{"id":1568,"date":"2026-10-24T22:15:26","date_gmt":"2026-10-24T22:15:26","guid":{"rendered":"https:\/\/mesbahi.net\/fa\/?p=1568"},"modified":"2026-10-24T22:15:26","modified_gmt":"2026-10-24T22:15:26","slug":"multi-agent-orchestration","status":"publish","type":"post","link":"https:\/\/mesbahi.net\/fa\/blog\/1405\/08\/02\/multi-agent-orchestration\/","title":{"rendered":"\u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Agent Orchestration"},"content":{"rendered":"\n<pre class=\"wp-block-preformatted .rtlcode has-custom-css wp-custom-css-26781998\">\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628\u060c \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0627\u06cc\u062c\u0646\u062a\u06cc \u0628\u0647 \u200c\u0647\u0645\u0631\u0627\u0647 Orchestrator \u0627\u0633\u062a. \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062f\u0634\u0648\u0627\u0631\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0631\u0627\u0646\u061b \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0631\u0648 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc\u060c \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631\u0627\u06cc \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u200c\u062a\u0631\u06cc \u0627\u0632 \u0645\u062e\u0627\u0637\u0628\u06cc\u0646 \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u0647.<br><br>\u0647\u062f\u0641 \u0627\u06cc\u0646\u0647 \u06a9\u0647 \u0628\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0648\u0644\u06cc \u06a9\u0648\u0686\u06cc\u06a9\u060c \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u06cc\u0647 \u0627\u06cc\u062c\u0646\u062a \u06a9\u0627\u0641\u06cc\u0647\u060c \u0648 \u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0628\u06cc\u0646 \u0686\u0646\u062f \u0627\u06cc\u062c\u0646\u062a \u0645\u0646\u0637\u0642\u06cc \u0645\u06cc\u200c\u0634\u0647 \u0648 Orchestrator \u062f\u0642\u06cc\u0642\u0627\u064b \u0686\u0647 \u0646\u0642\u0634\u06cc \u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u0639\u0645\u0627\u0631\u06cc \u062f\u0627\u0631\u0647. \u062f\u0631 \u06a9\u0646\u0627\u0631\u0634 \u0647\u0645 \u0645\u06cc\u200c\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0645\u0647 \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627 \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0647 \u06cc\u0647 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u0646 \u0648 \u06af\u0627\u0647\u06cc \u0686\u0646\u062f \u062e\u0637 \u06a9\u062f \u0645\u0639\u0645\u0648\u0644\u06cc \u06cc\u0627 \u06cc\u0647 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06cc\u06a9 \u06a9\u0647 \u0645\u062e\u0635\u0648\u0635 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0628\u0627\u0634\u0647.<br><br>\u06cc\u06a9 \u062a\u0645\u0627\u06cc\u0632 \u0645\u0647\u0645 \u0631\u0648 \u0647\u0645 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0631\u0648\u0634\u0646 \u06a9\u0646\u0645: Self-hosted \u0628\u0648\u062f\u0646 Gateway \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0628\u0647 \u0645\u0639\u0646\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0648\u062f\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0646\u06cc\u0633\u062a. \u0627\u06af\u0631 \u0634\u0645\u0627 GPU \u062e\u0648\u0628\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u0646\u06af\u0631\u0627\u0646 \u0646\u0628\u0627\u0634\u06cc\u062f \u0686\u0648\u0646 \u0645\u062b\u0627\u0644 \u0631\u0648 \u0628\u0627 API \u062f\u06cc\u067e\u200c\u0633\u06cc\u06a9 \u0647\u0645 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f\u0645 \u062a\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0647 \u0645\u0631\u0627\u062a\u0628 \u0645\u0642\u0631\u0648\u0646\u200c\u0628\u0647\u200c\u0635\u0631\u0641\u0647\u200c\u062a\u0631 \u0628\u0627\u0634\u0647\u060c \u0648 \u0627\u0632 \u0646\u0638\u0631 \u0633\u062e\u062a\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0646\u0633\u062f\u0627\u062f \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc\u061b \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062a\u06a9\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u063a\u0631\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0647\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u062f\u0644 \u0647\u0645 \u0642\u0627\u0628\u0644 \u0631\u0642\u0627\u0628\u062a \u0628\u0627\u0634\u0647.<br><br>\u062d\u062a\u06cc \u0627\u06af\u0631 \u062a\u0647\u06cc\u0647 \u062d\u0633\u0627\u0628 \u062f\u06cc\u067e\u200c\u0633\u06cc\u06a9 \u0647\u0645 \u0645\u0642\u062f\u0648\u0631 \u0646\u0628\u0648\u062f\u060c \u0646\u06af\u0631\u0627\u0646 \u0646\u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u0627 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u0648\u0644\u06cc \u0645\u062d\u0644\u06cc (\u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062e\u0648\u062f\u062a\u0648\u0646) \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0648 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<br><br>\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u0642\u0627\u0644\u0647\u060c \u06cc\u0647 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0648\u0686\u06cc\u06a9 \u0628\u0627\u0632\u0628\u06cc\u0646 \u06a9\u062f \u0631\u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u0645 \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u062f\u0631\u06a9 \u0646\u06cc\u0627\u0632 \u0648 \u0645\u0648\u0636\u0648\u0639\u060c \u0633\u0627\u062f\u0647 \u0648 \u0633\u0631\u0631\u0627\u0633\u062a \u0628\u0627\u0634\u0647. \u0627\u06cc\u0646 \u0633\u0646\u0627\u0631\u06cc\u0648 \u0628\u0631\u0627\u06cc \u062a\u0648\u0636\u06cc\u062d Routing\u060c \u062a\u062e\u0635\u0635 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u060c \u06a9\u0646\u062a\u0631\u0644 \u067e\u0627\u0633\u062e \u0648 \u0646\u0642\u0634 Orchestrator\u060c \u0645\u0646\u0627\u0633\u0628\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0646\u062f\u0627\u0631\u0647.<\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u0644\u0627\u06cc\u0647<\/th><th>\u0627\u0628\u0632\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc<\/th><th>\u062f\u0644\u06cc\u0644 \u0627\u0646\u062a\u062e\u0627\u0628<\/th><\/tr><tr><td>Agent Orchestration<\/td><td>LangGraph<\/td><td>\u0645\u062a\u0646\u200c\u0628\u0627\u0632\u060c \u06a9\u0646\u062a\u0631\u0644 \u062c\u0631\u06cc\u0627\u0646\u060c \u0648\u0636\u0639\u06cc\u062a \u0648 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc<\/td><\/tr><tr><td>LLM Gateway<\/td><td>LiteLLM<\/td><td>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 Self-hosted \u0628\u0631\u0627\u06cc \u0646\u0642\u0634 API Gateway \u062f\u0631 OpenRouter<\/td><\/tr><tr><td>LLM Provider<\/td><td>DeepSeek<\/td><td>API \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 OpenAI<\/td><\/tr><tr><td>\u0645\u062f\u0644 \u0645\u062d\u0644\u06cc<\/td><td>Ollama<\/td><td>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u062f\u0648\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 API \u0627\u0628\u0631\u06cc<\/td><\/tr><tr><td>Runtime<\/td><td>Python + Docker<\/td><td>\u0633\u0627\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0645\u0639\u0645\u0648\u0644\u06cc<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0627\u0646 \u062f\u06cc\u06af\u0647 \u0633\u0627\u062e\u062a\u0646 \u06cc\u0647 AI Agent \u06a9\u0627\u0631 \u0633\u0627\u062f\u0647\u200c\u0627\u06cc\u0647. \u06a9\u0627\u0641\u06cc\u0647 \u062a\u0627 \u067e\u0631\u0627\u0645\u067e\u062a \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0645\u0648\u0646 \u0631\u0648 \u0647\u0645\u0631\u0627\u0647 \u0686\u0646\u062f \u0627\u0628\u0632\u0627\u0631 (Tool) \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u06cc\u0647 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0628\u062f\u06cc\u0645\u061b \u0648 \u0627\u0648\u0646\u200c\u0648\u0642\u062a \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u06a9\u0627\u0631 \u0645\u0634\u062e\u0635\u06cc \u0631\u0648 \u0628\u0631\u0627\u0645\u0648\u0646 \u0627\u0646\u062c\u0627\u0645 \u0628\u062f\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0645\u0627 \u0648\u0642\u062a\u06cc \u0645\u0633\u0626\u0644\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0628\u0634\u0647 \u0686\u06cc\u061f \u0641\u0631\u0636 \u06a9\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u06cc\u0645 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645 \u06a9\u0647 \u0633\u0648\u0631\u0633 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0647 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u062d\u062a\u0645\u0627\u0644\u06cc \u0627\u0648\u0646 \u0631\u0648 \u0627\u0632 \u0646\u0638\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u06a9\u062f\u060c \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0647. \u0633\u0627\u062f\u0647\u200c\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0627\u06cc\u0646\u0647 \u06a9\u0647 \u0647\u0645\u0647 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0631\u0648 \u0628\u0647 \u06cc\u0647 LLM \u0628\u062f\u06cc\u0645 \u0648 \u0628\u06af\u06cc\u0645: \u00ab\u0644\u0637\u0641\u0627\u064b \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646!