u0631 \u0641\u064a \u0627\u0644\u0635\u0641\u060c \u0648\u062a\u0637\u0644\u0628 \u0637\u0639\u0627\u0645\u0643\u060c \u0648\u062a\u0646\u062a\u0638\u0631 \u0637\u0639\u0627\u0645\u0643\u060c \u0648\u062a\u0623\u0643\u0644\u060c \u0648\u062a\u063a\u0627\u062f\u0631. \u0627\u0644\u0622\u0646\u060c \u0625\u0630\u0627 \u062a\u0631\u062c\u0645\u0646\u0627 \u0647\u0630\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0647\u062c &#8220;\u0627\u0644\u0648\u0643\u064a\u0644&#8221;\u060c \u0641\u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u062d\u062f\u064a\u062f \u062b\u0644\u0627\u062b\u0629 \u0648\u0643\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">\u0648\u0643\u064a\u0644 <strong>\u0627\u0644\u0639\u0645\u064a\u0644<\/strong> \u0647\u0648 \u0648\u0643\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agent) \u0627\u0644\u0630\u064a \u064a\u0637\u0644\u0628 \u0627\u0644\u0637\u0639\u0627\u0645 \u0623\u0648 \u064a\u0637\u0644\u0628 \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0645\u0646 \u0627\u0644\u0646\u0627\u062f\u0644.<\/li>\n<li class=\"wp-block-list-item\">\u0648\u0643\u064a\u0644 <strong>\u0627\u0644\u0646\u0627\u062f\u0644<\/strong> \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM) \u064a\u062c\u0645\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u064a\u0642\u062f\u0645 \u0627\u0644\u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629.<\/li>\n<li class=\"wp-block-list-item\">\u0648\u0643\u064a\u0644 <strong>\u0627\u0644\u062a\u0631\u0641\u064a\u0647<\/strong> \u0647\u0648 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM) \u064a\u0647\u062f\u0641 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0634\u0643\u0627\u0648\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u062a\u062e\u0628\u0631\u0643 OpenAI \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0628\u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0644\u0643\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0633\u0647\u0644 \u0646\u0633\u0628\u064a\u064b\u0627\u061b \u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u063a\u064a\u0631 \u0630\u0644\u0643\u060c \u0623\u0644\u064a\u0633 \u0643\u0630\u0644\u0643\u061f<\/p>\n<p class=\"wp-block-paragraph\">\u0646\u062d\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0646\u0641\u064a\u0630 <strong>\u0627\u0644\u0645\u0637\u0639\u0645<\/strong>\u060c \u0648\u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 <strong>\u0637\u0631\u064a\u0642\u0629 \u0642\u0627\u0626\u0645\u0629 \u0627\u0646\u062a\u0638\u0627\u0631<\/strong>\u060c \u062d\u064a\u062b \u064a\u062c\u0644\u0633 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u062f\u0649 \u0627\u0632\u062f\u062d\u0627\u0645 \u0627\u0644\u0645\u0637\u0639\u0645\u060c \u0648\u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 <strong>\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0637\u0639\u0627\u0645<\/strong>\u060c \u0648\u0645\u062d\u0627\u0643\u0627\u0629 <strong>\u0648\u0642\u062a \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631<\/strong>\u060c \u0648\u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0643\u0644 \u0634\u064a\u0621 \u064a\u0639\u0645\u0644\u060c <em>\u062b\u0645<\/em> <em>\u0628\u0639\u062f \u0630\u0644\u0643 \u0641\u0642\u0637<\/em> \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u0648\u0635\u064a\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u062f\u0627\u0626\u0645\u064b\u0627:<\/p>\n<p>&nbsp;<\/p>\n<blockquote><p>\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0642\u0648\u064a\u060c \u0634\u0631\u0637 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0641\u064a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0635\u062d\u064a\u062d.<\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u064b\u0627\u060c \u0642\u0628\u0644 \u0623\u0646 \u0646\u0635\u0644 \u0625\u0644\u0649 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0645\u062b\u064a\u0631 \u062d\u0648\u0644 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (agents)\u060c \u0633\u062a\u0634\u0627\u0647\u062f \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 (System Design)<\/strong> \u0644\u0645\u0637\u0639\u0645 \u0648\u0643\u064a\u0644 LLM. \u0641\u0643\u0631\u0629 \u0628\u062f\u0648\u0646 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0645\u062c\u0631\u062f \u0645\u062e\u0637\u0637 \u0628\u0627\u0644\u0642\u0644\u0645 \u0648\u0627\u0644\u0648\u0631\u0642\u0629 (\u0623\u0648 \u0628\u0627\u0644\u0623\u062d\u0631\u0649 \u0628\u0627\u0644\u0645\u0627\u0648\u0633 \u0648 PowerPoint) \u0644\u0644\u0645\u0634\u0631\u0648\u0639.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u062a\u0646\u0641\u064a\u0630 \u0645\u0637\u0639\u0645 \u0628\u062f\u0648\u0646 \u0648\u0643\u064a\u0644 (Agent-free Restaurant implementation).<\/strong> \u0628\u0633\u064a\u0637 \u0648\u0645\u0628\u0627\u0634\u0631\u060c \u0641\u0642\u0637 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0644\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u062a\u0646\u0641\u064a\u0630 \u0645\u0637\u0639\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 (Agent Restaurant implementation).<\/strong> \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0648\u0645\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u0639\u0631\u0636\u0647 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0646\u0647\u0627\u0626\u064a\u0629.<\/strong><\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u064a\u0628\u062f\u0648 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0627\u0644\u0643\u062b\u064a\u0631 \u0644\u062a\u063a\u0637\u064a\u062a\u0647. \u0625\u0644\u0649 \u0627\u0644\u0645\u062e\u062a\u0628\u0631! \ud83e\uddea<\/p>\n<h2 class=\"wp-block-heading\">1. \u062a\u0635\u0645\u064a\u0645 \u0646\u0638\u0627\u0645 \u0645\u0637\u0639\u0645: \u062f\u0644\u064a\u0644 \u0627\u0644\u062e\u0628\u0631\u0627\u0621<\/h2>\n<blockquote><p>\u0645\u0644\u0627\u062d\u0638\u0629: \u0625\u0630\u0627 \u0643\u0646\u062a \u0642\u062f \u0623\u062c\u0631\u064a\u062a \u0628\u0639\u0636 \u0627\u0644\u062c\u0648\u0644\u0627\u062a \u0627\u0644\u0641\u0646\u064a\u0629\u060c \u0641\u0633\u062a\u062c\u062f \u0623\u0646 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0638\u0627\u0645 \u0647\u0630\u0627 \u0633\u0647\u0644 \u0644\u0644\u063a\u0627\u064a\u0629. \u0627\u0644\u0647\u062f\u0641 \u0645\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0644\u064a\u0633 \u0639\u0631\u0636 \u0643\u0644 \u062c\u0632\u0621 \u0645\u0646 \u0646\u0638\u0627\u0645 \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0628\u0634\u0643\u0644 \u0634\u0627\u0645\u0644 (\u0643\u0645\u0627 \u064a\u0633\u0623\u0644\u0648\u0646\u0643 \u0641\u064a \u0645\u0642\u0627\u0628\u0644\u0629 \u0645\u062f\u062a\u0647\u0627 15 \u062f\u0642\u064a\u0642\u0629 \ud83d\ude43)\u060c \u0648\u0644\u0643\u0646\u0647 \u0645\u062c\u0631\u062f \u062a\u0642\u062f\u064a\u0645 \u0628\u0639\u0636 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u062d\u0648\u0644 \u0645\u0627 \u0633\u0646\u0641\u0639\u0644\u0647 \u0628\u0639\u062f \u0630\u0644\u0643.