{"id":3485,"date":"2025-05-03T14:27:18","date_gmt":"2025-05-03T11:27:18","guid":{"rendered":"https:\/\/www.dztecs.com\/ai\/?p=3485"},"modified":"2025-06-13T08:50:19","modified_gmt":"2025-06-13T05:50:19","slug":"agentic-ai-101-starting-your-journey-building-ai-agents","status":"publish","type":"post","link":"https:\/\/www.dztecs.com\/ai\/agentic-ai-101-starting-your-journey-building-ai-agents\/","title":{"rendered":"\u062f\u0644\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0630\u0627\u062a\u064a: \u0627\u0628\u062f\u0623 \u0631\u062d\u0644\u062a\u0643 \u0641\u064a \u0628\u0646\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u062a\u0634\u0647\u062f \u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0637\u0648\u0631\u0627\u062a \u0645\u062a\u0633\u0627\u0631\u0639\u0629. \u0625\u0646\u0647\u0627 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u0631\u0628\u0643\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0644\u0642\u062f \u0643\u0646\u062a \u0623\u062f\u0631\u0633 \u0648\u0623\u062a\u0639\u0644\u0645 \u0648\u0623\u0628\u0646\u064a \u0623\u0633\u0633\u064a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0645\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0646\u0646\u064a \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u0628\u062f\u0648 \u0627\u0644\u0623\u0645\u0631 \u0648\u0643\u0623\u0646\u0647 \u0628\u0627\u0644\u0623\u0645\u0633 \u0639\u0646\u062f\u0645\u0627 \u0642\u0645\u062a \u0628\u0628\u0646\u0627\u0621 \u0623\u0648\u0644 <a target=\"_blank\" rel=\"noopener noreferrer\" title=\"Ai Agent\" href=\"https:\/\/www.dztecs.com\/ai\/what-is-an-autonomous-ai-agent-and-is-it-the-future\/\">\u0648\u0643\u064a\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI Agent)<\/a>\u060c \u0648\u0628\u0639\u062f \u0623\u0633\u0628\u0648\u0639\u064a\u0646 \u0645\u0646 \u0630\u0644\u0643\u060c \u0643\u0627\u0646\u062a \u0647\u0646\u0627\u0643 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062d\u0632\u0645 Python \u0644\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0645\u0646 \u0628\u064a\u0646\u0647\u0627\u060c \u0646\u0627\u0647\u064a\u0643 \u0639\u0646 \u062e\u064a\u0627\u0631\u0627\u062a \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0642\u0642 \u0646\u062a\u0627\u0626\u062c \u062c\u064a\u062f\u0629 \u062c\u062f\u064b\u0627\u060c \u0645\u062b\u0644 <em>n8n<\/em>.<\/p>\n<p><img decoding=\"async\" class=\"attachment-post-thumbnail size-post-thumbnail not-transparent wp-post-image alignnone\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/helping_agent.jpeg\" alt=\"\" width=\"1280\" height=\"860\" data-has-transparency=\"false\" data-dominant-color=\"736860\" \/><\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0645\u062c\u0631\u062f \u0646\u0645\u0627\u0630\u062c \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0639\u0646\u0627 \u0625\u0644\u0649 \u062a\u0633\u0648\u0646\u0627\u0645\u064a \u0645\u0646 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u064a\u0646 \u0641\u064a \u0643\u0644 \u0645\u0643\u0627\u0646\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0644\u0641\u0627\u062a\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 <a target=\"_blank\" rel=\"noopener noreferrer\" title=\"Data Science\" href=\"https:\/\/www.dztecs.com\/ai\/should-teachers-embrace-ai-instead-of-fearing-it\/\">\u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Science)<\/a> \u0628\u0623\u0643\u0645\u0644\u0647\u0627 (\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0623\u0648\u0644\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0642\u064a\u064a\u0645)\u060c \u0643\u0644 \u0630\u0644\u0643 \u062d\u062f\u062b \u0641\u064a \u063a\u0636\u0648\u0646 \u0628\u0636\u0639 \u0633\u0646\u0648\u0627\u062a \u0641\u0642\u0637.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0645\u0627\u0630\u0627\u061f<\/strong><\/p>\n<p class=\"wp-block-paragraph\">\u0639\u0646\u062f \u0631\u0624\u064a\u0629 \u0643\u0644 \u0630\u0644\u0643\u060c \u0643\u0627\u0646 \u062a\u0641\u0643\u064a\u0631\u064a: <em>&#8220;\u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0641\u064a \u0623\u0642\u0631\u0628 \u0648\u0642\u062a \u0645\u0645\u0643\u0646&#8221;<\/em>. \u0641\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0631\u0643\u0648\u0628 \u0627\u0644\u0645\u0648\u062c\u0629 \u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0623\u0646 \u062a\u0628\u062a\u0644\u0639\u0643.<\/p>\n<p class=\"wp-block-paragraph\">\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u0642\u0631\u0631\u062a \u0623\u0646 \u0623\u0628\u062f\u0623 \u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u0646\u0634\u0648\u0631\u0627\u062a \u062d\u064a\u062b \u0623\u062e\u0637\u0637 \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0625\u0644\u0649 \u0628\u0646\u0627\u0621 \u0623\u0648\u0644 \u0648\u0643\u064a\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062e\u0627\u0635 \u0628\u0646\u0627\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0645\u0641\u0627\u0647\u064a\u0645 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627.<\/p>\n<p class=\"wp-block-paragraph\">\u0643\u0641\u0649 \u062d\u062f\u064a\u062b\u064b\u0627\u060c \u0647\u064a\u0627 \u0628\u0646\u0627 \u0646\u0646\u0637\u0644\u0642.<\/p>\n<h2 class=\"wp-block-heading\">\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/h2>\n<p class=\"wp-block-paragraph\">\u064a\u062a\u0645 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI Agent) \u0639\u0646\u062f\u0645\u0627 \u0646\u0645\u0646\u062d \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM) \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0648\u062a\u0646\u0641\u064a\u0630 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u0644\u0646\u0627. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u062c\u0631\u062f \u0643\u0648\u0646\u0647 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629\u060c \u064a\u0645\u0643\u0646\u0647 \u0627\u0644\u0622\u0646 \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0645\u0648\u0627\u0639\u064a\u062f\u060c \u0648\u0627\u0644\u0627\u0639\u062a\u0646\u0627\u0621 \u0628\u0627\u0644\u062a\u0642\u0648\u064a\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627\u060c \u0648\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a\u060c \u0648\u0643\u062a\u0627\u0628\u0629 \u0645\u0646\u0634\u0648\u0631\u0627\u062a \u0648\u0633\u0627\u0626\u0644 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0627\u0644\u0627\u062c\u062a\u0645\u0627\u0639\u064a\u060c \u0648\u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u062a\u0637\u0648\u0644&#8230; \u0647\u0630\u0627 \u0627\u0644\u062a\u062d\u0648\u0644 \u064a\u062c\u0639\u0644\u0647 \u0645\u0633\u0627\u0639\u062f\u064b\u0627 \u0631\u0642\u0645\u064a\u064b\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u0627\u064b.<\/p>\n<blockquote><p>\u064a\u064f\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u064a\u0646 \u064a\u0639\u062a\u0645\u062f\u0648\u0646 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0623\u0634\u064a\u0627\u0621 \u0645\u0641\u064a\u062f\u0629\u060c \u0648\u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0648\u0644\u0643\u0646 \u0643\u064a\u0641 \u064a\u064f\u0645\u0643\u0646\u0646\u0627 \u0645\u0646\u062d \u0647\u0630\u0647 \u0627\u0644\u0642\u0648\u0629 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM)\u061f<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0647\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0644\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631. \u062a\u0648\u062c\u062f \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u062d\u0632\u0645 Python \u0644\u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0636\u0631. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u062a\u0627\u0628\u0639 \u0645\u062f\u0648\u0646\u062a\u064a\u060c \u0641\u0633\u062a\u0631\u0649 \u0623\u0646\u0646\u064a \u062c\u0631\u0628\u062a \u0628\u0627\u0644\u0641\u0639\u0644 \u062d\u0632\u0645\u062a\u064a\u0646 \u0644\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621: Langchain \u0648 Agno (PhiData \u0633\u0627\u0628\u0642\u064b\u0627) \u0648 CrewAI\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644. \u0644\u0647\u0630\u0647 \u0627\u0644\u0633\u0644\u0633\u0644\u0629\u060c \u0633\u0623\u0644\u062a\u0632\u0645 \u0628\u0640 Agno [1].<\/p>\n<p class=\"wp-block-paragraph\">\u0623\u0648\u0644\u0627\u064b\u060c \u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 <code>uv<\/code> \u0623\u0648 Anaconda \u0623\u0648 \u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u0630\u064a \u062a\u0641\u0636\u0644\u0647. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u0642\u0645 \u0628\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062d\u0632\u0645.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-bash\" tabindex=\"0\"><code class=\"language-bash\"><span class=\"token comment\"># Agno AI<\/span>\r\npip <span class=\"token function\">install<\/span> agno\r\n\r\n<span class=\"token comment\"># module to interact with Gemini<\/span>\r\npip <span class=\"token function\">install<\/span> google-generativeai\r\n\r\n<span class=\"token comment\"># Install these other packages that will be needed throughout the tutorial<\/span>\r\n pip <span class=\"token function\">install<\/span> agno groq lancedb sentence-transformers tantivy youtube-transcript-api<\/code><\/pre>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\">\u0645\u0644\u0627\u062d\u0638\u0629 \u0633\u0631\u064a\u0639\u0629 \u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0627\u0628\u0639\u0629.<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">\u0644\u0627 \u062a\u0646\u0633\u064e \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Google Gemini [2].<\/span><\/span><\/span><\/p>\n<p class=\"wp-block-paragraph\">\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u0628\u0633\u064a\u0637 \u0623\u0645\u0631 \u0633\u0647\u0644 \u0644\u0644\u063a\u0627\u064a\u0629. \u062c\u0645\u064a\u0639 \u0627\u0644\u062d\u0632\u0645 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u062c\u062f\u064b\u0627. \u0644\u062f\u064a\u0647\u0645 \u0641\u0626\u0629 <code>Agent<\/code> \u0623\u0648 \u0634\u064a\u0621 \u0645\u0634\u0627\u0628\u0647 \u064a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u062a\u062d\u062f\u064a\u062f \u0646\u0645\u0648\u0630\u062c \u0648\u0628\u062f\u0621 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631 \u0627\u0644\u0630\u064a \u0646\u062e\u062a\u0627\u0631\u0647. \u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0647\u0630\u0647 \u0627\u0644\u0641\u0626\u0629:<\/p>\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><code>model<\/code>: \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631. \u0647\u0646\u0627 \u0633\u0646\u062e\u062a\u0627\u0631 \u0628\u064a\u0646 OpenAI \u0648 Gemini \u0648 Llama \u0648 Deepseek \u0648\u0645\u0627 \u0625\u0644\u0649 \u0630\u0644\u0643.<\/li>\n<li class=\"wp-block-list-item\"><code>description<\/code>: \u062a\u0633\u0645\u062d \u0644\u0646\u0627 \u0647\u0630\u0647 \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0628\u0648\u0635\u0641 \u0633\u0644\u0648\u0643 \u0627\u0644\u0648\u0643\u064a\u0644. \u062a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 \u0647\u0630\u0627 \u0625\u0644\u0649 <code>system_message<\/code>\u060c \u0648\u0647\u064a \u0648\u0633\u064a\u0637\u0629 \u0645\u0645\u0627\u062b\u0644\u0629.<\/li>\n<li class=\"wp-block-list-item\"><code>instructions<\/code>: \u0623\u062d\u0628 \u0623\u0646 \u0623\u0641\u0643\u0631 \u0641\u064a \u0627\u0644\u0648\u0643\u064a\u0644 \u0643\u0645\u0648\u0638\u0641 \u0623\u0648 \u0645\u0633\u0627\u0639\u062f \u0646\u0642\u0648\u0645 \u0628\u0625\u062f\u0627\u0631\u062a\u0647. \u0645\u0646 \u0623\u062c\u0644 \u0625\u0646\u062c\u0627\u0632 \u0645\u0647\u0645\u0629 \u0645\u0627\u060c \u064a\u062c\u0628 \u0639\u0644\u064a\u0646\u0627 \u062a\u0642\u062f\u064a\u0645 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0627 \u064a\u062c\u0628 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647. \u0647\u0646\u0627 \u064a\u0645\u0643\u0646\u0643 \u0641\u0639\u0644 \u0630\u0644\u0643.<\/li>\n<li class=\"wp-block-list-item\"><code>expected_output<\/code>: \u0647\u0646\u0627 \u064a\u0645\u0643\u0646\u0646\u0627 \u062a\u0642\u062f\u064a\u0645 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/li>\n<li class=\"wp-block-list-item\"><code>tools<\/code>: \u0647\u0630\u0627 \u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0648\u064a \u0627\u0644\u0643\u0628\u064a\u0631 \u0648\u0643\u064a\u0644\u0627\u064b\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0622\u0646\u060c \u0644\u0646\u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u0628\u0633\u064a\u0637 \u0644\u064a\u0633 \u0644\u062f\u064a\u0647 \u0623\u062f\u0648\u0627\u062a\u060c \u0648\u0644\u0643\u0646\u0647 \u0633\u064a\u062e\u062f\u0645 \u0644\u0628\u0646\u0627\u0621 \u062d\u062f\u0633\u0646\u0627 \u062d\u0648\u0644 \u0628\u0646\u064a\u0629 \u0627\u0644\u0643\u0648\u062f.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">import<\/span> os\r\n\r\n<span class=\"token comment\"># Create agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span> Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-1.5-flash\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  api_key <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    description<span class=\"token operator\">=<\/span> <span class=\"token string\">\"An assistant agent\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    instructions<span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">\"Be sucint. Answer in a maximum of 2 sentences.\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    markdown<span class=\"token operator\">=<\/span> <span class=\"token boolean\">True<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Run agent<\/span>\r\nresponse <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"What's the weather like in NYC in May?\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Print response<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<blockquote><p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\">############ \u0627\u0644\u0625\u062e\u0631\u0627\u062c ############### <\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\">\u062a\u0648\u0642\u0639 \u062f\u0631\u062c\u0627\u062a \u062d\u0631\u0627\u0631\u0629 \u0645\u064f\u0639\u062a\u062f\u0644\u0629 \u0641\u064a \u0646\u064a\u0648\u064a\u0648\u0631\u0643 \u062e\u0644\u0627\u0644 \u0634\u0647\u0631 \u0645\u0627\u064a\u0648\u060c \u062a\u062a\u0631\u0627\u0648\u062d \u0639\u0627\u062f\u0629\u064b \u0628\u064a\u0646 \u0623\u0648\u0627\u0626\u0644 \u0627\u0644\u062e\u0645\u0633\u064a\u0646\u064a\u0627\u062a \u0648\u0645\u0646\u062a\u0635\u0641 \u0627\u0644\u0633\u0628\u0639\u064a\u0646\u064a\u0627\u062a \u0641\u0647\u0631\u0646\u0647\u0627\u064a\u062a.<\/span><\/span><span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\"> \u0647\u0646\u0627\u0643 \u0627\u062d\u062a\u0645\u0627\u0644 \u0644\u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631\u060c \u0644\u0630\u0627 \u064a\u064f\u0646\u0635\u062d \u0628\u0627\u0631\u062a\u062f\u0627\u0621 \u0637\u0628\u0642\u0627\u062a \u0645\u0646 \u0627\u0644\u0645\u0644\u0627\u0628\u0633 \u0648\u0645\u0638\u0644\u0629.