\u00bb<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0634\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u06cc\u0647 \u06a9\u062f \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u06a9\u0648\u0686\u06cc\u06a9 \u0647\u0645\u06cc\u0646 \u0647\u0645 \u06a9\u0627\u0631 \u06a9\u0646\u0647\u061b \u0648\u0644\u06cc \u0627\u06af\u0647 \u067e\u0631\u0648\u0698\u0647 \u0628\u0632\u0631\u06af\u200c\u062a\u0631 \u0628\u0627\u0634\u0647 \u0686\u06cc\u061f \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u06cc\u0645 \u0647\u0631 \u0628\u062e\u0634 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u062e\u0648\u062f\u0634 \u0631\u0648 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0647\u061f \u06cc\u0627 \u0628\u062e\u0648\u0627\u06cc\u0645 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0631\u0631\u0633\u06cc \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a \u0631\u062f\u06cc\u0627\u0628\u06cc \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0647\u060c \u0686\u06cc\u061f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0639\u0645\u0627\u0631\u06cc Multi-Agent \u0648 \u0645\u0641\u0647\u0648\u0645 Agent Orchestration \u0627\u06cc\u0646\u062c\u0627 \u0645\u0647\u0645 \u0645\u06cc\u200c\u0634\u0647. \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062f\u0631\u0628\u0627\u0631\u0647 \u06cc\u0647 \u0633\u06cc\u0633\u062a\u0645 \u06a9\u0648\u0686\u06cc\u06a9 \u0648\u0644\u06cc \u0648\u0627\u0642\u0639\u06cc\u0647 \u062a\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0686\u0646\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0631\u0648 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f1. \u0627\u0632 \u06cc\u06a9 Agent \u0628\u0647 \u0686\u0646\u062f Agent<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0628\u062d\u062b\u060c \u0628\u06cc\u0627\u06cc\u0646 \u0645\u0627\u0647\u06cc\u062a \u0627\u06cc\u062c\u0646\u062a \u0631\u0648 \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0633\u0627\u062f\u0647\u200c\u06cc \u06cc\u0647 LLM \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u06cc\u0645. \u0648\u0642\u062a\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0645\u06cc\u200c\u062e\u0648\u0627\u06cc\u0645 \u06cc\u0647 \u0645\u062a\u0646 \u0631\u0648 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0646\u0647\u060c \u0644\u0632\u0648\u0645\u0627\u064b Agent \u0646\u0633\u0627\u062e\u062a\u06cc\u0645. \u0627\u0645\u0627 \u0648\u0642\u062a\u06cc \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u0647 \u0647\u062f\u0641 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u0647 \u0686\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u0647\u060c \u0646\u062a\u0627\u06cc\u062c \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0647 \u0648 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0647\u062f\u0641\u060c \u0645\u0631\u0627\u062d\u0644\u06cc \u0631\u0648 \u067e\u06cc\u0634 \u0628\u0631\u0647\u060c \u0648\u0627\u0631\u062f \u0642\u0644\u0645\u0631\u0648 \u0627\u06cc\u062c\u0646\u062a\u06cc\u06a9 \u0634\u062f\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u062a\u0647 \u0628\u0627\u06cc\u062f \u0628\u06cc\u0646 Agent \u0648 Workflow \u062a\u0641\u0627\u0648\u062a \u0642\u0627\u0626\u0644 \u0628\u0634\u06cc\u0645. \u062a\u0648\u06cc \u06cc\u0647 Workflow \u0645\u0639\u0645\u0648\u0644\u06cc\u060c \u0645\u0633\u06cc\u0631 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627 \u0639\u0645\u062f\u062a\u0627\u064b \u0627\u0632 \u0642\u0628\u0644 \u0645\u0634\u062e\u0635\u0647. \u0627\u0645\u0627 \u062a\u0648\u06cc \u06cc\u0647 \u0627\u06cc\u062c\u0646\u062a\u060c \u0645\u062f\u0644 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0634\u0631\u0627\u06cc\u0637 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u0647 \u0686\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0631\u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u0647\u060c \u0686\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u0644\u0627\u0632\u0645 \u062f\u0627\u0631\u0647 \u0648 \u0642\u062f\u0645 \u0628\u0639\u062f\u06cc \u0686\u06cc \u0628\u0627\u0634\u0647. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0647\u0631 Node \u062a\u0648\u06cc \u06cc\u0647 \u0646\u0645\u0648\u062f\u0627\u0631 \u06cc\u0627 \u0647\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc LLM \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0627\u06cc\u062c\u0646\u062a \u0646\u06cc\u0633\u062a!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u0627\u0644\u0627 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u0645 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0631\u0633\u06cc \u067e\u0631\u0648\u0698\u0647 \u0645\u0627\u060c \u0633\u0647 \u062a\u0627 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0645\u062a\u0641\u0627\u0648\u062a \u062f\u0627\u0631\u0647:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Code Reviewer Agent:<\/strong> \u0645\u0633\u0626\u0648\u0644 \u0628\u0631\u0631\u0633\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u06a9\u062f\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u0646\u06af\u0647\u062f\u0627\u0634\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc.<\/li>\n\n\n\n<li><strong>Dependency Agent:<\/strong> \u0628\u0631\u0631\u0633\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0631\u06cc\u0633\u06a9\u200c\u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc.<\/li>\n\n\n\n<li><strong>Documentation Agent:<\/strong> \u0628\u0631\u0631\u0633\u06cc README \u0648 \u062a\u0637\u0628\u06cc\u0642 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648\u0627\u0642\u0639\u06cc \u067e\u0631\u0648\u0698\u0647.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u0635\u0648\u0635 \u062e\u0648\u062f\u0634 \u0631\u0648 \u062f\u0627\u0631\u0647. \u0645\u062b\u0644\u0627\u064b Code Reviewer \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0633\u0648\u0631\u0633 \u0631\u0648 \u0628\u062e\u0648\u0646\u0647\u060c \u0627\u0645\u0627 Dependency Agent \u0628\u06cc\u0634\u062a\u0631 \u0628\u0627 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 <code>pyproject.toml<\/code> \u0648 <code>requirements.txt<\/code> \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u0647 \u0648 \u0645\u062b\u0644\u0627\u064b \u0645\u06cc\u200c\u062f\u0648\u0646\u0647 \u0686\u062c\u0648\u0631\u06cc \u0686\u06a9 \u06a9\u0646\u0647 \u06a9\u0647 \u0648\u0631\u0698\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0644\u0627\u0646 \u06a9\u062a\u0627\u0628\u062e\u0648\u0646\u0647 \u0622\u06cc\u0627 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u0647 \u06cc\u0627 \u0646\u0647\u061b \u06cc\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062c\u0648\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u200c\u0627\u0634 \u0631\u0627\u06cc\u06af\u0627\u0646\u0647 \u06cc\u0627 \u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u062a\u0642\u0633\u06cc\u0645 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0647 \u062a\u0627 \u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u0628\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0631\u062a\u0628\u0637 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u062a\u0631\u06cc \u06a9\u0627\u0631 \u06a9\u0646\u0647. \u0627\u0645\u0627 \u0633\u0624\u0627\u0644 \u0628\u0639\u062f\u06cc \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0634\u0647 \u06a9\u0647 \u0686\u0647 \u06a9\u0633\u06cc \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u06a9\u0646\u0647 \u06a9\u062f\u0648\u0645 \u0627\u06cc\u062c\u0646\u062a \u0628\u0627\u06cc\u062f \u0627\u062c\u0631\u0627 \u0628\u0634\u0647\u061f \u0627\u06af\u0631 \u0686\u0646\u062f \u062a\u0627 \u0627\u06cc\u062c\u0646\u062a \u0647\u0645\u200c\u0632\u0645\u0627\u0646 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u060c \u0686\u0647 \u06a9\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c \u0631\u0648 \u062c\u0645\u0639 \u0645\u06cc\u200c\u06a9\u0646\u0647\u061f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u06a9\u0627\u0631\u0628\u0631\u062f <strong>Orchestrator<\/strong> \u0647\u0645\u06cc\u0646\u0647. \u062f\u0631 \u062d\u0642\u06cc\u0642\u062a Orchestrator \u0645\u0633\u0626\u0648\u0644 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u0633\u062a. \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u0647\u060c \u0628\u0647 \u0627\u06cc\u062c\u0646\u062a \u0645\u0646\u0627\u0633\u0628 \u0627\u0631\u062c\u0627\u0639 \u0628\u062f\u0647\u060c \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 \u0631\u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0647\u060c \u0646\u062a\u0627\u06cc\u062c \u0631\u0648 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u06a9\u0646\u0647 \u0648 \u0646\u0647\u0627\u06cc\u062a\u0627\u064b \u067e\u0627\u0633\u062e \u0628\u062f\u0647. \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u06cc\u0646\u0647 \u06a9\u0647 Orchestrator \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u062e\u0648\u062f\u0634 \u06cc\u06a9 AI Agent \u0646\u06cc\u0633\u062a. \u06af\u0627\u0647\u06cc \u06cc\u0647 Workflow \u0628\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0645\u0634\u062e\u0635\u060c \u0642\u0627\u0628\u0644 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u062a\u0631 \u0648 \u062d\u062a\u06cc \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f2. \u0646\u0642\u0634 \u0648 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a Agent Orchestrator<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Orchestrator \u0645\u0633\u0626\u0648\u0644 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647\u0634 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u0645\u060c \u0648\u0638\u0627\u06cc\u0641\u0634 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u06cc\u0646\u200c\u0647\u0627 \u0628\u0627\u0634\u0647:<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u062a\u0634\u062e\u06cc\u0635 \u0628\u062f\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0628\u0647 \u06a9\u062f\u0648\u0645 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0647.<\/li>\n\n\n\n<li>\u06a9\u0627\u0631\u0647\u0627 \u0631\u0648 \u0628\u0647 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0648\u0627\u06af\u0630\u0627\u0631 \u06a9\u0646\u0647.<\/li>\n\n\n\n<li>\u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u06cc\u0627 \u062a\u0631\u062a\u06cc\u0628\u06cc \u0627\u0648\u0646\u200c\u0647\u0627 \u0631\u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0647.<\/li>\n\n\n\n<li>\u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627 \u0648 \u062e\u0637\u0627\u0647\u0627 \u0631\u0648 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u06a9\u0646\u0647.<\/li>\n\n\n\n<li>\u0646\u062a\u0627\u06cc\u062c \u0631\u0648 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u06af\u0632\u0627\u0631\u0634 \u0646\u0647\u0627\u06cc\u06cc \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u0647.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0645\u0627 \u06cc\u0647 \u0646\u06a9\u062a\u0647\u200c\u06cc \u0645\u0647\u0645 \u0647\u0645 \u062f\u0627\u0631\u06cc\u0645: <strong>Orchestrator \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u062e\u0648\u062f\u0634 \u06cc\u06a9 AI Agent \u0646\u06cc\u0633\u062a!<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u06af\u0627\u0647\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0628\u0627 \u0686\u0646\u062f \u0634\u0631\u0637 \u0633\u0627\u062f\u0647 \u062a\u0648\u06cc \u06a9\u062f \u06a9\u0627\u0645\u0644\u0627\u064b \u06a9\u0627\u0641\u06cc\u0647. \u0645\u062b\u0644\u0627\u064b \u0627\u06af\u0631 \u06a9\u0627\u0631\u0628\u0631 \u0641\u0642\u0637 \u0628\u0631\u0631\u0633\u06cc \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0648 \u0628\u062e\u0648\u0627\u062f\u060c \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u062f\u0648 \u062a\u0627 \u0627\u06cc\u062c\u0646\u062a \u062f\u06cc\u06af\u0647 \u0646\u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u0645\u0642\u0627\u0628\u0644\u060c \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u0627\u0632 \u06cc\u06a9 LLM \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u067e\u0633 Multi-Agent \u0628\u0648\u062f\u0646 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0628\u0647 \u0645\u0639\u0646\u06cc \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0686\u0646\u062f \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u062f\u0627\u0626\u0645\u0627\u064b \u0645\u0634\u063a\u0648\u0644 \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u0647\u0645 \u0628\u0627\u0634\u0646!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f3. \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062b\u0627\u0644 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc\u061b \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u0628\u06cc\u0646\u06cc \u06a9\u062f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u0632 \u0633\u0647 \u062a\u0627 \u0627\u0628\u0632\u0627\u0631 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LangGraph:<\/strong> \u0645\u0633\u0626\u0648\u0644 \u0627\u062c\u0631\u0627\u06cc Workflow\u060c \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u0628\u06cc\u0646 Agent\u0647\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a State.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LiteLLM:<\/strong> \u06cc\u0647 LLM Gateway \u06a9\u0647 \u0631\u0648\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u062e\u0648\u062f\u0645\u0648\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0647 \u0648 \u06cc\u06a9 API \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ollama:<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0645\u062d\u0644\u06cc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u0628\u0647 \u062c\u0627\u06cc \u0645\u062f\u0644 \u0645\u062d\u0644\u06cc\u060c \u0627\u0632 DeepSeek API \u0647\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0645\u0633\u06cc\u0631 \u06a9\u0644\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u0647:<\/p>\n\n\n\n<pre class=\"wp-block-code has-d-8-dee-9-ff-color has-text-color has-875-rem-font-size\"><code><code>User \u27a1\ufe0f Orchestrator <span style=\"background-color: initial; font-family: inherit; font-size: inherit; text-align: initial; letter-spacing: 0px;\">\u27a1\ufe0f Specialized Agents <span style=\"background-color: initial; font-family: inherit; font-size: inherit; text-align: initial; letter-spacing: 0px;\">\u27a1\ufe0f<\/span> Validation <span style=\"background-color: initial; font-family: inherit; font-size: inherit; text-align: initial; letter-spacing: 0px;\">\u27a1\ufe0f<\/span> Report<\/span><\/code><\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0627\u0632 \u0645\u0633\u06cc\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><code>Agent <span style=\"background-color: initial; font-family: inherit; font-size: inherit; text-align: initial; letter-spacing: 0px;\">\u27a1\ufe0f<\/span> LiteLLM Gateway <span style=\"background-color: initial; font-family: inherit; font-size: inherit; text-align: initial; letter-spacing: 0px;\">\u27a1\ufe0f<\/span> Ollama \/ DeepSeek<\/code><\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0642\u062a \u06a9\u0646\u06cc\u0646 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0648 \u0646\u0648\u0639 Routing \u0645\u062a\u0641\u0627\u0648\u062a \u062f\u0627\u0631\u06cc\u0645:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Agent Routing:<\/strong> \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0647 \u06a9\u062f\u0648\u0645 Agent \u0645\u0633\u0626\u0648\u0644 \u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u06a9\u0627\u0631\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Model Routing:<\/strong> \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0647 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0628\u0647 \u06a9\u062f\u0648\u0645 \u0645\u062f\u0644 \u06cc\u0627 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0628\u0634\u0647.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u0622\u06cc\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0635\u0645\u06cc\u0645\u06cc \u0628\u0647 \u06cc\u06a9 LLM \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645\u061f<\/strong><\/h5>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0631\u0636 \u06a9\u0631\u062f\u06cc\u0645 Orchestrator \u0628\u0627 \u0645\u0646\u0637\u0642 \u0645\u0634\u062e\u0635\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0647 \u06a9\u062f\u0648\u0645 Agent \u0627\u062c\u0631\u0627 \u0628\u0634\u0647. \u0627\u0645\u0627 \u0627\u06af\u0647 \u0628\u062e\u0648\u0627\u06cc\u0645 \u0627\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u062a\u0631 \u0628\u0634\u0647 \u0686\u06cc\u061f \u0645\u062b\u0644\u0627\u064b \u06a9\u0627\u0631\u0628\u0631 \u06cc\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u0628\u0647\u0645 \u0628\u062f\u0647 \u0648 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0628\u062f\u0647 \u06a9\u0647 \u0628\u0627\u06cc\u062f Code Reviewer \u0627\u062c\u0631\u0627 \u0628\u0634\u0647\u060c Documentation Agent \u06cc\u0627 \u0647\u0631 \u062f\u0648.