<\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0646\u0627 \u0628\u0647\u0627 \u062a\u0635\u0648\u0631 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0645\u0637\u0639\u0645\u060c \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM)\u060c \u0645\u0644\u062e\u0635\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0635\u0648\u0631\u0629:<\/p>\n<p><img decoding=\"async\" class=\"wp-image-602073 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/System_design-1024x666-1.png\" alt=\"\" \/ width=\"1024\" height=\"666\"><\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0646\u064a \u0623\u0634\u0631\u062d:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>Restaurant()<\/strong> \u0648 <strong>Menu()<\/strong> \u0647\u0645\u0627 \u0641\u0626\u062a\u0627\u0646 (classes). \u0646\u0642\u0648\u0645 \u0628\u062a\u0639\u0631\u064a\u0641\u0647\u0645\u0627\u060c \u0648\u0633\u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062f \u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0627\u0648\u0644\u0627\u062a \u0648\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0646\u0638\u0627\u0645 \u062f\u0627\u062e\u0644 \u0627\u0644\u0641\u0626\u0627\u062a \u0648\u062a\u062d\u062f\u064a\u062b\u0647\u0627 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u064b\u0627.<\/li>\n<li class=\"wp-block-list-item\">\u0633\u064a\u062a\u0639\u064a\u0646 \u0639\u0644\u0649 <strong>\u0627\u0644\u0639\u0645\u064a\u0644 \u0627\u0644\u062c\u062f\u064a\u062f<\/strong> \u0627\u0644\u0645\u0631\u0648\u0631 \u0639\u0628\u0631 \u0622\u0644\u064a\u0629 \u062c\u0644\u0648\u0633. \u0625\u0630\u0627 \u0643\u0627\u0646 \u0628\u0625\u0645\u0643\u0627\u0646\u0647\u0645 \u0627\u0644\u062c\u0644\u0648\u0633 (\u0639\u062f\u062f \u0643\u0627\u0641\u064d \u0645\u0646 \u0627\u0644\u0637\u0627\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629)\u060c \u0641\u0647\u0630\u0627 \u0631\u0627\u0626\u0639\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0647\u0645 \u0628\u0627\u0644\u062c\u0644\u0648\u0633\u061b \u0648\u0625\u0644\u0627\u060c \u0633\u064a\u0646\u062a\u0638\u0631 \u0627\u0644\u0639\u0645\u064a\u0644 \u0641\u064a \u0627\u0644\u0635\u0641 (\u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631).<\/li>\n<li class=\"wp-block-list-item\">\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u0645\u064a\u0644 <strong>\u0627\u0644\u062c\u0627\u0644\u0633<\/strong>\u060c \u0633\u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0646\u0627\u062f\u0644 \u064a\u0633\u0645\u062d \u0644\u0647\u0645 \u0628\u0637\u0644\u0628 \u0627\u0644\u0637\u0639\u0627\u0645. \u064a\u0645\u0643\u0646\u0647\u0645 &#8220;\u0627\u0644\u0634\u0643\u0648\u0649&#8221; \u0648\u0627\u0644\u0633\u0624\u0627\u0644 \u0639\u0646 \u0627\u0644\u0645\u062f\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u0633\u062a\u063a\u0631\u0642\u0647\u0627 \u0627\u0644\u0637\u0639\u0627\u0645 \u0628\u0639\u062f \u0637\u0644\u0628\u0647.<\/li>\n<li class=\"wp-block-list-item\">\u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0623\u0634\u062e\u0627\u0635 <strong>\u0627\u0644\u0645\u0646\u062a\u0638\u0631\u064a\u0646 \u0641\u064a \u0627\u0644\u0635\u0641<\/strong> \u0641\u0639\u0644 \u0627\u0644\u0643\u062b\u064a\u0631\u060c \u0644\u0643\u0646 \u064a\u0645\u0643\u0646\u0647\u0645 &#8220;\u0627\u0644\u0634\u0643\u0648\u0649&#8221; \u0623\u064a\u0636\u064b\u0627 \u0648\u0627\u0644\u0633\u0624\u0627\u0644 \u0639\u0646 \u0627\u0644\u0645\u062f\u0629 \u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0639\u064a\u0646 \u0639\u0644\u064a\u0647\u0645 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0641\u064a\u0647\u0627 \u0641\u064a \u0627\u0644\u0635\u0641 \u0642\u0628\u0644 \u0623\u0646 \u064a\u062a\u0645\u0643\u0646\u0648\u0627 \u0645\u0646 \u0627\u0644\u062c\u0644\u0648\u0633.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0625\u0630\u0627 \u0641\u0643\u0631\u062a \u0641\u064a \u0627\u0644\u0623\u0645\u0631\u060c \u0641\u0623\u0646\u062a \u0644\u0633\u062a <em>\u0628\u062d\u0627\u062c\u0629<\/em> \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 \u0643\u0628\u064a\u0631 (LLM) \u0644\u0647\u0630\u0627 \u0627\u0644\u063a\u0631\u0636. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u062d\u0633\u0627\u0628 \u0648\u0642\u062a \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u0633\u0628\u0642\u064b\u0627 \u062b\u0645 \u062a\u0648\u0635\u064a\u0644\u0647 \u0628\u0633\u0644\u0633\u0644\u0629 \u0645\u0646\u0633\u0642\u0629 \u0648\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627. \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0626\u0645\u0629 \u0628\u0633\u064a\u0637\u0629 \u0644\u062c\u0645\u0639 \u0627\u0644\u0637\u0644\u0628\u0627\u062a (\u0645\u062b\u0644 \u0643\u0634\u0643 \u0645\u0627\u0643\u062f\u0648\u0646\u0627\u0644\u062f\u0632 \u0627\u0644\u0622\u0644\u064a) \u0648\u0627\u0644\u0627\u0646\u062a\u0647\u0627\u0621 \u0645\u0646 \u0627\u0644\u0623\u0645\u0631. \u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0641\u0639\u0644 \u0630\u0644\u0643\u060c \u0648\u0644\u0643\u0646 \u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0623\u0645\u0631.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0627\u0630\u0627 \u0644\u0648 \u0623\u0631\u0627\u062f \u0627\u0644\u0639\u0645\u064a\u0644 \u0637\u0644\u0628 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0637\u0639\u0627\u0645 <strong>\u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631<\/strong>\u061f \u0645\u0627\u0630\u0627 \u0644\u0648 \u0643\u0627\u0646\u0648\u0627 <strong>\u0645\u062a\u0631\u062f\u062f\u064a\u0646<\/strong> \u0628\u0634\u0623\u0646 \u0627\u0644\u0637\u0639\u0627\u0645\u061f \u0645\u0627\u0630\u0627 \u0644\u0648 \u0623\u0631\u0627\u062f\u0648\u0627 \u0645\u0639\u0631\u0641\u0629 <strong>\u0623\u0634\u0647\u0649 \u062e\u064a\u0627\u0631 \u0646\u0628\u0627\u062a\u064a<\/strong> \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0637\u0639\u0627\u0645\u061f \u0645\u0627\u0630\u0627 \u0644\u0648 \u0623\u0631\u0627\u062f\u0648\u0627 <strong>\u0646\u0628\u064a\u0630\u064b\u0627 \u062c\u064a\u062f\u064b\u0627 \u0628\u0633\u0639\u0631 \u0645\u0639\u0642\u0648\u0644<\/strong>\u061f \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0645\u0627 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u062a\u0639\u0631\u064a\u0641 \u0637\u0631\u0642 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0644\u0643\u0644 \u0633\u064a\u0646\u0627\u0631\u064a\u0648 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a\u060c \u0648\u0625\u0636\u0627\u0639\u0629 \u0648\u0642\u062a\u0646\u0627 \u0648\u0623\u0645\u0648\u0627\u0644\u0646\u0627\u060c \u0623\u0648 \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0647\u0630\u0627 \u0645\u0627 \u062a\u062f\u0648\u0631 \u062d\u0648\u0644\u0647 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629. \u0625\u0630\u0627 \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM Agents)\u060c \u0641\u0633\u062a\u0643\u0648\u0646 \u0644\u062f\u064a\u0646\u0627 \u0641\u0631\u0635\u0629 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0644 \u0647\u0630\u0647 \u0627\u0644\u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0648\u0627\u062d\u062f\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0625\u0630\u0627 \u062a\u0639\u0644\u0645\u062a \u0634\u064a\u0626\u064b\u0627 \u0645\u0627\u060c \u0641\u0647\u0648 \u0623\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u064a\u062c\u0628 \u0623\u0646 \u062a\u062a\u0645 <strong><em>\u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629<\/em><\/strong>. \u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 <strong>\u0647\u064a\u0643\u0644 \u0639\u0638\u0645\u064a<\/strong> \u0644\u0646\u0645\u0648\u0630\u062c\u0643\u060c \u062b\u0645 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0632\u062e\u0627\u0631\u0641 \u0648\u0627\u0644\u0643\u0645\u0627\u0644\u064a\u0627\u062a. \u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u0633\u0646\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0633\u062e\u0629 \u062e\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0646 \u0627\u0644\u0645\u0646\u062a\u062c \u0623\u0639\u0644\u0627\u0647. \u0633\u064a\u062d\u062a\u0648\u064a \u0647\u0630\u0627 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u0645\u0628\u0633\u0637 \u0639\u0644\u0649 \u0646\u0638\u0627\u0645 \u0642\u0627\u0626\u0645\u0629 \u0627\u0646\u062a\u0638\u0627\u0631 \u064a\u062d\u0633\u0628 \u0648\u0642\u062a \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0648\u062a\u0646\u0641\u064a\u0630 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0637\u0639\u0627\u0645\u060c \u0644\u0630\u0644\u0643 \u0633\u064a\u0639\u0645\u0644 \u0643\u0644 \u0634\u064a\u0621 \u0628\u0633\u0644\u0627\u0633\u0629 \u062f\u0648\u0646 \u0623\u064a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0628\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0629\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0648\u0636\u0639 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0641\u064a \u0627\u0644\u0623\u0645\u0627\u0643\u0646 \u0627\u0644\u062a\u064a \u0646\u0627\u0642\u0634\u0646\u0627\u0647\u0627 \u0648\u0623\u0638\u0647\u0631\u0646\u0627\u0647\u0627 \u0623\u0639\u0644\u0627\u0647 (\u0627\u0644\u0639\u0645\u064a\u0644\u060c \u0648\u0627\u0644\u0645\u0636\u064a\u0641\u060c \u0648\u0627\u0644\u0646\u0627\u062f\u0644).<\/p>\n<h2 class=\"wp-block-heading\">2. \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0628\u062f\u0648\u0646 \u0648\u0643\u064a\u0644 (Agent Free Implementation)<\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u062f\u0627\u0626\u0645\u064b\u0627 \u062a\u0628\u0633\u064a\u0637 \u0643\u0644 \u0634\u064a\u0621 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646 \u0641\u064a \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u060c \u0648\u062a\u0631\u0643 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0644\u0644\u062e\u0644\u0641\u064a\u0629. \u064a\u0645\u0643\u0646 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0628\u062f\u0648\u0646 \u0648\u0643\u064a\u0644 (Agent Free Implementation) \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0643\u0648\u062f.<\/p>\n<pre>import random\r\nimport time\r\nimport math\r\nimport sys\r\nfrom utils import *\r\nfrom constants import *\r\nfrom naive_models import *\r\n\r\nif __name__ == \"__main__\":\r\nrandom.seed(42)\r\nmenu = preprocess_menu(MENU_FILE, eat_time_factor=0.5)\r\nR = Restaurant(\r\nnum_tables=2,\r\narrival_prob=0.7,\r\ntick_length=1,\r\nreal_pause=5.0,\r\nquery_prob=0.4,\r\nmenu=menu\r\n)\r\nR.run(total_time=60)<\/pre>\n<p class=\"wp-block-paragraph\">\u0643\u0645\u0627 \u0646\u0631\u0649\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u063a\u064a\u064a\u0631:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>num_tables<\/strong>\u061b \u0639\u062f\u062f \u0627\u0644\u0637\u0627\u0648\u0644\u0627\u062a \u0641\u064a \u0645\u0637\u0639\u0645\u0646\u0627.<\/li>\n<li class=\"wp-block-list-item\"><strong>arrival_prob<\/strong>\u061b \u0647\u0648 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u0635\u0648\u0644 \u0639\u0645\u064a\u0644 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 \u0632\u0645\u0646\u064a\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>tick<\/strong>\u061b \u0647\u0648 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629 \u0644\u0645\u062d\u0627\u0643\u0627\u062a\u0646\u0627.<\/li>\n<li class=\"wp-block-list-item\"><strong>pause<\/strong>\u061b \u064a\u0646\u0638\u0645 \u0648\u0638\u064a\u0641\u0629 time.sleep()\u060c \u0648\u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0645\u062d\u0627\u0643\u0627\u0629 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0637\u0639\u0645 \u062d\u0642\u064a\u0642\u064a.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u064a\u062a\u0645 \u0643\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0645\u0644\u0641 <strong>naive_models.py<\/strong>\u060c \u0627\u0644\u0645\u0648\u062c\u0648\u062f <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"#\">\u0647\u0646\u0627<\/a>.<\/p>\n<pre>import random\r\nimport time\r\nimport math\r\nimport sys\r\nfrom utils import *\r\nfrom constants import *\r\n\r\nclass Table:\r\ndef __init__(self, id, capacity=1):\r\nself.id = id\r\nself.capacity = capacity\r\nself.is_free = True\r\nself.cust_id = None\r\nself.plate = None\r\nself.cooking_complete_at = None\r\nself.leave_at = None\r\n\r\ndef seat(self, cust_id, clock, plate, cook_time, eat_time):\r\nself.is_free = False\r\nself.cust_id = cust_id\r\nself.plate = plate\r\nself.cooking_complete_at = clock + cook_time\r\nself._scheduled_eat_time = eat_time\r\nmsg = (\r\nf\"[{clock:04}m] \ud83e\ude91 Seated customer {cust_id} at T{self.id} \"\r\nf\"ordering {plate!r} (cook {cook_time}m, eat {eat_time}m)\"\r\n)\r\nprint(msg); sys.stdout.flush()\r\n\r\ndef start_eating(self, clock):\r\nself.leave_at = clock + self._scheduled_eat_time\r\nmsg = (\r\nf\"[{clock:04}m] \ud83c\udf7d\ufe0f Customer {self.cust_id} at T{self.id} \"\r\nf\"starts eating their {self.plate!r} (leaves at {self.leave_at}m)\"\r\n)\r\nprint(msg); sys.stdout.flush()\r\n\r\ndef depart(self, clock):\r\nmsg = (\r\nf\"[{clock:04}m] \ud83d\udcb8 Customer {self.cust_id} finished their \"\r\nf\"{self.plate!r} and left T{self.id}\"\r\n)\r\nprint(msg); sys.stdout.flush()\r\nself.is_free = True\r\nself.cust_id = None\r\nself.plate = None\r\nself.cooking_complete_at = None\r\nself.leave_at = None\r\n\r\nclass Restaurant:\r\ndef __init__(self, num_tables, arrival_prob=0.33,\r\ntick_length=1, real_pause=0.5, menu=None,\r\nquery_prob=0.0):\r\nself.tables = [Table(i) for i in range(num_tables)]\r\n# queue holds only customer IDs\r\nself.queue = []\r\nself.clock = 0\r\nself.next_cust_id = 1\r\nself.arrival_prob = arrival_prob\r\nself.tick = tick_length\r\nself.pause = real_pause\r\nself.menu = menu or [\r\n(\"Burger\", 2, 4),\r\n(\"Pasta\", 3, 5),\r\n(\"Salad\", 1, 2),\r\n(\"Steak\", 4, 6),\r\n(\"Soup\", 1, 3),\r\n]\r\nself.query_prob = query_prob\r\n\r\ntotal = sum(c + e for _, c, e in self.menu)\r\nself.avg_service_time = total \/ len(self.menu)\r\n\r\ndef open_tables(self):\r\nreturn [t for t in self.tables if t.is_free]\r\n\r\ndef _pick_dish(self):\r\nreturn random.choice(self.menu)\r\n\r\ndef arrive(self):\r\nif random.random() &lt; self.arrival_prob:\r\ncid = self.next_cust_id\r\nself.next_cust_id += 1\r\nfree = self.open_tables()\r\nif free:\r\n# pick dish only when seating immediately\r\nplate, cook_time, eat_time = self._pick_dish()\r\ntable = min(free, key=lambda t: t.capacity)\r\ntable.seat(cid, self.clock, plate, cook_time, eat_time)\r\nelse:\r\nself.queue.append(cid)\r\nprint(f\"[{self.clock:04}m] \u23f3 Queued customer {cid} (waiting)\")\r\n\r\ndef process_cooking(self):\r\nfor t in self.tables:\r\nif (not t.is_free\r\nand t.cooking_complete_at is not None\r\nand t.cooking_complete_at &lt;= self.clock\r\nand t.leave_at is None):\r\nt.start_eating(self.clock)\r\n\r\ndef process_departures(self):\r\nfor t in self.tables:\r\nif (not t.is_free\r\nand t.leave_at is not None\r\nand t.leave_at &lt;= self.clock):\r\nt.depart(self.clock)\r\n\r\ndef seat_from_queue(self):\r\nwhile self.queue and self.open_tables():\r\ncid = self.queue.pop(0)\r\n# pick dish at seating time\r\nplate, cook_time, eat_time = self._pick_dish()\r\ntable = min(self.open_tables(), key=lambda t: t.capacity)\r\ntable.seat(cid, self.clock, plate, cook_time, eat_time)\r\n\r\ndef estimate_queue_time(self, cid):\r\npositions = list(self.queue)\r\nidx = positions.index(cid)\r\nraw_wait = (idx + 1) * self.avg_service_time \/ len(self.tables)\r\nreturn math.ceil(raw_wait)\r\n\r\ndef estimate_food_time(self, cid):\r\nfor t in self.tables:\r\nif t.cust_id == cid:\r\nif t.cooking_complete_at &gt; self.clock:\r\nreturn t.cooking_complete_at - self.clock\r\nreturn max(0, t.leave_at - self.clock)\r\nreturn None\r\n\r\ndef handle_random_query(self):\r\nqueue_ids = list(self.queue)\r\nseated_ids = [t.cust_id for t in self.tables if not t.is_free]\r\nif queue_ids and (not seated_ids or random.random() &lt; 0.7):\r\ncid = random.choice(queue_ids)\r\nwait = self.estimate_queue_time(cid)\r\nprint(f\"[{self.clock:04}m] \u2753 Customer {cid}: How long will I be in line?\")\r\nprint(f\"[{self.clock:04}m] \u27a1\ufe0f Estimated wait for customer {cid}: {wait}m\")\r\n\r\nelif seated_ids:\r\ncid = random.choice(seated_ids)\r\nwait = self.estimate_food_time(cid)\r\ntable = next(t for t in self.tables if t.cust_id == cid)\r\nfood = table.plate\r\nprint(f\"[{self.clock:04}m] \u2753 Customer {cid}: How long will the {food} take me?\")\r\nif wait is None:\r\nprint(f\"[{self.clock:04}m] \u27a1\ufe0f Ready now!\")\r\nelse:\r\nprint(f\"[{self.clock:04}m] \u27a1\ufe0f Estimated food wait for customer {cid}: {wait}m\")\r\n\r\ndef tick_once(self):\r\nself.arrive()\r\nself.process_cooking()\r\nself.process_departures()\r\nself.seat_from_queue()\r\nif self.query_prob and random.random() &lt; self.query_prob:\r\nself.handle_random_query()\r\nself.clock += self.tick\r\ntime.sleep(self.pause)\r\n\r\ndef run(self, total_time):\r\nwhile self.clock &lt; total_time:\r\nself.tick_once()\r\nprint(\"n--- END OF SHIFT ---\")\r\nfree = sum(t.is_free for t in self.tables)\r\nprint(f\"{free}\/{len(self.tables)} tables free at {self.clock}m.\")\r\n\r\nif __name__ == \"__main__\":\r\nrandom.seed(42)\r\nmenu = preprocess_menu(MENU_FILE, eat_time_factor=0.5)\r\nR = Restaurant(\r\nnum_tables=2,\r\narrival_prob=0.7,\r\ntick_length=1,\r\nreal_pause=5.0,\r\nquery_prob=0.4,\r\nmenu=menu\r\n)\r\nR.run(total_time=60)<\/pre>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u0646 \u0647\u0630\u0627 \u0637\u0648\u064a\u0644\u060c \u062f\u0639\u0646\u064a \u0622\u062e\u0630\u0643 \u0639\u0628\u0631 \u0628\u0639\u0636 \u0627\u0644\u062e\u0637\u0648\u0627\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0639\u0645\u0644 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0646\u0635\u064a \u0628\u0623\u0643\u0645\u0644\u0647 \u0639\u0644\u0649 naive_sim \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0645\u0631 <strong>.run()<\/strong> \u0645\u0639 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>arrive<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u0645\u062b\u0644 \u0648\u0635\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u0637\u0644\u0628\u0647\u0645\u060c \u0623\u0648 \u0648\u0635\u0648\u0644\u0647\u0645 \u0648\u0648\u0636\u0639\u0647\u0645 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631.<\/li>\n<li class=\"wp-block-list-item\"><strong>process_cooking<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u0627\u0643\u064a \u0637\u0647\u064a \u0643\u0644 \u0637\u0627\u0648\u0644\u0629.<\/li>\n<li class=\"wp-block-list-item\"><strong>process_departures<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u0627\u0643\u064a \u0645\u063a\u0627\u062f\u0631\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n<li class=\"wp-block-list-item\"><strong>seat_from_queue<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u062d\u0627\u0643\u064a \u062c\u0644\u0648\u0633 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631.<\/li>\n<li class=\"wp-block-list-item\"><strong>handle_random_query<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u062f\u0639\u0627\u0624\u0647 \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0639\u0645\u064a\u0644 \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0623\u0648 \u0627\u0644\u0645\u0646\u062a\u0638\u0631 \u0644\u0637\u0639\u0627\u0645\u0647 \u0623\u0646 \u064a\u0633\u0623\u0644 \u0639\u0646 \u0648\u0642\u062a \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0625\u0630\u0627 \u0642\u0645\u0646\u0627 \u0628\u062a\u0634\u063a\u064a\u0644 naive_sim.py\u060c \u0641\u0633\u0646\u062d\u0635\u0644 \u0639\u0644\u0649 \u0647\u0630\u0627 \u0645\u0646 \u0627\u0644\u062c\u0647\u0627\u0632.<\/p>\n<p><img decoding=\"async\" class=\"wp-image-602303 aligncenter\" style=\"width: 506px; height: auto;\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/Screenshot-2025-04-24-at-6.16.48-PM-1024x364-1.png\" alt=\"\" \/ width=\"1024\" height=\"364\"><\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0647\u0630\u0627 \u0645\u0646\u062a\u062c \u0639\u0644\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0628\u062d\u062f \u0630\u0627\u062a\u0647. \u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0633\u0644\u0633\u0644\u0629 \u0645\u0648\u0646\u062a \u0643\u0627\u0631\u0644\u0648 (monte carlo chain) \u0645\u0639 \u0647\u0630\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0631\u0624\u064a\u0629 \u0627\u062d\u062a\u0645\u0627\u0644\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0642\u0627\u0626\u0645\u0629 \u0627\u0646\u062a\u0638\u0627\u0631 \u0637\u0648\u064a\u0644\u0629\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0627\u0639\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 &#8220;\u0627\u0644\u062a\u0648\u0623\u0645 \u0627\u0644\u0631\u0642\u0645\u064a&#8221; \u0644\u0645\u0637\u0639\u0645\u0647\u0645 \u0648\u0631\u0624\u064a\u0629 \u0645\u062a\u0649 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062d\u062f\u062b \u0623\u0634\u064a\u0627\u0621 \u062d\u0631\u062c\u0629. \u0627\u0644\u0622\u0646 \u0628\u0639\u062f \u0623\u0646 \u0623\u0635\u0628\u062d \u0644\u062f\u064a\u0646\u0627 \u0645\u0646\u062a\u062c \u064a\u0639\u0645\u0644\u060c \u0641\u0644\u0646\u062c\u0639\u0644\u0647 \u0623\u062c\u0645\u0644 \u0648\u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI).<\/p>\n<h2 class=\"wp-block-heading\">3. \u062a\u0641\u0639\u064a\u0644 \u0646\u0638\u0627\u0645 \u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0637\u0639\u0645 (Agent Restaurant Implementation)<\/h2>\n<p class=\"wp-block-paragraph\">\u0643\u0645\u0627 \u0646\u0631\u0649 \u0623\u0639\u0644\u0627\u0647\u060c \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0642\u0627\u062f\u0631\u0648\u0646 \u0628\u0627\u0644\u0641\u0639\u0644 \u0639\u0644\u0649 \u0637\u0631\u062d \u0627\u0644\u0623\u0633\u0626\u0644\u0629\u060c \u0648\u0644\u062f\u064a\u0646\u0627 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0643\u0631\u0642\u0645. \u064a\u062e\u062a\u0627\u0631 \u0627\u0644\u0639\u0645\u064a\u0644 \u0623\u064a\u0636\u064b\u0627 \u0637\u0639\u0627\u0645\u064b\u0627 \u0639\u0634\u0648\u0627\u0626\u064a\u064b\u0627 \u0641\u064a \u0646\u0638\u0627\u0645\u0646\u0627. \u0644\u0646\u062c\u0631\u0628 \u0627\u0644\u0622\u0646 \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 (Agents) \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0646\u0638\u0627\u0645. \u064a\u0639\u062a\u0628\u0631 \u062a\u0641\u0639\u064a\u0644 \u0646\u0638\u0627\u0645 \u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0637\u0639\u0645 \u062e\u0637\u0648\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u062f\u0631\u0628\u064a\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u0635\u064a\u0627\u062a \u0645\u062e\u0635\u0635\u0629.<\/p>\n<h3 class=\"wp-block-heading\">3.1 \u062a\u0646\u0641\u064a\u0630 \u0648\u0643\u0644\u0627\u0621 \u0645\u062e\u0635\u0635\u064a\u0646<\/h3>\n<p class=\"wp-block-paragraph\">\u0633\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062b\u0628\u064a\u062a \u0648\u062d\u062f\u0629 &#8220;\u0627\u0644\u0648\u0643\u0644\u0627\u0621&#8221;:<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062a\u0646\u0641\u064a\u0630 \u0648\u0643\u064a\u0644 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0648\u0643\u064a\u0644 \u0627\u0644\u062a\u0631\u0641\u064a\u0647\u060c \u0648\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0634\u0643\u0627\u0648\u0649.<\/p>\n<pre># custom_agents.py\r\nimport os, json\r\nfrom openai import OpenAI\r\nfrom agents import Agent\r\nfrom newtools import *\r\n\r\nclient = OpenAI(api_key=os.getenv(\"OPENAI_API_KEY\"),\r\ndefault_headers={\"OpenAI-Beta\":\"assistants=v2\"})\r\n\r\n\r\nmenu_agent = Agent(name = \"Chef_suggester\",\r\ninstructions = \"You are a helpful server that knows everything about our restaurant and is helping customer picking their food. You will start by politely\"\r\n\"introducing yourself as a food virtual assistant, and politely saying hi to the customer. The name of the customer can be found in the msg json file\"\r\n\"You will read the menu, and, based on what the customer is asking you, in the request key of the json file, you will provide the best recommendation from the menu.\"\r\n\"If the customer is asking you inappopriate questions, just output 'unsuccessfull'. Answer in json format. '{food: &lt;food_list [food_1, food_2,...,] or None if unsuccessfull&gt;, status: &lt;successfull or unsuccessfull&gt;}'\",\r\ntools = [get_menu])\r\n\r\nentertainer_agent = Agent(name = \"Entertainer\",\r\ninstructions = (\"You are a helpful server that is keeping the customers busy while they wait.\"\r\n\"You can not provide any discount or offer, but they can ask questions about the menu, which you can get from the\"\r\n\"get_menu functions. They can also ask you how long the line is going to be to get in. Their information is in the waiting_time\"\r\n\"If the user_status is 'queue', just provide the waiting time with kindness, based on the length. Otherwise, \"\r\n\"if the user_status is 'food' it means they are waiting on food. Check 'order' and provide a funny reference on\"\r\n\"their waiting time. For example 'your wait time for pasta is 5 minutes, it looks like the chef is putting sauce on it!' \"),\r\ntools = [get_menu])\r\n\r\n\r\ncustomer_agent = Agent(name = \"Customer\",\r\ninstructions = (\"You are a customer and you are eating in an italian restaurant. Look at the menu using the get_menu function. If you already know what you want, just tell the waiter what you would like. \"\r\n\"Otherwise, give them a general indication, or ask for guidance based on your general liking, and they will pick their best for you.\"),\r\ntools = [get_menu])\r\n\r\n\r\n\r\n\r\n\r\ndef call_agent(runner, msg, class_agent = \"wait\"):\r\nif class_agent == \"entertainer\":\r\nreturn runner.run_sync(entertainer_agent, msg)\r\n\r\nelif class_agent == \"waiter\":\r\nreturn runner.run_sync(menu_agent, msg)\r\n\r\nelif class_agent == \"customer\":\r\nreturn runner.run_sync(customer_agent, '')<\/pre>\n<p class=\"wp-block-paragraph\">\u0644\u062f\u064a\u0646\u0627 \u062a\u0639\u0631\u064a\u0641 <strong>\u0627\u0644\u0639\u0645\u064a\u0644<\/strong>\u060c \u0648\u0647\u0648 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0639\u0645\u064a\u0644 OpenAI\u060c \u0648 <strong>newtools.py<\/strong>\u060c \u0627\u0644\u0630\u064a \u064a\u0633\u062d\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629\u060c \u0648 <strong>call_agent<\/strong> \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u062f\u0639\u064a \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0641\u0631\u062f\u064a \u0648\u064a\u0634\u063a\u0644\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 <strong>runner<\/strong>. \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0648\u0643\u0644\u0627\u0621 \u0641\u0639\u0627\u0644.<\/p>\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0645\u0627 \u062a\u062d\u062f\u062b\u0646\u0627 \u0639\u0646\u0647 \u0641\u064a \u0627\u0644\u0645\u0642\u062f\u0645\u0629. \u0646\u062d\u0646 \u0646\u062d\u062f\u062f \u0639\u062f\u0629 <strong>\u0648\u0643\u0644\u0627\u0621<\/strong> \u0633\u064a\u062a\u0645 \u062a\u0648\u0635\u064a\u0644\u0647\u0645\u060c \u0648\u0647\u0645 \u064a\u0633\u062a\u062e\u062f\u0645\u0648\u0646 <strong>\u0623\u062f\u0648\u0627\u062a<\/strong> \u0645\u062d\u062f\u062f\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u064a. \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u064a\u0633\u0645\u062d\u0648\u0646 \u0628\u0623\u062a\u0645\u062a\u0629 \u0645\u0647\u0627\u0645 \u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0648\u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<pre>from agents import function_tool\r\nfrom constants import *\r\nimport pandas as pd\r\n\r\n@function_tool\r\ndef get_menu():\r\ndf = pd.read_csv(MENU_FILE)\r\n# convert to list of dicts (or JSON-serializable structure)\r\nreturn df.to_dict(orient=\"records\")<\/pre>\n<h3 class=\"wp-block-heading\">3.2 \u062a\u0646\u0641\u064a\u0630 \u0648\u0643\u0644\u0627\u0621 \u0645\u062e\u0635\u0635\u064a\u0646<\/h3>\n<p class=\"wp-block-paragraph\">\u062a\u0645 \u062f\u0645\u062c \u062a\u0646\u0641\u064a\u0630 <strong>Table<\/strong> \u0648 <strong>Restaurant<\/strong> \u0645\u0639 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0641\u064a \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n<p>&nbsp;<\/p>\n<pre>import random\r\nimport time\r\nimport math\r\nimport sys\r\nfrom utils import *\r\nfrom constants import *\r\nimport time, random, json\r\nfrom custom_agents import *\r\nfrom utils import *\r\nfrom constants import * \r\nfrom agents