<\/span><\/span><\/span><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u0639\u0638\u064a\u0645. \u0646\u062d\u0646 \u0646\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c Gemini 1.5. \u0644\u0627\u062d\u0638 \u0643\u064a\u0641 \u064a\u0633\u062a\u062c\u064a\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647 \u0639\u0644\u064a\u0647\u0627. \u0625\u0630\u0627 \u0637\u0644\u0628\u0646\u0627 \u0645\u0646\u0647 \u0625\u062e\u0628\u0627\u0631\u0646\u0627 \u0628\u0627\u0644\u0637\u0642\u0633 \u0627\u0644\u064a\u0648\u0645\u060c \u0641\u0633\u0646\u0631\u0649 \u0631\u062f\u064b\u0627 \u064a\u0642\u0648\u0644 \u0625\u0646\u0647 \u0644\u0627 \u064a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0646\u0627 \u0646\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0648\u0633\u064a\u0637\u0627\u062a <code>instructions<\/code> \u0648 <code>expected_output<\/code>. \u0646\u0631\u064a\u062f \u0627\u0644\u0622\u0646 \u062c\u062f\u0648\u0644\u0627\u064b \u0628\u0627\u0644\u0634\u0647\u0631 \u0648\u0627\u0644\u0645\u0648\u0633\u0645 \u0648\u0645\u062a\u0648\u0633\u0637 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0644\u0645\u062f\u064a\u0646\u0629 \u0646\u064a\u0648\u064a\u0648\u0631\u0643 (NYC).<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">import<\/span> os\r\n\r\n<span class=\"token comment\"># Create agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span> Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-1.5-flash\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  api_key <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    description<span class=\"token operator\">=<\/span> <span class=\"token string\">\"An assistant agent\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    instructions<span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">\"Be sucint. Return a markdown table\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    expected_output<span class=\"token operator\">=<\/span> <span class=\"token string\">\"A table with month, season and average temperature\"<\/span><span class=\"token punctuation\">,<\/span>\t\r\n    markdown<span class=\"token operator\">=<\/span> <span class=\"token boolean\">True<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Run agent<\/span>\r\nresponse <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"What's the weather like in NYC for each month of the year?\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Print response<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span>\r\n<\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0648\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0646\u062a\u064a\u062c\u0629.<\/p>\n<table>\n<thead>\n<tr>\n<th class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0634\u0647\u0631<\/th>\n<th class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0645\u0648\u0633\u0645<\/th>\n<th class=\"has-text-align-center\" data-align=\"center\">\u0645\u062a\u0648\u0633\u0637 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 (\u00b0F)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">January<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0634\u062a\u0627\u0621<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">32<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">February<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0634\u062a\u0627\u0621<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">35<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">March<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0631\u0628\u064a\u0639<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">44<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">April<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0631\u0628\u064a\u0639<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">54<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">May<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0631\u0628\u064a\u0639<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">63<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">June<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0635\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">72<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">July<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0635\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">77<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">August<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0635\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">76<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">September<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u062e\u0631\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">70<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">October<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u062e\u0631\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">58<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">November<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u062e\u0631\u064a\u0641<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">48<\/td>\n<\/tr>\n<tr>\n<td class=\"has-text-align-center\" data-align=\"center\">December<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">\u0627\u0644\u0634\u062a\u0627\u0621<\/td>\n<td class=\"has-text-align-center\" data-align=\"center\">37<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u062c\u064a\u062f\u0629\u060c \u0648\u0644\u0643\u0646\u0646\u0627 \u0628\u0637\u0628\u064a\u0639\u0629 \u0627\u0644\u062d\u0627\u0644 \u0644\u0627 \u0646\u0631\u064a\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0644\u063a\u0648\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 (LLMs) \u0642\u0648\u064a\u0629 \u0644\u0644\u0639\u0628 \u0645\u0639 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0648 \u0625\u062e\u0628\u0627\u0631\u0646\u0627 \u0628\u0623\u062e\u0628\u0627\u0631 \u0642\u062f\u064a\u0645\u0629\u060c \u0623\u0644\u064a\u0633 \u0643\u0630\u0644\u0643\u061f<\/p>\n<p class=\"wp-block-paragraph\">\u0646\u062d\u0646 \u0646\u0631\u064a\u062f\u0647\u0627 \u0623\u0646 \u062a\u0643\u0648\u0646 \u062c\u0633\u0631\u0627\u064b \u0646\u062d\u0648 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0631\u0641\u0629. \u0644\u0630\u0644\u0643\u060c \u0633\u062a\u0636\u064a\u0641 <strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/strong> \u0642\u062f\u0631\u0627\u062a \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u064a\u0646\u0627\u060c \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0633\u0631 \u0645\u0639 \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0627 \u064a\u0644\u064a: \u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u062a\u0634\u063a\u064a\u0644 SQL\u060c \u0648\u0625\u0631\u0633\u0627\u0644 \u0628\u0631\u064a\u062f \u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a \u0623\u0648 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (APIs).<\/p>\n<p class=\"wp-block-paragraph\">\u0648\u0644\u0643\u0646 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0646\u0634\u0627\u0621 \u0642\u062f\u0631\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0648\u0643\u0644\u0627\u0626\u0646\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u062f\u0627\u0644\u0629 Python \u0643\u0623\u062f\u0627\u0629\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u062d \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<blockquote><p><strong>\u0627\u0644\u0623\u062f\u0648\u0627\u062a (Tools)<\/strong> \u0647\u064a \u0648\u0638\u0627\u0626\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 (Agent) \u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0644\u0625\u0646\u062c\u0627\u0632 \u0627\u0644\u0645\u0647\u0627\u0645.<\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0641\u0625\u0646 \u0625\u0636\u0627\u0641\u0629 \u0623\u062f\u0627\u0629 \u0625\u0644\u0649 \u0627\u0644\u0648\u0643\u064a\u0644 (Agent) \u0647\u064a \u0645\u062c\u0631\u062f \u0645\u0633\u0623\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0633\u064a\u0637\u0629 <code>tools<\/code> \u0641\u064a \u0641\u0626\u0629 <code>Agent<\/code>.