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u06cc\u0647 \u0631\u0627\u0647 \u0627\u06cc\u0646\u0647 \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 LLM \u0645\u0639\u0645\u0648\u0644\u06cc \u0628\u062e\u0648\u0627\u06cc\u0645 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u0647. \u0627\u0645\u0627 \u0622\u06cc\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0632 \u0628\u06cc\u0646 \u0633\u0647 \u06cc\u0627 \u0686\u0647\u0627\u0631 \u06af\u0632\u06cc\u0646\u0647\u060c \u0628\u0647 \u0645\u062f\u0644\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0648 \u0627\u0633\u062a\u062f\u0644\u0627\u0644\u200c\u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u061f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u062e\u0627\u0646\u0648\u0627\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0647 \u0630\u06cc\u0644 \u0639\u0646\u0648\u0627\u0646 <strong>System-1 \u06cc\u0627 Decision Models<\/strong>  \u0645\u06cc\u200c\u0634\u0646\u0627\u0633\u06cc\u0645 \u062c\u0627\u0644\u0628 \u0645\u06cc\u200c\u0634\u0646. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647\u200c\u062c\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0622\u0632\u0627\u062f\u060c \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0634\u062e\u0635 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0646\u061b \u0645\u062b\u0644\u0627\u064b \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u06cc\u0646 \u0686\u0646\u062f \u06af\u0632\u06cc\u0646\u0647\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u06cc\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u06cc\u06a9 \u0648\u0636\u0639\u06cc\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u06cc\u06a9\u06cc \u0627\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u060c <strong>Jev<\/strong> \u0627\u0633\u062a \u06a9\u0647 TypeSafe AI \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647. \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0627\u0648\u0646\u060c \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0632 \u0645\u062b\u0644 Laya \u0648 Kev \u0647\u0645 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0646 \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0634\u0627\u0628\u0647 \u0631\u0648\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0634\u062e\u0635\u06cc \u0631\u0648 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0645\u0627\u060c \u06cc\u0647 Decision Model \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0647 \u0648 \u0645\u0634\u062e\u0635 \u06a9\u0646\u0647 \u06a9\u062f\u0648\u0645 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0645\u0631\u062a\u0628\u0637 \u0647\u0633\u062a\u0646. \u0628\u0639\u062f Orchestrator \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc \u0645\u062f\u0644 \u0648 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u060c Workflow \u0645\u0646\u0627\u0633\u0628 \u0631\u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u062a\u0647 \u0686\u0646\u062f \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0648\u0644 \u0627\u06cc\u0646\u06a9\u0647 <strong>System-1 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 Orchestrator \u0646\u06cc\u0633\u062a<\/strong>\u061b \u0635\u0631\u0641\u0627\u064b \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u062a\u0648\u06cc \u0628\u0639\u0636\u06cc \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627 \u0628\u0647 \u0627\u0648\u0646 \u06a9\u0645\u06a9 \u06a9\u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0648\u0645 \u0627\u06cc\u0646\u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647\u060c \u0648 \u062f\u0627\u0634\u062a\u0646 Confidence \u0628\u0647 \u0645\u0639\u0646\u06cc \u062a\u0635\u0645\u06cc\u0645 \u062f\u0631\u0633\u062a \u0646\u06cc\u0633\u062a. \u0627\u06af\u0647 \u062a\u0635\u0645\u06cc\u0645 \u0627\u0634\u062a\u0628\u0627\u0647 \u06af\u0631\u0641\u062a\u0647 \u0628\u0634\u0647\u060c \u0645\u0645\u06a9\u0646\u0647 \u06a9\u0644 Workflow \u0628\u0647 \u0645\u0633\u06cc\u0631 \u0646\u0627\u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0647. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647\u062a\u0631\u0647 \u0686\u0646\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0631\u0648 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0646\u0627\u0645\u0637\u0645\u0626\u0646\u060c \u0645\u0633\u06cc\u0631 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648 \u0633\u0648\u0645 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u0635\u0644\u0627\u064b \u0634\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u0645\u0633\u0626\u0644\u0647 \u0645\u0627 \u0647\u0645\u06cc\u0646 \u0686\u0646\u062f \u0634\u0631\u0637 \u0633\u0627\u062f\u0647 Python \u0647\u0645 \u06a9\u0627\u0641\u06cc \u0628\u0627\u0634\u0647!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062a\u0648\u06cc \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u06cc \u067e\u0631\u0648\u0698\u0647 \u0627\u0632 Routing \u0642\u0637\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 Decision Model \u0645\u062d\u0644\u06cc \u0631\u0648 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u0633\u06cc\u0631 \u062a\u0648\u0633\u0639\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u062f\u0641 \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06a9\u0648\u0686\u06a9\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645\u061b \u0647\u062f\u0641 \u0627\u06cc\u0646\u0647 \u06a9\u0647 <strong>\u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0631\u0648 \u0628\u0631\u0627\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0645\u0646\u0627\u0633\u0628 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u0645<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0648\u0644\u06cc \u062a\u0648\u06cc \u0645\u062b\u0627\u0644 \u0645\u0627 \u0628\u0627 LangGraph \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u0634\u0647 \u0648 \u062f\u0648\u0645\u06cc \u0628\u0627 LiteLLM. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0641\u0631\u062f\u0627 \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u0645 \u0645\u062f\u0644 \u0645\u062d\u0644\u06cc \u0631\u0648 \u0639\u0648\u0636 \u06a9\u0646\u06cc\u0645 \u06cc\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0648 \u0628\u0647 DeepSeek \u0628\u0641\u0631\u0633\u062a\u06cc\u0645\u060c \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0631\u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u062f\u06cc\u0645. \u0648 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc API \u0647\u0645 \u0628\u0647 \u0645\u0639\u0646\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0648\u062f\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a\u060c \u06a9\u06cc\u0641\u06cc\u062a \u06cc\u0627 \u0631\u0641\u062a\u0627\u0631 \u0647\u0645\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0646\u06cc\u0633\u062a\u061b \u062e\u0635\u0648\u0635\u0627\u064b \u0628\u0631\u0627\u06cc Tool Calling \u0628\u0627\u06cc\u062f \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0645\u062f\u0644 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f4. \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LangGraph \u0686\u06cc\u0647 \u0648 \u0686\u0647 \u06a9\u0627\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u061f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LangGraph \u06cc\u0647 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a Workflow\u0647\u0627 \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc Agentic \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u06af\u0631\u0627\u0641\u0647. \u0628\u0647 \u0632\u0628\u0648\u0646 \u0633\u0627\u062f\u0647\u060c \u0628\u0647\u200c\u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0648 \u062a\u0648\u06cc \u06cc\u0647 \u062a\u0627\u0628\u0639 \u0628\u0632\u0631\u06af \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 LLM \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0645\u0631\u0627\u062d\u0644 \u0627\u062c\u0631\u0627 \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u06cc\u0646 \u0627\u0648\u0646\u200c\u0647\u0627 \u0631\u0648 \u0628\u0647 \u0634\u06a9\u0644 \u06cc\u06a9 \u06af\u0631\u0627\u0641 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u0647 \u0645\u0641\u0647\u0648\u0645 \u0645\u0647\u0645 \u062a\u0648\u06cc \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Node:<\/strong> \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u0627\u062c\u0631\u0627\u0633\u062a. \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0645\u0639\u0645\u0648\u0644\u06cc\u060c \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06cc\u06a9 LLM \u06cc\u0627 \u06cc\u0647 Agent \u0628\u0627 \u0686\u0646\u062f \u0627\u0628\u0632\u0627\u0631 \u0628\u0627\u0634\u0647.<\/li>\n\n\n\n<li><strong>Edge:<\/strong> \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u06a9\u0646\u0647 \u0628\u0639\u062f \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0647\u0631 \u0645\u0631\u062d\u0644\u0647\u060c \u062c\u0631\u06cc\u0627\u0646 \u0628\u0647 \u06a9\u062c\u0627 \u0628\u0631\u0647. \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u062b\u0627\u0628\u062a \u06cc\u0627 \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644\u06cc \u0628\u0627\u0634\u0647.