import Runner\r\n# list of first names from your NAMES constant\r\n# assume NAMES = [ ... ] is defined in constants.py\r\nimport logging\r\n\r\n# Set up logging\r\n\r\n\r\n\r\n\r\ndef log(msg):\r\nlogging.info(msg)\r\n\r\nclass Table:\r\ndef __init__(self, id, capacity=1):\r\nself.id = id\r\nself.capacity = capacity\r\nself.is_free = True\r\nself.cust_id = None\r\nself.orders = [] # list of (plate, cook_time, eat_time)\r\nself.current_phase = None # \"cooking\" or \"eating\"\r\nself.cooking_complete_at = None\r\nself.leave_at = None\r\n\r\ndef seat(self, cust_id, cust_name, clock, orders):\r\nself.is_free = False\r\nself.cust_id = cust_id\r\nself.orders = list(orders) # copy the list of tuples\r\n# start first dish cooking immediately\r\nplate, cook_time, eat_time = self.orders.pop(0)\r\nself.current_phase = \"cooking\"\r\nself._scheduled_eat_time = eat_time\r\nself._remaining_orders = self.orders # save the tail\r\nself.cooking_complete_at = clock + cook_time\r\nself.leave_at = None\r\nmsg = (f\"[{clock:04}m] \ud83e\ude91 Seated {cust_name} (#{cust_id}) at T{self.id} \"\r\nf\"ordering {len(orders)} dishes; first: {plate!r} \"\r\nf\"(cook {cook_time}m, eat {eat_time}m)\")\r\nprint(msg); sys.stdout.flush()\r\n\r\n\r\ndef start_eating(self, clock):\r\nself.current_phase = \"eating\"\r\nself.leave_at = clock + self._scheduled_eat_time\r\nplate = self.plate if hasattr(self, 'plate') else \"dish\"\r\nmsg = (f\"[{clock:04}m] \ud83c\udf7d\ufe0f {plate!r} ready for {self.cust_name} \"\r\nf\"(#{self.cust_id}) at T{self.id}, eating until {self.leave_at}m\")\r\nprint(msg); sys.stdout.flush()\r\n\r\ndef finish_phase(self, clock):\r\n\"\"\"Called when eating of current dish finishes.\"\"\"\r\nif self._remaining_orders:\r\n# move to next dish\r\nplate, cook_time, eat_time = self._remaining_orders.pop(0)\r\nself.current_phase = \"cooking\"\r\nself._scheduled_eat_time = eat_time\r\nself.cooking_complete_at = clock + cook_time\r\nself.leave_at = None\r\nself.plate = plate\r\nmsg = (f\"[{clock:04}m] \ud83d\udd04 Next dish for {self.cust_name} (#{self.cust_id}) \"\r\nf\"at T{self.id}: {plate!r} (cook {cook_time}m, eat {eat_time}m)\")\r\nprint(msg); sys.stdout.flush()\r\nelse:\r\n# no more dishes: depart\r\nmsg = (f\"[{clock:04}m] \ud83d\udcb8 {self.cust_name} (#{self.cust_id}) \"\r\nf\"finished all dishes and left T{self.id}\")\r\nprint(msg); sys.stdout.flush()\r\nself.is_free = True\r\nself.cust_id = None\r\nself.orders = []\r\nself.current_phase = None\r\nself.cooking_complete_at = None\r\nself.leave_at = None\r\n\r\nclass Restaurant:\r\ndef __init__(self, num_tables, arrival_prob=0.33,\r\ntick_length=1, real_pause=0.5, menu=None,\r\nquery_prob=0.0):\r\nself.tables = [Table(i) for i in range(num_tables)]\r\nself.queue = [] # just customer IDs\r\nself.clock = 0\r\nself.next_cust_id = 1\r\nself.arrival_prob = arrival_prob\r\nself.tick = tick_length\r\nself.pause = real_pause\r\nself.menu = menu or [\r\n(\"Burger\", 2, 4),\r\n(\"Pasta\", 3, 5),\r\n(\"Salad\", 1, 2),\r\n(\"Steak\", 4, 6),\r\n(\"Soup\", 1, 3),\r\n]\r\nself.runner = Runner()\r\nself.query_prob = query_prob\r\nself.names = {}\r\nself.load_logging()\r\n\r\ndef load_logging(self):\r\nlogging.getLogger(\"httpx\").setLevel(logging.WARNING)\r\nlogging.getLogger(\"openai\").setLevel(logging.WARNING)\r\nlogging.getLogger(\"urllib3\").setLevel(logging.WARNING)\r\nlogging.basicConfig(level=logging.INFO, format='[%(asctime)s] %(message)s',\r\ndatefmt='%H:%M:%S', handlers=[\r\nlogging.FileHandler(\"restaurant_log.txt\", mode='w'),\r\nlogging.StreamHandler(sys.stdout)])\r\n\r\n\r\ndef log_to_msg(self,msg):\r\nlogging.info(msg)\r\n\r\n\r\n\r\n\r\n\r\ndef open_tables(self):\r\nreturn [t for t in self.tables if t.is_free]\r\n\r\ndef _pick_orders(self, cname):\r\n\"\"\"Choose between 1\u20133 random menu items as a list.\"\"\"\r\n#n = random.randint(1, 3)\r\n#return random.sample(self.menu, n)\r\ncustomer_text = call_agent(runner = self.runner, msg= '', class_agent=\"customer\").final_output\r\nmsg = f'The customer {cname} is talking to the waiter, saying this {customer_text}'\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nmenu_asker_output = call_agent(runner = self.runner, msg = json.dumps(customer_text), class_agent=\"waiter\").final_output\r\noutput = extract_json_dict(menu_asker_output)\r\nmsg = f'The processed response from our LLM is {output}'\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nif output['status'] == 'successfull':\r\nreturn filter_menu_items(output['food'])\r\nelse:\r\nn = random.randint(1, 3)\r\nreturn random.sample(self.menu, n)\r\n\r\n\r\n\r\n\r\ndef _assign_name(self, cid):\r\nname = random.choice(NAMES)\r\nself.names[cid] = name\r\nreturn name\r\n\r\ndef arrive(self):\r\nif random.random() &lt; self.arrival_prob:\r\ncid = self.next_cust_id\r\nself.next_cust_id += 1\r\ncname = self._assign_name(cid)\r\nfree = self.open_tables()\r\nif free:\r\norders = self._pick_orders(cname)\r\ntable = min(free, key=lambda t: t.capacity)\r\ntable.cust_name = cname\r\nplate, cook_time, eat_time = orders[0]\r\ntable.plate = plate\r\ntable.seat(cid, cname, self.clock, orders)\r\nelse:\r\nself.queue.append(cid)\r\nmsg = f\"[{self.clock:04}m] \u23f3 Queued {cname} (#{cid}) \u2013 waiting\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\n\r\ndef process_cooking(self):\r\nfor t in self.tables:\r\nif (not t.is_free and\r\nt.current_phase==\"cooking\" and\r\nt.cooking_complete_at &lt;= self.clock):\r\n# cooking done \u2192 start eating\r\nt.cust_name = self.names[t.cust_id]\r\nt.start_eating(self.clock)\r\n\r\ndef process_departures(self):\r\nfor t in self.tables:\r\nif (not t.is_free and\r\nt.current_phase==\"eating\" and\r\nt.leave_at &lt;= self.clock):\r\nt.cust_name = self.names[t.cust_id]\r\nt.finish_phase(self.clock)\r\n\r\ndef seat_from_queue(self):\r\nwhile self.queue and self.open_tables():\r\ncid = self.queue.pop(0)\r\ncname = self.names[cid]\r\norders = self._pick_orders(cname=cname)\r\ntable = min(self.open_tables(), key=lambda t: t.capacity)\r\ntable.cust_name = cname\r\nplate, cook_time, eat_time = orders[0]\r\ntable.plate = plate\r\ntable.seat(cid, cname, self.clock, orders)\r\n\r\ndef estimate_queue_time(self, cid):\r\n# same logic as before: position in queue \u00d7 avg service\r\navg = sum(c+e for _,c,e in self.menu) \/ len(self.menu)\r\nidx = self.queue.index(cid)\r\nreturn math.ceil((idx+1)*avg\/len(self.tables))\r\n\r\ndef estimate_food_time(self, cid):\r\nfor t in self.tables:\r\nif t.cust_id == cid:\r\n# if they\u2019re still cooking, time until cook\u2010done\r\nif t.current_phase == \"cooking\":\r\nreturn max(0, t.cooking_complete_at - self.clock)\r\n# if they\u2019re eating, time until they finish eating\r\nif t.current_phase == \"eating\":\r\nreturn max(0, t.leave_at - self.clock)\r\nreturn None\r\n\r\ndef handle_random_query(self):\r\nqueue_ids = list(self.queue)\r\nseated_ids = [t.cust_id for t in self.tables if not t.is_free]\r\nif queue_ids and (not seated_ids or random.random() &lt; 0.7):\r\ncid = random.choice(queue_ids)\r\nwait = self.estimate_queue_time(cid)\r\ncname = self.names[cid]\r\nmsg = f\"[{self.clock:04}m] \u2753 Customer {cid}: How long will I be in line?