<\/p>\n<p class=\"wp-block-paragraph\">\u062a\u062e\u064a\u0644 \u0634\u0631\u0643\u0629 \u0641\u0631\u062f\u064a\u0629 (\u0634\u0631\u0643\u0629 \u0644\u0634\u062e\u0635 \u0648\u0627\u062d\u062f) \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u062a\u0631\u063a\u0628 \u0641\u064a \u0623\u062a\u0645\u062a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0627. \u064a\u0646\u0634\u0631 \u0647\u0630\u0627 \u0627\u0644\u0634\u062e\u0635 \u0646\u0635\u0627\u0626\u062d \u062d\u0648\u0644 \u0627\u0644\u0639\u0627\u062f\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u0629 \u0643\u0644 \u064a\u0648\u0645. \u0623\u0639\u0644\u0645 \u062d\u0642\u064a\u0642\u0629 \u0623\u0646 \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0644\u064a\u0633 \u0628\u0627\u0644\u0628\u0633\u0627\u0637\u0629 \u0627\u0644\u062a\u064a \u064a\u0628\u062f\u0648 \u0639\u0644\u064a\u0647\u0627. \u0641\u0647\u0648 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u0625\u0628\u062f\u0627\u0639 \u0648\u0627\u0644\u0628\u062d\u062b \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0625\u0639\u0644\u0627\u0646\u0627\u062a. \u0644\u0630\u0644\u0643\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0645\u0646 \u0627\u0644\u0645\u0645\u0643\u0646 \u0623\u062a\u0645\u062a\u0629 \u0630\u0644\u0643\u060c \u0623\u0648 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u062c\u0632\u0621 \u0645\u0646\u0647\u060c \u0641\u0647\u0630\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0642\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u0644\u0630\u0644\u0643\u060c \u0646\u0643\u062a\u0628 \u0647\u0630\u0627 \u0627\u0644\u0631\u0645\u0632 \u0644\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 (agent) \u0628\u0633\u064a\u0637 \u0644\u0644\u063a\u0627\u064a\u0629 \u064a\u0645\u0643\u0646\u0647 \u0625\u0646\u0634\u0627\u0621 \u0645\u0646\u0634\u0648\u0631 \u0628\u0633\u064a\u0637 \u0639\u0644\u0649 Instagram \u0648\u062d\u0641\u0638\u0647 \u0641\u064a \u0645\u0644\u0641 Markdown \u0644\u0645\u0631\u0627\u062c\u0639\u062a\u0647. \u0644\u0642\u062f \u0627\u062e\u062a\u0632\u0644\u0646\u0627 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 &gt; \u0627\u0644\u0628\u062d\u062b &gt; \u0627\u0644\u0643\u062a\u0627\u0628\u0629 &gt; \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 &gt; \u0627\u0644\u0646\u0634\u0631 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u062c\u0639\u0629 &gt; \u0627\u0644\u0646\u0634\u0631.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">import<\/span> os\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">.<\/span>file <span class=\"token keyword\">import<\/span> FileTools\r\n\r\n<span class=\"token comment\"># Create agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span> Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-1.5-flash\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  api_key <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n                  description<span class=\"token operator\">=<\/span> <span class=\"token string\">\"You are a social media marketer specialized in creating engaging content.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>FileTools<span class=\"token punctuation\">(<\/span>\r\n                      read_files<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span> \r\n                      save_files<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n                      <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n                  show_tool_calls<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\"># Writing and saving a file<\/span>\r\nagent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">\"\"\"Write a short post for instagram with tips and tricks\r\n                        that positions me as an authority in healthy eating \r\n                        and save it to a file named 'post.txt'.\"\"\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                     markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0646\u062a\u064a\u062c\u0629 \u0644\u0630\u0644\u0643\u060c \u0644\u062f\u064a\u0646\u0627 \u0645\u0627 \u064a\u0644\u064a.<\/p>\n<blockquote><p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\">\u0623\u0637\u0644\u0642 \u0627\u0644\u0639\u0646\u0627\u0646 \u0644\u0637\u0627\u0642\u062a\u0643 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0646\u0627\u0648\u0644 \u0637\u0639\u0627\u0645 \u0635\u062d\u064a:<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\"> 1. \u0623\u0639\u0637\u0650 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u0623\u0637\u0639\u0645\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629: \u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0641\u0648\u0627\u0643\u0647 \u0648\u0627\u0644\u062e\u0636\u0631\u0627\u0648\u0627\u062a \u0648\u0627\u0644\u0628\u0631\u0648\u062a\u064a\u0646\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u062f\u0647\u0648\u0646 \u0648\u0627\u0644\u062d\u0628\u0648\u0628 \u0627\u0644\u0643\u0627\u0645\u0644\u0629.<\/span><\/span> <span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\">\u0641\u0647\u064a \u063a\u0646\u064a\u0629 \u0628\u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u063a\u0630\u0627\u0626\u064a\u0629 \u0648\u062a\u0645\u0646\u062d\u0643 \u0634\u0639\u0648\u0631\u064b\u0627 \u0628\u0627\u0644\u0634\u0628\u0639 \u0648\u0627\u0644\u0646\u0634\u0627\u0637.<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz ChMk0b\"><span class=\"ryNqvb\"> 2. \u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0637\u0639\u0627\u0645 \u0628\u0648\u0639\u064a: \u0627\u0646\u062a\u0628\u0647 \u0644\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062c\u0648\u0639 \u0648\u0627\u0644\u0634\u0628\u0639 \u0641\u064a \u062c\u0633\u0645\u0643.<\/span><\/span><span class=\"jCAhz\"><span class=\"ryNqvb\"> \u062a\u062c\u0646\u0628 \u0627\u0644\u0645\u0634\u062a\u062a\u0627\u062a \u0623\u062b\u0646\u0627\u0621 \u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0637\u0639\u0627\u0645.<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\"> 3. \u0627\u0634\u0631\u0628 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0627\u0621: \u0627\u0644\u0645\u0627\u0621 \u0636\u0631\u0648\u0631\u064a \u0644\u0644\u0647\u0636\u0645\u060c \u0648\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0627\u0644\u0635\u062d\u0629 \u0627\u0644\u0639\u0627\u0645\u0629<\/span><\/span><\/span><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\">.<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\"> 4. \u0644\u0627 \u062a\u062d\u0631\u0645 \u0646\u0641\u0633\u0643: \u0627\u0633\u0645\u062d \u0628\u062a\u0646\u0627\u0648\u0644 \u0628\u0639\u0636 \u0627\u0644\u062d\u0644\u0648\u064a\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u062d\u064a\u0646 \u0648\u0627\u0644\u0622\u062e\u0631.<\/span><\/span><span class=\"jCAhz\"><span class=\"ryNqvb\"> \u0642\u062f \u064a\u0624\u062f\u064a \u0627\u0644\u062d\u0631\u0645\u0627\u0646 \u0625\u0644\u0649 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u062a\u0646\u0627\u0648\u0644 \u0627\u0644\u0637\u0639\u0627\u0645 \u0644\u0627\u062d\u0642\u064b\u0627.<\/span><\/span> <span class=\"jCAhz\"><span class=\"ryNqvb\">\u0627\u0633\u062a\u0645\u062a\u0639 \u0628\u0643\u0644 \u0634\u064a\u0621 \u0628\u0627\u0639\u062a\u062f\u0627\u0644!<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\"> 5. \u062e\u0637\u0637 \u0645\u0633\u0628\u0642\u064b\u0627: \u062d\u0636\u0651\u0631 \u0648\u062c\u0628\u0627\u062a\u0643 \u0623\u0648 \u0648\u062c\u0628\u0627\u062a\u0643 \u0627\u0644\u062e\u0641\u064a\u0641\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u062a\u062c\u0646\u0628 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u063a\u064a\u0631 \u0635\u062d\u064a\u0629.