<\/li>\n\n\n\n<li><strong>State:<\/strong> \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc\u0647 \u06a9\u0647 \u062f\u0631 \u0637\u0648\u0644 \u0627\u062c\u0631\u0627\u06cc \u06af\u0631\u0627\u0641 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u06cc\u200c\u0634\u0647.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0644\u0627\u064b \u062a\u0648\u06cc \u067e\u0631\u0648\u0698\u0647 \u0645\u0627\u060c Orchestrator \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a <code>Send<\/code> \u0686\u0646\u062f Worker \u0631\u0648 \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u0647. \u0646\u062a\u0627\u06cc\u062c \u0627\u0648\u0646\u200c\u0647\u0627 \u0631\u0648 \u062a\u0648\u06cc State \u062c\u0645\u0639 \u06a9\u0646\u0647 \u0648 \u0628\u0639\u062f \u0628\u0647 \u0645\u0631\u062d\u0644\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u06af\u0632\u0627\u0631\u0634 \u0628\u0641\u0631\u0633\u062a\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0632\u06cc\u062a \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0641\u0642\u0637 \u062a\u0631\u0633\u06cc\u0645 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631 \u0641\u0627\u0646\u062a\u0632\u06cc \u0646\u06cc\u0633\u062a! \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc\u060c \u06a9\u0646\u062a\u0631\u0644 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a State\u060c \u0627\u0645\u06a9\u0627\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0634\u0631\u0637\u06cc \u0648 \u062a\u0648\u0633\u0639\u0647 Workflow\u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc \u062d\u0627\u0641\u0638\u0647 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062f\u0627\u0645\u0647 \u0627\u062c\u0631\u0627 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 LangGraph \u0647\u0633\u062a\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LangGraph \u0628\u0647 \u0645\u0639\u0646\u06cc \u0627\u06cc\u0646 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0645\u0627 \u062e\u0648\u062f\u0628\u0647\u200c\u062e\u0648\u062f \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062e\u0637\u0627 \u0645\u0642\u0627\u0648\u0645 \u0645\u06cc\u200c\u0634\u0647\u061b \u0645\u062f\u06cc\u0631\u06cc\u062a Timeout\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u062a\u06a9\u0631\u0627\u0631\u060c \u062e\u0637\u0627\u06cc Worker\u0647\u0627 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u062e\u0631\u0648\u062c\u06cc \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0645\u0627\u0633\u062a.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#2e3440ff\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\nfrom typing import Annotated, TypedDict\nimport operator\n\nclass Finding(TypedDict):\n    agent: str\n    severity: str\n    file: str\n    title: str\n\nclass ReviewState(TypedDict):\n    repo_path: str\n    selected_agents: list&#91;str&#93;\n    findings: Annotated[list&#91;Finding&#93;, operator.add]\n    final_report: str\n<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">from<\/span><span style=\"color: #D8DEE9FF\"> typing <\/span><span style=\"color: #81A1C1\">import<\/span><span style=\"color: #D8DEE9FF\"> Annotated<\/span><span style=\"color: #ECEFF4\">,<\/span><span style=\"color: #D8DEE9FF\"> TypedDict<\/span><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">import<\/span><span style=\"color: #D8DEE9FF\"> operator<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">class<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #8FBCBB\">Finding<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #8FBCBB; font-weight: bold\">TypedDict<\/span><span style=\"color: #ECEFF4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    agent<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    severity<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    file<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    title<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">class<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #8FBCBB\">ReviewState<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #8FBCBB; font-weight: bold\">TypedDict<\/span><span style=\"color: #ECEFF4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    repo_path<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    selected_agents<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> list<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #88C0D0\">str<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    findings<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> Annotated<\/span><span style=\"color: #ECEFF4\">[<\/span><span style=\"color: #D8DEE9FF\">list<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #D8DEE9FF\">Finding<\/span><span style=\"color: #ECEFF4\">&#93;,<\/span><span style=\"color: #D8DEE9FF\"> operator<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #D8DEE9FF\">add<\/span><span style=\"color: #ECEFF4\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    final_report<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">str<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 State \u062f\u0631 \u0648\u0627\u0642\u0639 \u0642\u0631\u0627\u0631\u062f\u0627\u062f \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 Workflow \u0645\u0627\u0633\u062a. \u0647\u0631 Node \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u0648\u0646 \u0631\u0648 \u0628\u062e\u0648\u0646\u0647 \u0648 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062e\u0648\u062f\u0634 \u0631\u0648 \u0628\u0631\u06af\u0631\u062f\u0648\u0646\u0647. \u0645\u062b\u0644\u0627\u064b \u0648\u0642\u062a\u06cc \u062f\u0648 \u062a\u0627 \u0627\u06cc\u062c\u0646\u062a \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0646\u062a\u06cc\u062c\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u062f\u0634\u0648\u0646 \u0631\u0648 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u060c \u0647\u0631 \u062f\u0648 \u0645\u0645\u06a9\u0646\u0647 \u0628\u062e\u0648\u0627\u0646 \u0641\u06cc\u0644\u062f <code>findings<\/code> \u0631\u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u06a9\u0646\u0646. \u0627\u0645\u0627 \u0642\u0631\u0627\u0631 \u0646\u06cc\u0633\u062a \u0646\u062a\u06cc\u062c\u0647 \u06cc\u06a9\u06cc\u060c \u0646\u062a\u06cc\u062c\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0631\u0648 \u067e\u0627\u06a9 \u06a9\u0646\u0647!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0632 <code>Annotated<\/code> \u0648 <code>operator.add<\/code> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645 \u062a\u0627 LangGraph \u0628\u062f\u0648\u0646\u0647 \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0627\u06cc\u062f \u0628\u0647 \u0644\u06cc\u0633\u062a \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u0627\u0636\u0627\u0641\u0647 \u0628\u0634\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u0641\u0642\u0637 \u0631\u0648\u0634 \u062a\u062c\u0645\u06cc\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a\u061b \u062a\u0631\u062a\u06cc\u0628 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u062b\u0627\u0628\u062a \u0646\u06cc\u0633\u062a \u0648 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062a\u0648\u0644\u06cc\u062f \u06af\u0632\u0627\u0631\u0634\u060c \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627 \u0631\u0648 \u0645\u0631\u062a\u0628 \u0648 \u0645\u0648\u0627\u0631\u062f \u062a\u06a9\u0631\u0627\u0631\u06cc \u0631\u0648 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0648\u06cc \u0627\u06cc\u0646 \u06a9\u062f\u060c <code>repo_path<\/code> \u0645\u0633\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0627\u0633\u062a \u0648 <code>selected_agents<\/code> \u0645\u0634\u062e\u0635 \u0645\u06cc\u200c\u06a9\u0646\u0647 \u06a9\u062f\u0648\u0645 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u0627\u062c\u0631\u0627 \u0628\u0634\u0646. \u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u0647\u0645 \u0646\u062a\u06cc\u062c\u0647 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u062f\u0634 \u0631\u0648 \u062f\u0631 \u0642\u0627\u0644\u0628 <code>findings<\/code> \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0648\u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u0627\u0644\u0627 \u0641\u0631\u0636 \u06a9\u0646\u06cc\u0645 \u0645\u06cc\u200c\u062e\u0648\u0627\u06cc\u0645 \u0641\u0642\u0637 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0627\u062c\u0631\u0627 \u0628\u0634\u0646:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#2e3440ff\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>from langgraph.types import Send\n\ndef dispatch(state: ReviewState):\n    return [\n        Send(\n            agent,\n            {\"repo_path\": state&#91;\"repo_path\"&#93;}\n        )\n        for agent in state&#91;\"selected_agents\"&#93;\n    ]<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #81A1C1\">from<\/span><span style=\"color: #D8DEE9FF\"> langgraph<\/span><span style=\"color: #ECEFF4\">.