\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\n\r\nmsg = f\"[{self.clock:04}m] \u27a1\ufe0f Estimated wait for customer {cid}: {wait}m\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nwaiting_message = {\r\n\"customer_id\": cid,\r\n\"customer_name\": cname,\r\n\"type\": \"line\",\r\n\"wait_min\": wait,\r\n\"next_food\": None\r\n}\r\noutput_llm = call_agent(class_agent=\"entertainer\", runner = self.runner, msg = json.dumps(waiting_message))\r\nmsg = f\"Our LLM took care of {cname} with this: {output_llm}\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\n\r\nelif seated_ids:\r\ncid = random.choice(seated_ids)\r\nwait = self.estimate_food_time(cid)\r\ntable = next(t for t in self.tables if t.cust_id == cid)\r\nfood = table.plate\r\ncname = self.names[cid]\r\nmsg = f\"[{self.clock:04}m] \u2753 Customer {cid}: How long will the food take me?\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nif wait is None:\r\nmsg = f\"[{self.clock:04}m] \u27a1\ufe0f Ready now!\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nelse:\r\nmsg = f\"[{self.clock:04}m] \u27a1\ufe0f Estimated food wait for customer {cid}: {wait}m\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\nwaiting_message = {\r\n\"customer_id\": cid,\r\n\"customer_name\": cname,\r\n\"type\": \"line\",\r\n\"wait_min\": wait,\r\n\"next_food\": food\r\n}\r\noutput_llm = call_agent(class_agent=\"entertainer\", runner = self.runner, msg = json.dumps(waiting_message))\r\nmsg = f\"Our LLM took care of {cname} with this: {output_llm}\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\ndef tick_once(self):\r\nself.arrive()\r\nself.process_cooking()\r\nself.process_departures()\r\nself.seat_from_queue()\r\nif self.query_prob and random.random() &lt; self.query_prob:\r\nself.handle_random_query()\r\nself.clock += self.tick\r\ntime.sleep(self.pause)\r\n\r\ndef run(self, total_time):\r\nwhile self.clock &lt; total_time:\r\nself.tick_once()\r\nfree = sum(t.is_free for t in self.tables)\r\nmsg = f\"n--- END OF SHIFT ---n{free}\/{len(self.tables)} tables free at {self.clock}m.\"\r\nprint(msg)\r\nself.log_to_msg(msg)\r\n\r\nif __name__ == \"__main__\":\r\n\r\n\r\nrandom.seed(42)\r\nmenu = preprocess_menu(MENU_FILE, eat_time_factor=0.5)\r\nR = Restaurant(\r\nnum_tables=5,\r\narrival_prob=0.7,\r\ntick_length=1,\r\nreal_pause=5.0,\r\nquery_prob=0.8,\r\nmenu=menu\r\n)\r\nR.run(total_time=60)<\/pre>\n<h3 class=\"wp-block-heading\">\n3.3 \u062a\u0646\u0641\u064a\u0630 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI) \u0644\u0645\u0637\u0639\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM)<\/h3>\n<p class=\"wp-block-paragraph\">\u0644\u0639\u0631\u0636 \u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0637\u0639\u0645 \u0645\u0639 \u062a\u0637\u0628\u064a\u0642 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM)\u060c \u0633\u0646\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0648\u0645\u064a\u0629 (GUI) \u0628\u0633\u064a\u0637\u0629.<\/p>\n<pre>from llm_models_gui import RestaurantGUI\r\nfrom utils import * \r\nimport random\r\nfrom llm_models import Restaurant\r\n\r\nif __name__ == \"__main__\":\r\nrandom.seed(42)\r\nmenu = preprocess_menu(MENU_FILE, eat_time_factor=0.5)\r\nR = Restaurant(\r\nnum_tables=5,\r\narrival_prob=0.7,\r\ntick_length=1,\r\nreal_pause=1.0, # smoother for GUI\r\nquery_prob=0.8,\r\nmenu=menu\r\n)\r\napp = RestaurantGUI(R)<\/pre>\n<p><img decoding=\"async\" class=\"wp-image-602313 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/ezgif-8dcc05516bc848.git_.gif\" alt=\"\" \/ width=\"800\" height=\"450\"><\/p>\n<p class=\"wp-block-paragraph\">\u062a\u0648\u0641\u0631 \u0644\u0643 \u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0629 (GUI) \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0634\u062e\u0635 (Emma)\u060c \u0648\u0627\u0644\u0637\u0627\u0648\u0644\u0629\u060c \u0648\u0627\u0644\u0648\u0642\u062a\u060c \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM). \u064a\u062a\u0645 \u0623\u064a\u0636\u064b\u0627 \u0625\u0646\u0634\u0627\u0621 \u0633\u062c\u0644 .txt \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0646\u064a \u0623\u0631\u064a\u0643 \u0645\u062b\u0627\u0644\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/p>\n<blockquote><p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\">[\u0661\u0662:\u0663\u0661:\u0662\u0663] \u0627\u0644\u0632\u0628\u0648\u0646\u0629 \u0625\u064a\u0645\u0627 \u062a\u062a\u062d\u062f\u062b \u0645\u0639 \u0627\u0644\u0646\u0627\u062f\u0644 \u0642\u0627\u0626\u0644\u0629\u064b: &#8220;\u0623\u0648\u062f \u0623\u0646 \u0623\u0628\u062f\u0623 \u0628\u0627\u0644\u0628\u0631\u0648\u0634\u064a\u062a\u0627 \u0643\u0645\u0642\u0628\u0644\u0627\u062a. \u062b\u0645 \u0633\u0623\u0637\u0644\u0628 \u0633\u0628\u0627\u063a\u064a\u062a\u064a \u0643\u0627\u0631\u0628\u0648\u0646\u0627\u0631\u0627 \u0643\u0637\u0628\u0642 \u0623\u0648\u0644. \u0623\u0645\u0627 \u0627\u0644\u062d\u0644\u0648\u0649\u060c \u0641\u0633\u0623\u0633\u062a\u0645\u062a\u0639 \u0628\u0627\u0644\u062a\u064a\u0631\u0627\u0645\u064a\u0633\u0648. \u0647\u0644 \u064a\u0645\u0643\u0646\u0643\u0650 \u0623\u064a\u0636\u064b\u0627 \u0627\u0642\u062a\u0631\u0627\u062d \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0646\u0628\u064a\u0630 \u0645\u0639 \u0647\u0630\u0647 \u0627\u0644\u0648\u062c\u0628\u0629\u061f&#8221;<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">[\u0661\u0662:\u0663\u0661:\u0662\u0665] \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u064f\u0639\u0627\u0644\u062c\u0629 \u0645\u0646 \u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0644\u062f\u064a\u0646\u0627 \u0647\u064a: {&#8216;food&#8217;: [&#8216;Bruschetta&#8217;, &#8216;Spaghetti Carbonara&#8217;, &#8216;Tiramisu&#8217;, &#8216;Chianti Classico&#8217;], &#8216;status&#8217;: &#8216;successful&#8217;} [\u0661\u0662:\u0663\u0661:\u0662\u0665] [\u0660\u0660\u0660\u0660\u0645] \u2753 \u0627\u0644\u0632\u0628\u0648\u0646 \u0661: \u0643\u0645 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0633\u064a\u0633\u062a\u063a\u0631\u0642\u0646\u064a \u062a\u062d\u0636\u064a\u0631 \u0627\u0644\u0637\u0639\u0627\u0645\u061f<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">[\u0661\u0662:\u0663\u0661:\u0662\u0665] [\u0660\u0660\u0660\u0660\u0645] \u27a1\ufe0f \u0645\u062f\u0629 \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0644\u0637\u0639\u0627\u0645 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0644\u0644\u0632\u0628\u0648\u0646 \u0661: \u0661\u0665 \u062f\u0642\u064a\u0642\u0629 [\u0661\u0662:\u0663\u0661:\u0662\u0666] \u062a\u0648\u0644\u0649 \u0637\u0627\u0644\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0623\u0645\u0631 \u0625\u064a\u0645\u0627 \u0628\u0647\u0630\u0627: \u0622\u062e\u0631 \u0639\u0645\u064a\u0644: Agent(name=&#8221;Entertainer&#8221;, &#8230;) \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 (\u0633\u0644\u0633\u0644\u0629): \u0645\u0631\u062d\u0628\u064b\u0627 \u0625\u064a\u0645\u0627!<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">\u0634\u0643\u0631\u064b\u0627 \u0644\u0643\u0650 \u0639\u0644\u0649 \u0635\u0628\u0631\u0643\u0650.