<\/span><\/span><\/span><\/p>\n<p><span class=\"HwtZe\" lang=\"ar\"><span class=\"jCAhz\"><span class=\"ryNqvb\"> #\u0623\u0643\u0644_\u0635\u062d\u064a #\u0646\u0645\u0637_\u062d\u064a\u0627\u0629_\u0635\u062d\u064a #\u062a\u063a\u0630\u064a\u0629 #\u0639\u0634\u0627\u0642_\u0627\u0644\u0637\u0639\u0627\u0645 #\u0635\u062d\u0629_\u0648\u0639\u0627\u0641\u064a\u0629 #\u0646\u0635\u0627\u0626\u062d_\u0635\u062d\u064a\u0629 #\u0623\u0643\u0644_\u0646\u0638\u064a\u0641 #\u062e\u0633\u0627\u0631\u0629_\u0648\u0632\u0646 #\u0648\u0635\u0641\u0627\u062a_\u0635\u062d\u064a\u0629 #\u0646\u0635\u0627\u0626\u062d_\u062a\u063a\u0630\u064a\u0629 #\u0635\u062d\u0629_\u0641\u0648\u0631\u064a\u0629 #\u0637\u0639\u0627\u0645_\u0635\u062d\u064a #\u062a\u0646\u0627\u0648\u0644_\u0628\u0648\u0639\u064a #\u0631\u062d\u0644\u0629_\u0635\u062d\u064a\u0629 #\u0645\u062f\u0631\u0628_\u0635\u062d\u064a<\/span><\/span><\/span><\/p><\/blockquote>\n<p class=\"wp-block-paragraph\">\u0628\u0627\u0644\u062a\u0623\u0643\u064a\u062f\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0646\u0634\u0627\u0621 \u0637\u0627\u0642\u0645 \u0645\u0639 \u0648\u0643\u0644\u0627\u0621 (agents) \u0622\u062e\u0631\u064a\u0646 \u0644\u0644\u0628\u062d\u062b \u0641\u064a \u0642\u0627\u0626\u0645\u0629 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0639\u0646 \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0648\u0645\u062f\u0642\u0642 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0648\u0627\u0644\u0645\u0631\u0627\u062c\u0639\u060c \u0648\u0622\u062e\u0631 \u0644\u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u0629 \u0644\u0644\u0645\u0646\u0634\u0648\u0631. \u0644\u0643\u0646\u064a \u0623\u0639\u062a\u0642\u062f \u0623\u0646\u0643 \u0641\u0647\u0645\u062a \u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0643\u064a\u0641\u064a\u0629 \u0625\u0636\u0627\u0641\u0629 <code>tool<\/code> \u0625\u0644\u0649 <code>Agent<\/code>.<\/p>\n<p class=\"wp-block-paragraph\">\u0646\u0648\u0639 \u0622\u062e\u0631 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0646\u0627 \u0625\u0636\u0627\u0641\u062a\u0647\u0627 \u0647\u0648 <strong>\u0623\u062f\u0627\u0629<\/strong> <strong>\u0627\u0644\u0648\u0638\u064a\u0641\u0629 (function tool)<\/strong>. \u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0638\u064a\u0641\u0629 Python \u0644\u062a\u0643\u0648\u0646 \u0628\u0645\u062b\u0627\u0628\u0629 \u0623\u062f\u0627\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631 (LLM). \u0641\u0642\u0637 \u0644\u0627 \u062a\u0646\u0633 \u0625\u0636\u0627\u0641\u0629 \u062a\u0644\u0645\u064a\u062d\u0627\u062a \u0627\u0644\u0646\u0648\u0639 \u0645\u062b\u0644 <code>video_id:str<\/code>\u060c \u062d\u062a\u0649 \u064a\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0627 \u0627\u0644\u0630\u064a \u0633\u064a\u0633\u062a\u062e\u062f\u0645\u0647 \u0643\u0645\u062f\u062e\u0644 \u0644\u0644\u0648\u0638\u064a\u0641\u0629. \u0648\u0625\u0644\u0627\u060c \u0641\u0642\u062f \u062a\u0631\u0649 \u062e\u0637\u0623.<\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0648\u0646\u0627 \u0646\u0631\u0649 \u0628\u0625\u064a\u062c\u0627\u0632 \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0630\u0644\u0643.<\/p>\n<p class=\"wp-block-paragraph\">\u0646\u0631\u064a\u062f \u0627\u0644\u0622\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 (Agent) \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0641\u064a\u062f\u064a\u0648 \u0645\u0639\u064a\u0646 \u0639\u0644\u0649 YouTube \u0648\u062a\u0644\u062e\u064a\u0635\u0647. \u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0645\u0629\u060c \u0646\u0642\u0648\u0645 \u0628\u0628\u0633\u0627\u0637\u0629 \u0628\u0625\u0646\u0634\u0627\u0621 \u0648\u0638\u064a\u0641\u0629 \u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0632\u064a\u0644 \u0646\u0633\u062e\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0645\u0646 YT \u0648\u062a\u0645\u0631\u064a\u0631\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0644\u062e\u064a\u0635\u0647\u0627.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">import<\/span> os\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">from<\/span> youtube_transcript_api <span class=\"token keyword\">import<\/span> YouTubeTranscriptApi\r\n\r\n<span class=\"token comment\"># Get YT transcript<\/span>\r\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_yt_transcript<\/span><span class=\"token punctuation\">(<\/span>video_id<span class=\"token punctuation\">:<\/span>str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str<span class=\"token punctuation\">:<\/span>\r\n      \r\n    <span class=\"token triple-quoted-string string\">\"\"\"\r\n    Use this function to get the transcript from a YouTube video using the video id.\r\n\r\n    Parameters\r\n    ----------\r\n    video_id : str\r\n        The id of the YouTube video.\r\n    Returns\r\n    -------\r\n    str\r\n        The transcript of the video.\r\n    \"\"\"<\/span>\r\n\r\n    <span class=\"token comment\"># Instantiate<\/span>\r\n    ytt_api <span class=\"token operator\">=<\/span> YouTubeTranscriptApi<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token comment\"># Fetch<\/span>\r\n    yt <span class=\"token operator\">=<\/span> ytt_api<span class=\"token punctuation\">.<\/span>fetch<span class=\"token punctuation\">(<\/span>video_id<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token comment\"># Return<\/span>\r\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">''<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span>line<span class=\"token punctuation\">.<\/span>text <span class=\"token keyword\">for<\/span> line <span class=\"token keyword\">in<\/span> yt<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\"># Create agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span> Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-1.5-flash\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  api_key <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n                  description<span class=\"token operator\">=<\/span> <span class=\"token string\">\"You are an assistant that summarizes YouTube videos.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>get_yt_transcript<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n                  expected_output<span class=\"token operator\">=<\/span> <span class=\"token string\">\"A summary of the video with the 5 main points and 2 questions for me to test my understanding.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n                  show_tool_calls<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\"># Run agent<\/span>\r\nagent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">\"\"\"Summarize the text of the video with the id 'hrZSfMly_Ck' \"\"\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                     markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u062b\u0645 \u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0646\u062a\u064a\u062c\u0629.<\/p>\n<p><img decoding=\"async\" class=\"wp-image-602835 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/image-209-1024x375-1.png\" alt=\"\" \/ width=\"1024\" height=\"375\"><\/p>\n<h2 class=\"wp-block-heading\">\u0648\u0643\u0644\u0627\u0621 \u064a\u062a\u0645\u062a\u0639\u0648\u0646 \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644<\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631\u0647\u0627 \u062d\u0632\u0645\u0629 Agno \u0647\u064a \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u064a\u0645\u0643\u0646\u0647\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0648\u0642\u0641 \u0642\u0628\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644. \u0647\u0630\u0647 \u0647\u064a \u0623\u062f\u0627\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644. \u062a\u062d\u0642\u0642 \u0645\u0646 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.dztecs.com\/ai\/types-of-ai-agents-explained\/\">\u0623\u0646\u0648\u0627\u0639 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a\u0647\u0645: \u0634\u0631\u062d \u062a\u0641\u0635\u064a\u0644\u064a<\/a>.