<\/span><span style=\"color: #D8DEE9FF\">types <\/span><span style=\"color: #81A1C1\">import<\/span><span style=\"color: #D8DEE9FF\"> Send<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #81A1C1\">def<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #88C0D0\">dispatch<\/span><span style=\"color: #ECEFF4\">(<\/span><span style=\"color: #D8DEE9\">state<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> ReviewState<\/span><span style=\"color: #ECEFF4\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #81A1C1\">return<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">[<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #88C0D0\">Send<\/span><span style=\"color: #ECEFF4\">(<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            agent<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">            <\/span><span style=\"color: #ECEFF4\">{<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">repo_path<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> state<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">repo_path<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #ECEFF4\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">        <\/span><span style=\"color: #81A1C1\">for<\/span><span style=\"color: #D8DEE9FF\"> agent <\/span><span style=\"color: #81A1C1\">in<\/span><span style=\"color: #D8DEE9FF\"> state<\/span><span style=\"color: #ECEFF4\">&#91;<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">selected_agents<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">&#93;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">    <\/span><span style=\"color: #ECEFF4\">]<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0641\u0631\u0636 \u06a9\u0631\u062f\u06cc\u0645 \u0627\u0633\u0645 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0642\u0628\u0644\u0627\u064b \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0634\u062f\u0647 \u0648 Node \u0645\u062a\u0646\u0627\u0638\u0631 \u0647\u0631\u06a9\u062f\u0648\u0645 \u062a\u0648\u06cc \u06af\u0631\u0627\u0641 \u062b\u0628\u062a \u0634\u062f\u0647. \u0647\u0645\u06cc\u0646\u200c\u0637\u0648\u0631 \u0647\u0631 Worker \u0628\u0627\u06cc\u062f \u0648\u0631\u0648\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0627\u0632 <code>Send<\/code> \u0631\u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u0647 \u0648 \u062e\u0631\u0648\u062c\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 State \u0628\u0631\u06af\u0631\u062f\u0648\u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u06cc\u0646\u06a9\u0647 <code>Send<\/code> \u0628\u0631\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0627\u0631 \u0628\u0647 Worker\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0647\u060c \u0646\u0647 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u06cc\u06a9 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc. \u062f\u0631 \u0648\u0627\u0642\u0639 LangGraph \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627 \u0631\u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u0647 \u0648 \u0647\u0631 Worker \u062f\u0631 \u062f\u0627\u062e\u0644 \u062e\u0648\u062f\u0634 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u0632 LLM \u0648 Tool\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f5. \u0648\u0638\u0627\u06cc\u0641 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u060c Code Reviewer \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 <code>read_file<\/code> \u062f\u0627\u0631\u0647 \u06a9\u0647 \u0628\u0627 \u0627\u0648\u0646 \u0641\u0627\u06cc\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631\u0634 \u0631\u0648 \u0645\u06cc\u200c\u062e\u0648\u0646\u0647. \u0627\u0645\u0627 \u0642\u0631\u0627\u0631 \u0646\u06cc\u0633\u062a \u06a9\u0644 \u067e\u0631\u0648\u0698\u0647 \u0631\u0648 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u06cc \u0628\u0631\u06cc\u0632\u06cc\u0645 \u062a\u0648\u06cc Context \u0645\u062f\u0644! \u0627\u06cc\u062c\u0646\u062a \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631 <code>list_files<\/code> \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0698\u0647 \u0631\u0648 \u0628\u0628\u06cc\u0646\u0647 \u0648 \u0628\u0639\u062f \u0641\u0642\u0637 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0648 \u0645\u0647\u0645 \u0631\u0648 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0646\u0647. \u062a\u0648\u06cc \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0641\u0642\u0637 \u0627\u062c\u0627\u0632\u0647 \u062e\u0648\u0646\u062f\u0646 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0631\u0648 \u062f\u0627\u0631\u0646 \u0648 \u0628\u0647 \u0645\u0633\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0645\u062d\u062f\u0648\u062f \u0647\u0633\u062a\u0646. \u0647\u06cc\u0686 \u0627\u06cc\u062c\u0646\u062a\u06cc \u0627\u062c\u0627\u0632\u0647 \u0627\u062c\u0631\u0627\u06cc \u062f\u0644\u062e\u0648\u0627\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0639\u0627\u0645\u0644 \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0631\u0648 \u0646\u062f\u0627\u0631\u0647. \u062e\u0631\u0648\u062c\u06cc \u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u0647\u0645 \u0628\u0647\u062a\u0631\u0647 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u0634\u062e\u0635 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0647\u060c \u0646\u0647 \u0635\u0631\u0641\u0627\u064b \u06cc\u06a9 \u0645\u062a\u0646 \u0622\u0632\u0627\u062f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0631\u0648 \u0646\u0628\u0627\u06cc\u062f \u0635\u0631\u0641\u0627\u064b \u0628\u0627 System Prompt \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u0645. \u0627\u06af\u0631 \u0628\u0647 \u0645\u062f\u0644 \u0628\u06af\u06cc\u0645 \u00ab\u0644\u0637\u0641\u0627\u064b \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c \u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0631\u0648 \u0646\u062e\u0648\u0646\u00bb\u060c \u0627\u06cc\u0646 \u06cc\u06a9 \u06a9\u0646\u062a\u0631\u0644 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0646\u06cc\u0633\u062a!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062e\u0648\u062f \u0627\u0628\u0632\u0627\u0631 <code>read_file<\/code> \u0628\u0627\u06cc\u062f \u0645\u0633\u06cc\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0647\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c \u0627\u0632 \u0631\u06cc\u0634\u0647 \u067e\u0631\u0648\u0698\u0647 \u0631\u0648 \u0631\u062f \u06a9\u0646\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u062d\u062f\u0627\u06a9\u062b\u0631 \u062d\u062c\u0645 \u0641\u0627\u06cc\u0644 \u0648 \u062a\u0639\u062f\u0627\u062f \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc\u200c\u0647\u0627 \u0631\u0648 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0647\u060c \u0645\u062d\u062a\u0648\u0627\u06cc \u0633\u0648\u0631\u0633 \u067e\u0631\u0648\u0698\u0647 \u0647\u0645 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0647. \u0645\u0645\u06a9\u0646\u0647 \u062f\u0627\u062e\u0644 \u06cc\u06a9 \u06a9\u0627\u0645\u0646\u062a \u06cc\u0627 README \u062f\u0633\u062a\u0648\u0631\u0627\u062a\u06cc \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u0647 \u06a9\u0647 \u062a\u0644\u0627\u0634 \u06a9\u0646\u0646 \u0631\u0641\u062a\u0627\u0631 \u0627\u06cc\u062c\u0646\u062a \u0631\u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u062f\u0646. \u0627\u06cc\u0646 \u0645\u062d\u062a\u0648\u0627 \u0646\u0628\u0627\u06cc\u062f \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062f\u0633\u062a\u0648\u0631 \u0645\u0639\u062a\u0628\u0631 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0627\u062c\u0631\u0627 \u0628\u0634\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u062b\u0644\u0627\u064b:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#2e3440ff\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>{\n  \"agent\": \"code_reviewer\",\n  \"severity\": \"medium\",\n  \"file\": \"app.py\",\n  \"line\": 24,\n  \"title\": \"Missing error handling\",\n  \"description\": \"File read errors are not handled.\",\n  \"recommendation\": \"Handle expected I\/O exceptions.