<\/span><\/span><span class=\"jCAhz\"><span class=\"ryNqvb\"> \u0645\u062f\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0644\u0644\u062f\u062e\u0648\u0644 \u062d\u0648\u0627\u0644\u064a \u0661\u0665 \u062f\u0642\u064a\u0642\u0629.<\/span><\/span><span class=\"jCAhz\"><span class=\"ryNqvb\"> \u0627\u0642\u062a\u0631\u0628\u0646\u0627 \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 &#8211; \u0648\u0642\u062a \u0643\u0627\u0641\u064d \u0644\u0623\u0628\u062f\u0623 \u0628\u0627\u0644\u062d\u0644\u0645 \u0628\u062a\u0644\u0643 \u0627\u0644\u0628\u0631\u0648\u0634\u062a\u0627 \u0627\u0644\u0644\u0630\u064a\u0630\u0629!<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">\ud83c\udf7d\ufe0f<\/span><\/span><\/span><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0639\u0631\u0636:<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u064a\u0642\u0648\u0645 \u0627\u0644\u0639\u0645\u064a\u0644 \u0628\u0625\u0646\u0634\u0627\u0621 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0637\u0639\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0648\u0643\u064a\u0644<\/strong>\u060c \u0648\u064a\u0637\u0644\u0628 \u062a\u0648\u0635\u064a\u0629 \u0645\u0646 \u0648\u0643\u064a\u0644 \u0627\u0644\u0646\u0627\u062f\u0644<\/li>\n<li class=\"wp-block-list-item\"><strong>\u064a\u0648\u0635\u064a \u0627\u0644\u0646\u0627\u062f\u0644 \u0628\u0646\u0628\u064a\u0630 Chianti \u0648\u064a\u0636\u064a\u0641\u0647 \u0625\u0644\u0649 \u0627\u0644\u0642\u0627\u0626\u0645\u0629<\/strong><\/li>\n<li class=\"wp-block-list-item\"><strong>\u064a\u0642\u0648\u0645 \u0648\u0643\u064a\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0634\u0643\u0627\u0648\u0649 \u0628\u0625\u0628\u0644\u0627\u063a \u0627\u0644\u0639\u0645\u064a\u0644 \u0628\u0645\u062f\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631<\/strong><\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0644\u0627 \u064a\u0645\u0643\u0646\u0646\u0627 \u0641\u0642\u0637 \u0645\u062d\u0627\u0643\u0627\u0629 \u062e\u0637 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644\u060c \u0643\u0645\u0627 \u0643\u0646\u0627 \u0646\u0641\u0639\u0644 \u0645\u0646 \u0642\u0628\u0644\u060c \u0628\u0644 \u0644\u062f\u064a\u0646\u0627 \u062e\u0637 \u0633\u064a\u0631 \u0639\u0645\u0644 <strong>\u0630\u0643\u064a<\/strong>\u060c \u0645\u0639\u0632\u0632 \u0628\u0646\u0641\u0633 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 ChatGPT. \u0623\u0644\u064a\u0633 \u0647\u0630\u0627 \u0631\u0627\u0626\u0639\u064b\u0627\u061f<\/p>\n<p>&nbsp;<\/p>\n<h2 class=\"wp-block-heading\">4. \u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0634\u0643\u0631\u0627\u064b \u062c\u0632\u064a\u0644\u0627\u064b \u0644\u062d\u0636\u0648\u0631\u0643\u0645\u060c \u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0644\u064a \u0627\u0644\u0643\u062b\u064a\u0631 \u2764\ufe0f.<br \/>\n\u062f\u0639\u0648\u0646\u0627 \u0646\u0639\u0648\u062f \u0644\u0631\u0624\u064a\u0629 \u0645\u0627 \u0642\u0645\u0646\u0627 \u0628\u0647 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629.<\/p>\n<ol class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>\u062a\u0635\u0645\u064a\u0645 \u0646\u0638\u0627\u0645 \u0645\u0637\u0639\u0645<\/strong>:<br \/>\n\u0642\u0645\u0646\u0627 \u0628\u0625\u0646\u0634\u0627\u0621 \u062a\u0635\u0645\u064a\u0645 \u0633\u0631\u064a\u0639 \u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0645\u0637\u0639\u0645 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0631\u0646\u0627\u0645\u062c PowerPoint \u0645\u0639 \u0625\u0636\u0627\u0641\u0629 \u0648\u0643\u0644\u0627\u0621 AI.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u062e\u0627\u0644\u064a \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621:<\/strong><br \/>\n\u0642\u0645\u0646\u0627 \u0623\u0648\u0644\u0627\u064b \u0628\u0628\u0646\u0627\u0621 \u0645\u062d\u0627\u0643\u0627\u0629 \u062d\u062a\u0645\u064a\u0629 \u062d\u062a\u0649 \u0646\u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0631\u0645\u064a\u0632 \u0645\u0646\u0637\u0642 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0627\u0646\u062a\u0638\u0627\u0631 \u0648\u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0637\u0647\u064a \u0648\u062f\u0648\u0631\u0627\u0646 \u0627\u0644\u0637\u0627\u0648\u0644\u0629. \u0647\u0630\u0627 \u0647\u0648 \u0647\u064a\u0643\u0644\u0646\u0627 \u0627\u0644\u0639\u0638\u0645\u064a \u0642\u0628\u0644 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0623\u064a AI.<\/li>\n<li class=\"wp-block-list-item\"><strong>\u0645\u0637\u0639\u0645 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u0643\u0644\u0627\u0621:<\/strong><br \/>\n\u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0648\u0643\u0644\u0627\u0621 AI \u0644\u0645\u0644\u0621 \u062d\u0627\u0644\u0629 \u0627\u0644\u0634\u0643\u0648\u0649 + \u0627\u0644\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627 \u0628\u0627\u0644\u0648\u0643\u0644\u0627\u0621. \u0642\u0645\u0646\u0627 \u0623\u064a\u0636\u0627\u064b \u0628\u0639\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0631\u0633\u0648\u0645\u064a\u0629 \u0644\u0625\u0638\u0647\u0627\u0631 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0648\u0636\u0648\u062d.<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0623\u0631\u064a\u062f \u0623\u0646 \u0623\u0643\u0648\u0646 \u0648\u0627\u0636\u062d\u0627\u064b \u062c\u062f\u0627\u064b. \u0623\u0639\u0644\u0645 \u0623\u0646 \u0647\u0630\u0627 \u064a\u0628\u062f\u0648 \u0648\u0643\u0623\u0646\u0647 \u0645\u0631\u0622\u0629 \u0633\u0648\u062f\u0627\u0621 \u0628\u0639\u0636 \u0627\u0644\u0634\u064a\u0621. \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0632\u0628\u0648\u0646\u061f \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0645\u0637\u0639\u0645 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\u0648\u0627\u0644\u062c\u0645\u064a\u0639 \u064a\u062a\u062d\u062f\u062b \u0639\u0646\u0647. \u0647\u0630\u0627 \u0627\u0644\u0645\u0644\u0641 \u0639\u0628\u0627\u0631\u0629 \u0639\u0646 \u062f\u0644\u064a\u0644 \u0645\u0646 34 \u0635\u0641\u062d\u0629 \u064a\u0634\u0631\u062d \u0645\u0627\u0647\u064a\u0629 \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM Agents) \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627. \u0645\u0644\u0641 PDF \u0642\u0635\u064a\u0631 \u0646\u0633\u0628\u064a\u064b\u0627 \u0648\u0633\u0647\u0644 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0623\u064a\u0636\u064b\u0627 (\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0645\u0647\u0646\u062f\u0633 \u0628\u0631\u0645\u062c\u064a\u0627\u062a\/\u0645\u0648\u062c\u0647 \u0644\u0641\u0647\u0645\u0647)\u060c \u0648\u0644\u0643\u0646\u0647 \u064a\u0634\u0631\u062d \u0641\u064a \u0628\u0636\u0639 \u0643\u0644\u0645\u0627\u062a \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u064a\u0627\u0621: .1. \u0648\u0643\u0644\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":3,"featured_media":3588,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-3587","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0645\u062d\u0627\u0643\u0627\u0629 \u0645\u0637\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621 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