<\/p>\n<p class=\"wp-block-paragraph\">\u0633\u0646\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0648\u0630\u062c Qwen-qwq-32b \u0645\u0646 Alibaba. \u0644\u0627\u062d\u0638 \u0623\u0646 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0648\u062d\u064a\u062f \u0647\u0646\u0627\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0647\u0648 \u0623\u0646\u0646\u0627 \u0646\u0636\u064a\u0641 \u0627\u0644\u0623\u062f\u0627\u0629 <code>ReasoningTools()<\/code>. \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u062a\u0645\u0643\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0645\u0646 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0627\u0644\u0645\u0646\u0637\u0642\u064a \u0642\u0628\u0644 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a.<\/p>\n<p class=\"wp-block-paragraph\">\u062a\u0639\u0646\u064a \u062e\u0627\u0635\u064a\u0629 <code>adding_instructions=True<\/code> \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0648\u062f\u0642\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647 \u0644\u0644\u0623\u062f\u0627\u0629. \u0628\u064a\u0646\u0645\u0627 \u064a\u0624\u062f\u064a \u062a\u0639\u064a\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u062e\u0627\u0635\u064a\u0629 \u0625\u0644\u0649 <code>False<\/code> \u0625\u0644\u0649 \u0625\u062c\u0628\u0627\u0631 \u0627\u0644\u0648\u0643\u064a\u0644 \u0639\u0644\u0649 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u0647 \u0627\u0644\u062e\u0627\u0635\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0639\u0631\u0636\u0629 \u0644\u0644\u0623\u062e\u0637\u0627\u0621. \u0647\u0630\u0627 \u064a\u0633\u0645\u062d \u0628\u062a\u0642\u064a\u064a\u0645 \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">import<\/span> os\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>groq <span class=\"token keyword\">import<\/span> Groq\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">.<\/span>reasoning <span class=\"token keyword\">import<\/span> ReasoningTools\r\n\r\n\r\n<span class=\"token comment\"># Create agent with reasoning<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span> Groq<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"qwen-qwq-32b\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  api_key <span class=\"token operator\">=<\/span> os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GROQ_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n                  description<span class=\"token operator\">=<\/span> <span class=\"token string\">\"You are an experienced math teacher.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                  tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>ReasoningTools<span class=\"token punctuation\">(<\/span>add_instructions<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n                  show_tool_calls<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\"># Writing and saving a file<\/span>\r\nagent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">\"\"\"Explain the concept of sin and cosine in simple terms.\"\"\"<\/span><span class=\"token punctuation\">,<\/span>\r\n                     stream<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n                     show_full_reasoning<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n                     markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<p class=\"wp-block-paragraph\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/p>\n<p><img decoding=\"async\" class=\"wp-image-602838 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/output.gif\" alt=\"\" \/ width=\"684\" height=\"413\"><\/p>\n<h2 class=\"wp-block-heading\">\u0648\u0643\u064a\u0644 \u0645\u0632\u0648\u062f \u0628\u0627\u0644\u0645\u0639\u0631\u0641\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u062a\u064f\u0639\u062f \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0623\u0633\u0647\u0644 \u0637\u0631\u064a\u0642\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0639\u0632\u0632 \u0628\u0627\u0644\u062a\u0648\u0644\u064a\u062f (RAG). \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0648\u0643\u064a\u0644 \u0625\u0644\u0649 \u0645\u0648\u0642\u0639 \u0648\u064a\u0628 \u0623\u0648 \u0642\u0627\u0626\u0645\u0629 \u0645\u0648\u0627\u0642\u0639 \u0648\u064a\u0628\u060c \u0648\u0633\u064a\u0642\u0648\u0645 \u0628\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0625\u0644\u0649 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u062c\u0647\u0627\u062a. \u0628\u0639\u062f \u0630\u0644\u0643\u060c \u064a\u0635\u0628\u062d \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u0628\u062d\u062b. \u0648\u0639\u0646\u062f\u0645\u0627 \u064a\u064f\u0637\u0644\u0628 \u0645\u0646\u0647 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0643\u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629. \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u062a\u0639\u0632\u0632 \u062f\u0642\u0629 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u0628\u0633\u064a\u0637\u060c \u0623\u0636\u0641\u062a \u0635\u0641\u062d\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646 \u0645\u0648\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u062e\u0627\u0635 \u0628\u064a \u0648\u0633\u0623\u0644\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0639\u0646 \u0627\u0644\u0643\u062a\u0628 \u0627\u0644\u0645\u062f\u0631\u062c\u0629 \u0647\u0646\u0627\u0643. \u0647\u0630\u0627 \u064a\u0648\u0636\u062d \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># Imports<\/span>\r\n<span class=\"token keyword\">import<\/span> os\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>knowledge<span class=\"token punctuation\">.<\/span>url <span class=\"token keyword\">import<\/span> UrlKnowledge\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>vectordb<span class=\"token punctuation\">.<\/span>lancedb <span class=\"token keyword\">import<\/span> LanceDb<span class=\"token punctuation\">,<\/span> SearchType\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>embedder<span class=\"token punctuation\">.<\/span>sentence_transformer <span class=\"token keyword\">import<\/span> SentenceTransformerEmbedder\r\n\r\n<span class=\"token comment\"># Load webpage to the knowledge base<\/span>\r\nagent_knowledge <span class=\"token operator\">=<\/span> UrlKnowledge<span class=\"token punctuation\">(<\/span>\r\n    urls<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">\"https:\/\/gustavorsantos.me\/?page_id=47\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    vector_db<span class=\"token operator\">=<\/span>LanceDb<span class=\"token punctuation\">(<\/span>\r\n        uri<span class=\"token operator\">=<\/span><span class=\"token string\">\"tmp\/lancedb\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        table_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"projects\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        search_type<span class=\"token operator\">=<\/span>SearchType<span class=\"token punctuation\">.<\/span>hybrid<span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token comment\"># Use Sentence Transformer for embeddings<\/span>\r\n        embedder<span class=\"token operator\">=<\/span>SentenceTransformerEmbedder<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Create agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span>Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-2.0-flash\"<\/span><span class=\"token punctuation\">,<\/span> api_key<span class=\"token operator\">=<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    instructions<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>\r\n        <span class=\"token string\">\"Use tables to display data.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"Search your knowledge before answering the question.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"Only inlcude the content from the agent_knowledge base table 'projects'\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        <span class=\"token string\">\"Only include the output in your response. No other text.\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    knowledge<span class=\"token operator\">=<\/span>agent_knowledge<span class=\"token punctuation\">,<\/span>\r\n    add_datetime_to_instructions<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">==<\/span> <span class=\"token string\">\"__main__\"<\/span><span class=\"token punctuation\">:<\/span>\r\n    <span class=\"token comment\"># Load the knowledge base, you can comment out after first run<\/span>\r\n    <span class=\"token comment\"># Set recreate to True to recreate the knowledge base if needed<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>knowledge<span class=\"token punctuation\">.<\/span>load<span class=\"token punctuation\">(<\/span>recreate<span class=\"token operator\">=<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span>\r\n        <span class=\"token string\">\"What are the two books listed in the 'agent_knowledge'\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        stream<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n        show_full_reasoning<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n        stream_intermediate_steps<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<p><img decoding=\"async\" class=\"wp-image-602884 aligncenter\" style=\"width: 680px; height: auto;\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/image-220.png\" alt=\"\" \/ width=\"672\" height=\"236\"><\/p>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u064f\u0632\u0648\u064e\u0651\u062f \u0628\u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0646\u0648\u0639 \u0627\u0644\u0623\u062e\u064a\u0631 \u0627\u0644\u0630\u064a \u0633\u0646\u062a\u0646\u0627\u0648\u0644\u0647 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0647\u0648 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0632\u0648\u062f \u0628\u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u0647\u0648 \u0645\u0641\u0647\u0648\u0645 \u0623\u0633\u0627\u0633\u064a \u0641\u064a \u0645\u062c\u0627\u0644 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p class=\"wp-block-paragraph\">\u064a\u062a\u0645\u062a\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0628\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u0646 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647 \u0645\u0646 \u0641\u0647\u0645 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0648\u062a\u062e\u0635\u064a\u0635 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a\u0647. \u0647\u0630\u0647 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062a\u062c\u0639\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0644\u0627\u062d\u0642\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0639\u0648\u0646\u0627 \u0646\u0631\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644 \u062d\u064a\u062b \u0633\u0623\u062e\u0628\u0631 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u0628\u0639\u0636 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0648\u0623\u0637\u0644\u0628 \u062a\u0648\u0635\u064a\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u062a\u0641\u0627\u0639\u0644. \u0647\u0630\u0627 \u064a\u0648\u0636\u062d \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0632\u0648\u062f \u0628\u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u062a\u062d\u0633\u064a\u0646 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n<pre class=\"wp-block-prismatic-blocks language-python\" tabindex=\"0\"><code class=\"language-python\"><span class=\"token comment\"># imports<\/span>\r\n<span class=\"token keyword\">import<\/span> os\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> Agent\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">.<\/span>v2<span class=\"token punctuation\">.<\/span>db<span class=\"token punctuation\">.<\/span>sqlite <span class=\"token keyword\">import<\/span> SqliteMemoryDb\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>memory<span class=\"token punctuation\">.<\/span>v2<span class=\"token punctuation\">.<\/span>memory <span class=\"token keyword\">import<\/span> Memory\r\n<span class=\"token keyword\">from<\/span> agno<span class=\"token punctuation\">.<\/span>models<span class=\"token punctuation\">.<\/span>google <span class=\"token keyword\">import<\/span> Gemini\r\n<span class=\"token keyword\">from<\/span> rich<span class=\"token punctuation\">.<\/span>pretty <span class=\"token keyword\">import<\/span> pprint\r\n\r\n<span class=\"token comment\"># User Name<\/span>\r\nuser_id <span class=\"token operator\">=<\/span> <span class=\"token string\">\"data_scientist\"<\/span>\r\n\r\n<span class=\"token comment\"># Creating a memory database<\/span>\r\nmemory <span class=\"token operator\">=<\/span> Memory<span class=\"token punctuation\">(<\/span>\r\n    db<span class=\"token operator\">=<\/span>SqliteMemoryDb<span class=\"token punctuation\">(<\/span>table_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"memory\"<\/span><span class=\"token punctuation\">,<\/span> \r\n                      db_file<span class=\"token operator\">=<\/span><span class=\"token string\">\"tmp\/memory.db\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    model<span class=\"token operator\">=<\/span>Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-2.0-flash\"<\/span><span class=\"token punctuation\">,<\/span> \r\n                 api_key<span class=\"token operator\">=<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n                 <span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Clear the memory before start<\/span>\r\nmemory<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># Create the agent<\/span>\r\nagent <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    model<span class=\"token operator\">=<\/span>Gemini<span class=\"token punctuation\">(<\/span>id<span class=\"token operator\">=<\/span><span class=\"token string\">\"gemini-2.0-flash\"<\/span><span class=\"token punctuation\">,<\/span> api_key<span class=\"token operator\">=<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"GEMINI_API_KEY\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    user_id<span class=\"token operator\">=<\/span>user_id<span class=\"token punctuation\">,<\/span>\r\n    memory<span class=\"token operator\">=<\/span>memory<span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token comment\"># Enable the Agent to dynamically create and manage user memories<\/span>\r\n    enable_agentic_memory<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    add_datetime_to_instructions<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    markdown<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n\r\n<span class=\"token comment\"># Run the code<\/span>\r\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">==<\/span> <span class=\"token string\">\"__main__\"<\/span><span class=\"token punctuation\">:<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"My name is Gustavo and I am a Data Scientist learning about AI Agents.\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    memories <span class=\"token operator\">=<\/span> memory<span class=\"token punctuation\">.<\/span>get_user_memories<span class=\"token punctuation\">(<\/span>user_id<span class=\"token operator\">=<\/span>user_id<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Memories about {user_id}:\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    pprint<span class=\"token punctuation\">(<\/span>memories<span class=\"token punctuation\">)<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"What topic should I study about?\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"I write articles for Towards Data Science.\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"Memories about {user_id}:\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    pprint<span class=\"token punctuation\">(<\/span>memories<span class=\"token punctuation\">)<\/span>\r\n    agent<span class=\"token punctuation\">.<\/span>print_response<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"Where should I post my next article?\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<p><img decoding=\"async\" class=\"wp-image-602890 aligncenter\" src=\"https:\/\/www.dztecs.com\/ai\/wp-content\/uploads\/sites\/2\/2025\/05\/output3.gif\" alt=\"\" \/ width=\"524\" height=\"324\"><\/p>\n<p class=\"wp-block-paragraph\">\u0648\u0628\u0647\u0630\u0627 \u0646\u062e\u062a\u062a\u0645 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u0623\u0648\u0644 \u062d\u0648\u0644 <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/www.dztecs.com\/ai\/real-world-ai-agents-examples\/\">\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/a>. \u0646\u0623\u0645\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0642\u062f \u0642\u062f\u0645 \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0645\u0641\u064a\u062f\u0629 \u062d\u0648\u0644 \u0623\u0646\u0648\u0627\u0639 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<h2 class=\"wp-block-heading\">\u0642\u0628\u0644 \u0627\u0644\u0645\u063a\u0627\u062f\u0631\u0629<\/h2>\n<p class=\"wp-block-paragraph\">\u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a. \u0644\u0642\u062f \u0635\u0639\u062f\u0646\u0627 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0641\u064a \u0633\u0644\u0645 \u062a\u0639\u0644\u0645 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0623\u0639\u0644\u0645 \u0623\u0646 \u0627\u0644\u0623\u0645\u0631 \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0631\u0628\u0643\u064b\u0627\u060c \u0641\u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0627\u062d\u0629 \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u0645\u0639\u0631\u0641\u0629 \u0645\u0646 \u0623\u064a\u0646 \u062a\u0628\u062f\u0623 \u0648\u0645\u0627\u0630\u0627 \u062a\u062f\u0631\u0633.<\/p>\n<p class=\"wp-block-paragraph\">\u0627\u0642\u062a\u0631\u0627\u062d\u064a \u0647\u0648 \u0623\u0646 \u062a\u0633\u0644\u0643 \u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0630\u064a \u0623\u0633\u0644\u0643\u0647. \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629 \u0641\u064a \u0643\u0644 \u0645\u0631\u0629\u060c \u0627\u062e\u062a\u0631 \u0628\u0636\u0639 \u062d\u0632\u0645 \u0641\u0642\u0637 \u0645\u062b\u0644 Agno \u0648 CrewAI\u060c \u0648\u062a\u0639\u0645\u0642 \u0641\u064a \u062f\u0631\u0627\u0633\u062a\u0647\u0627\u060c \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0623\u0643\u062b\u0631 \u062a\u0639\u0642\u064a\u062f\u064b\u0627 \u0641\u064a \u0643\u0644 \u0645\u0631\u0629. \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644\u060c \u0628\u062f\u0623\u0646\u0627 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0648\u062a\u0639\u0644\u0645\u0646\u0627 \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0628\u0628\u0633\u0627\u0637\u0629 \u0645\u0639 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 (LLM)\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u0644\u0627\u0621 \u0628\u0630\u0627\u0643\u0631\u0629\u060c \u0623\u0648 \u062d\u062a\u0649 \u0625\u0646\u0634\u0627\u0621 \u0646\u0638\u0627\u0645 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0639\u0632\u0632 (RAG) \u0628\u0633\u064a\u0637 \u0644\u0648\u0643\u064a\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0636\u0631\u0648\u0631\u064a\u0629 \u0644\u0641\u0647\u0645 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n<p class=\"wp-block-paragraph\">\u0645\u0646 \u0627\u0644\u0648\u0627\u0636\u062d \u0623\u0646 \u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0641\u0639\u0644\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0643\u064a\u0644 \u0648\u0627\u062d\u062f \u0641\u0642\u0637. \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u0631\u062c\u0639 [4] \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0645\u062a\u0642\u062f\u0645\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0628\u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0633\u064a\u0637\u0629\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0643 \u0645\u062a\u0642\u062f\u0645 \u0639\u0644\u0649 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u0634\u062e\u0627\u0635\u060c \u0648\u0647\u0646\u0627\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647 \u0628\u0627\u0644\u0641\u0639\u0644. \u0645\u0627 \u0639\u0644\u064a\u0643 \u0633\u0648\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0628\u062f\u0627\u0639\u0643\u060c \u0648\u0644\u0645\u0627\u0630\u0627 \u0644\u0627\u061f \u0627\u0637\u0644\u0628 \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0644\u0628\u0646\u0627\u0621 \u0634\u064a\u0621 \u0631\u0627\u0626\u0639! \u0627\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u0627\u062a\u0643 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629.<\/p>\n<p class=\"wp-block-paragraph\">\u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0633\u0646\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u062a\u0642\u064a\u064a\u0645\u0647\u0645. \u0627\u0628\u0642\u0648\u0627 \u0645\u062a\u0627\u0628\u0639\u064a\u0646!<\/p>\n<h3 class=\"wp-block-heading\">\u0645\u0633\u062a\u0648\u062f\u0639 GitHub<\/h3>\n<p class=\"wp-block-paragraph\"><a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/github.com\/gurezende\/agno-ai-labs\">https:\/\/github.com\/gurezende\/agno-ai-labs<\/a><\/p>\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0645\u0631\u0627\u062c\u0639<\/h2>\n<p class=\"wp-block-paragraph\">[1] <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/docs.agno.com\/introduction\">https:\/\/docs.agno.com\/introduction<\/a><\/p>\n<p class=\"wp-block-paragraph\">[2] <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/ai.google.dev\/gemini-api\/docs\">https:\/\/ai.google.dev\/gemini-api\/docs<\/a><\/p>\n<p class=\"wp-block-paragraph\">[3] <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/pypi.org\/project\/youtube-transcript-api\/\">https:\/\/pypi.org\/project\/youtube-transcript-api\/<\/a><\/p>\n<p class=\"wp-block-paragraph\">[4] <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/github.com\/agno-agi\/agno\/tree\/main\/cookbook\">https:\/\/github.com\/agno-agi\/agno\/tree\/main\/cookbook<\/a><\/p>\n<p class=\"wp-block-paragraph\">[5] <a target=\"_blank\" rel=\"noopener noreferrer\" href=\"https:\/\/docs.agno.com\/introduction\/agents#agent-with-knowledge\">https:\/\/docs.agno.com\/introduction\/agents#agent-with-knowledge<\/a><\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u062a\u0634\u0647\u062f \u0635\u0646\u0627\u0639\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0637\u0648\u0631\u0627\u062a \u0645\u062a\u0633\u0627\u0631\u0639\u0629. \u0625\u0646\u0647\u0627 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0625\u0639\u062c\u0627\u0628 \u0648\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0645\u0631\u0628\u0643\u0629. \u0644\u0642\u062f \u0643\u0646\u062a \u0623\u062f\u0631\u0633 \u0648\u0623\u062a\u0639\u0644\u0645 \u0648\u0623\u0628\u0646\u064a \u0623\u0633\u0633\u064a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644 \u0645\u0646 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0623\u0646\u0646\u064a \u0623\u0639\u062a\u0642\u062f \u0623\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0639\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a. \u064a\u0628\u062f\u0648 \u0627\u0644\u0623\u0645\u0631 \u0648\u0643\u0623\u0646\u0647 \u0628\u0627\u0644\u0623\u0645\u0633 \u0639\u0646\u062f\u0645\u0627 \u0642\u0645\u062a \u0628\u0628\u0646\u0627\u0621 \u0623\u0648\u0644 \u0648\u0643\u064a\u0644 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a (AI Agent)\u060c \u0648\u0628\u0639\u062f \u0623\u0633\u0628\u0648\u0639\u064a\u0646 \u0645\u0646 \u0630\u0644\u0643\u060c [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":3,"featured_media":3486,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-3485","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>\u062f\u0644\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 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