\"\n}<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #ECEFF4\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">agent<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">code_reviewer<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">severity<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">medium<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">file<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">app.py<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">line<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #B48EAD\">24<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">title<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Missing error handling<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">description<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">File read errors are not handled.<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #8FBCBB\">recommendation<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #ECEFF4\">:<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #ECEFF4\">&quot;<\/span><span style=\"color: #A3BE8C\">Handle expected I\/O exceptions.<\/span><span style=\"color: #ECEFF4\">&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #ECEFF4\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647 \u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0648 \u0628\u062f\u0648\u0646 \u062a\u06a9\u06cc\u0647 \u0631\u0648\u06cc \u062a\u0641\u0633\u06cc\u0631 \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u062a\u0646 \u0622\u0632\u0627\u062f\u060c \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc\u060c \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u06af\u0632\u0627\u0631\u0634 \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0645\u0631\u062d\u0644\u0647 Validation \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u0647 \u06a9\u0647 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0648\u0627\u0642\u0639\u0627\u064b \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0647\u060c \u0634\u0645\u0627\u0631\u0647 \u062e\u0637 \u0645\u0639\u062a\u0628\u0631\u0647 \u0648 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u062d\u0630\u0641 \u0634\u062f\u0646. \u0645\u0639\u062a\u0628\u0631 \u0628\u0648\u062f\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u06a9 \u06cc\u0627\u0641\u062a\u0647\u060c \u0628\u0647 \u0645\u0639\u0646\u06cc \u062f\u0631\u0633\u062a \u0628\u0648\u062f\u0646 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062f\u0644 \u0646\u06cc\u0633\u062a. \u0645\u062f\u0644 \u0645\u0645\u06a9\u0646\u0647 \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u0647 \u0645\u0634\u06a9\u0644 \u063a\u06cc\u0631\u0648\u0627\u0642\u0639\u06cc \u06af\u0632\u0627\u0631\u0634 \u06a9\u0646\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f6. \u0686\u0631\u0627 LiteLLM\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0628\u06cc\u0646 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0631\u0648 \u062f\u06cc\u062f\u06cc\u0645. \u0627\u0645\u0627 \u06cc\u0647 \u0645\u0633\u0626\u0644\u0647 \u062f\u06cc\u06af\u0647 \u0647\u0645 \u062f\u0627\u0631\u06cc\u0645: \u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u06cc\u0641\u0647 \u062e\u0648\u062f\u0634 \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0646\u0647 \u06cc\u0647 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc \u0631\u0648 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u0647. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u0645 \u0627\u0645\u0631\u0648\u0632 \u0627\u0632 Ollama \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0648\u0633\u06cc\u0644\u0647\u200c\u06cc \u0627\u0648\u0646 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u06cc\u0627 \u0645\u0627\u0634\u06cc\u0646 \u062e\u0648\u062f\u0645\u0648\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0641\u0631\u062f\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u06cc\u0645 \u06cc\u06a9\u06cc \u0627\u0632 Agent\u0647\u0627 \u0631\u0648 \u0628\u0647 DeepSeek \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u0648 \u0628\u0639\u062f\u0627\u064b \u0647\u0645 \u0647\u0631 \u0645\u062f\u0644 \u062f\u06cc\u06af\u0647\u200c\u0627\u06cc \u0631\u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645. \u0622\u06cc\u0627 \u0628\u0627\u06cc\u062f \u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647\u060c \u0645\u0646\u0637\u0642 \u0627\u062a\u0635\u0627\u0644 \u062c\u062f\u0627\u06af\u0627\u0646\u0647\u200c\u0627\u06cc \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645 \u0648 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0631\u0648 \u0628\u0647 API\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648\u0627\u0628\u0633\u062a\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0645\u062d\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 <strong>LiteLLM<\/strong> \u0627\u06cc\u0646\u062c\u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LiteLLM \u06cc\u0647 \u067e\u0631\u0648\u0698\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632\u0647 \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 SDK \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u06cc\u0647 Proxy Server \u0647\u0645 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647. \u0645\u0627 \u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u0647\u0645\u06cc\u0646 Proxy \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 <strong>LLM Gateway<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0632\u0628\u0648\u0646 \u0633\u0627\u062f\u0647\u060c LiteLLM \u06cc\u0647 \u0646\u0642\u0637\u0647 \u0648\u0631\u0648\u062f \u0645\u0634\u062a\u0631\u06a9 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0647. \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0628\u0627 \u06cc\u0647 API \u0646\u0633\u0628\u062a\u0627\u064b \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0647 \u0648 Gateway \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0631\u0648 \u0628\u0647 \u0645\u062f\u0644 \u06cc\u0627 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0641\u0631\u0633\u062a\u0647. \u0645\u062b\u0644\u0627\u064b \u062a\u0648\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a Gateway \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>reviewer-local<\/code> \u0628\u0647 \u0645\u062f\u0644 \u0645\u062d\u0644\u06cc \u062f\u0631 Ollama \u0645\u062a\u0635\u0644 \u0628\u0634\u0647.<\/li>\n\n\n\n<li><code>reviewer-deepseek<\/code> \u0628\u0647 API \u062f\u06cc\u067e\u200c\u0633\u06cc\u06a9 \u0645\u062a\u0635\u0644 \u0628\u0634\u0647.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 Code Reviewer \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0647 \u0645\u062f\u0644 \u0642\u0648\u06cc\u200c\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0647 \u0648 Documentation Agent \u0627\u0632 \u06cc\u0647 \u0645\u062f\u0644 \u06a9\u0648\u0686\u06cc\u06a9\u200c\u062a\u0631 \u0648 \u06a9\u0645\u200c\u0647\u0632\u06cc\u0646\u0647\u200c\u062a\u0631\u060c \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0646\u0637\u0642 Orchestration \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u0646\u0647. LiteLLM \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u0645\u062b\u0644 Load Balancing\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a Retry \u0648 Fallback\u060c \u062b\u0628\u062a \u0645\u0635\u0631\u0641 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0631\u0648 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u0647\u061b \u0627\u0644\u0628\u062a\u0647 \u0628\u0639\u0636\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a\u06cc \u0648 \u0628\u0648\u062f\u062c\u0647\u200c\u0628\u0646\u062f\u06cc \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0627\u0636\u0627\u0641\u06cc \u0645\u062b\u0644 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u062a\u0641\u0627\u0648\u062a \u0645\u0647\u0645 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LangGraph \u062a\u0635\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0647 \u0686\u0647 \u06a9\u0627\u0631\u06cc\u060c \u062a\u0648\u0633\u0637 \u06a9\u062f\u0648\u0645 \u0627\u06cc\u062c\u0646\u062a \u0648 \u062a\u0648\u06cc \u06a9\u062f\u0648\u0645 \u0645\u0631\u062d\u0644\u0647\u200c \u0627\u0646\u062c\u0627\u0645 \u0628\u0634\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LiteLLM \u0645\u0633\u0626\u0648\u0644 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0646 \u0645\u0633\u06cc\u0631 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627 \u0627\u0648\u0646\u200c\u0647\u0627\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u067e\u0633 LiteLLM \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 LangGraph \u0646\u06cc\u0633\u062a\u060c \u0647\u0645\u0648\u0646\u200c\u0637\u0648\u0631 \u06a9\u0647 LangGraph \u0647\u0645 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06cc\u0647 Model Gateway \u0646\u06cc\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062d\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 LiteLLM \u0631\u0648 \u06a9\u0627\u0645\u0644\u0627\u064b \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0634\u0631\u06a9\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645. \u0627\u0645\u0627 \u0627\u06af\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0648 \u0627\u0632 \u0631\u0648\u06cc LiteLLM \u0628\u0647 \u06cc\u0647 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0645\u062b\u0644 DeepSeek \u0628\u0641\u0631\u0633\u062a\u06cc\u0645\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062d\u0644\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u067e\u0634\u062a Gateway \u0627\u0632 Ollama \u0648 \u0645\u062f\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0648 \u06cc\u06a9 \u0646\u06a9\u062a\u0647 \u0627\u0645\u0646\u06cc\u062a\u06cc: \u0627\u06af\u0631 \u0642\u0631\u0627\u0631 \u0628\u0627\u0634\u0647 \u0633\u0648\u0631\u0633 \u06cc\u0647 \u067e\u0631\u0648\u0698\u0647 \u0648\u0627\u0642\u0639\u06cc \u0631\u0648 \u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0628\u0647 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0628\u062f\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u0627\u0648\u0644 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0648\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u062e\u0648\u062f\u0645\u0648\u0646 \u0628\u0627\u0642\u06cc \u0645\u06cc\u200c\u0645\u0648\u0646\u0646 \u06cc\u0627 \u0628\u0647 \u06cc\u06a9 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u062e\u0627\u0631\u062c\u06cc \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0646. Gateway \u0628\u0647\u200c\u062a\u0646\u0647\u0627\u06cc\u06cc \u062a\u0636\u0645\u06cc\u0646 \u0646\u0645\u06cc\u200c\u06a9\u0646\u0647 \u06a9\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0627\u0631\u062c \u0646\u0634\u0646.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f7. \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0633\u0648\u0631\u0633 \u06a9\u0627\u0645\u0644 \u0645\u062b\u0627\u0644 \u0631\u0648 \u0631\u0648\u06cc GitHub \u06af\u0630\u0627\u0634\u062a\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u0647 \u067e\u0631\u0648\u0698\u0647 Python \u06a9\u0648\u0686\u06cc\u06a9 \u0628\u0627 \u0686\u0646\u062f \u0627\u06cc\u0631\u0627\u062f \u0639\u0645\u062f\u06cc \u0627\u0633\u062a. \u0628\u0639\u062f \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc Ollama \u0648 Gateway\u060c \u06a9\u0627\u0641\u06cc\u0647 \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0631\u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.875rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span style=\"display:block;padding:16px 0 0 16px;margin-bottom:-1px;width:100%;text-align:left;background-color:#2e3440ff\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"54\" height=\"14\" viewBox=\"0 0 54 14\"><g fill=\"none\" fill-rule=\"evenodd\" transform=\"translate(1 1)\"><circle cx=\"6\" cy=\"6\" r=\"6\" fill=\"#FF5F56\" stroke=\"#E0443E\" stroke-width=\".5\"><\/circle><circle cx=\"26\" cy=\"6\" r=\"6\" fill=\"#FFBD2E\" stroke=\"#DEA123\" stroke-width=\".5\"><\/circle><circle cx=\"46\" cy=\"6\" r=\"6\" fill=\"#27C93F\" stroke=\"#1AAB29\" stroke-width=\".5\"><\/circle><\/g><\/svg><\/span><span role=\"button\" tabindex=\"0\" style=\"color:#d8dee9ff;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><pre class=\"code-block-pro-copy-button-pre\" aria-hidden=\"true\"><textarea class=\"code-block-pro-copy-button-textarea\" tabindex=\"-1\" aria-hidden=\"true\" readonly>\n# \u0627\u062c\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u062f\u0648\u0646 \u0645\u062f\u0644 \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\npython -m repo_reviewer review .\/sample_project --mode mock\n\n# \u0627\u062c\u0631\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0645\u062d\u0644\u06cc\npython -m repo_reviewer review .\/sample_project --mode local\n\n# \u0627\u062c\u0631\u0627\u06cc \u0641\u0642\u0637 Agent \u0628\u0631\u0631\u0633\u06cc \u0645\u0633\u062a\u0646\u062f\u0627\u062a\npython -m repo_reviewer review .\/sample_project \\\n  --agents documentation --mode local\n<\/textarea><\/pre><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki nord\" style=\"background-color: #2e3440ff\" tabindex=\"0\"><code><span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"># \u0627\u062c\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u062f\u0648\u0646 \u0645\u062f\u0644 \u0648 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">python<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">-m<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">repo_reviewer<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">review<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">.\/sample_project<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">--mode<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">mock<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"># \u0627\u062c\u0631\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0645\u062d\u0644\u06cc<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">python<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">-m<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">repo_reviewer<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">review<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">.\/sample_project<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">--mode<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">local<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #616E88\"># \u0627\u062c\u0631\u0627\u06cc \u0641\u0642\u0637 Agent \u0628\u0631\u0631\u0633\u06cc \u0645\u0633\u062a\u0646\u062f\u0627\u062a<\/span><\/span>\n<span class=\"line\"><span style=\"color: #88C0D0\">python<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">-m<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">repo_reviewer<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">review<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">.\/sample_project<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #EBCB8B\">\\<\/span><\/span>\n<span class=\"line\"><span style=\"color: #D8DEE9FF\">  <\/span><span style=\"color: #A3BE8C\">--agents<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">documentation<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">--mode<\/span><span style=\"color: #D8DEE9FF\"> <\/span><span style=\"color: #A3BE8C\">local<\/span><\/span>\n<span class=\"line\"><\/span><\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0648\u06cc \u062d\u0627\u0644\u062a Mock \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u0628\u062f\u0648\u0646 \u0627\u062c\u0631\u0627\u06cc \u0647\u06cc\u0686 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u06cc\u060c \u062c\u0631\u06cc\u0627\u0646 Orchestration \u0648 \u0646\u062d\u0648\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0646\u062a\u0627\u06cc\u062c \u0631\u0648 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u0628\u0631\u0627\u06cc \u0641\u0647\u0645 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u062a\u0633\u062a \u062e\u0648\u062f Workflow \u0645\u0646\u0627\u0633\u0628\u0647\u060c \u0627\u0645\u0627 \u0637\u0628\u06cc\u0639\u062a\u0627\u064b \u06a9\u06cc\u0641\u06cc\u062a \u062a\u062d\u0644\u06cc\u0644 \u06cc\u06a9 \u0645\u062f\u0644 \u0648\u0627\u0642\u0639\u06cc \u0631\u0648 \u0646\u0634\u0648\u0646 \u0646\u0645\u06cc\u200c\u062f\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0648\u0627\u0642\u0639\u06cc \u067e\u0631\u0648\u0698\u0647\u060c \u0627\u0632 \u062d\u0627\u0644\u062a Local \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627 \u0631\u0648 \u0627\u0632 \u0637\u0631\u06cc\u0642 LiteLLM \u0628\u0647 \u0645\u062f\u0644 \u0627\u062c\u0631\u0627\u0634\u062f\u0647 \u062f\u0631 Ollama \u0645\u06cc\u200c\u0641\u0631\u0633\u062a\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0639\u062f \u0627\u0632 \u067e\u0627\u06cc\u0627\u0646 \u06a9\u0627\u0631\u060c \u0633\u06cc\u0633\u062a\u0645 \u06cc\u0647 \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u0642\u0627\u0644\u0628 Markdown \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0647 \u06a9\u0647 \u0645\u0634\u06a9\u0644\u0627\u062a\u060c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647\u060c \u0633\u0637\u062d \u0627\u0647\u0645\u06cc\u062a \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0627\u0635\u0644\u0627\u062d \u0631\u0648 \u0646\u0634\u0648\u0646 \u0645\u06cc\u200c\u062f\u0647. \u0645\u062b\u0644\u0627\u064b \u0645\u0645\u06a9\u0646\u0647 \u06af\u0632\u0627\u0631\u0634 \u0628\u062f\u0647 \u06a9\u0647 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627\u06cc \u0645\u0646\u0627\u0633\u0628\u06cc \u0646\u062f\u0627\u0631\u0647\u060c \u06cc\u0647 Dependency \u0628\u062f\u0648\u0646 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0633\u062e\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647\u060c \u06cc\u0627 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0646\u0635\u0628 \u067e\u0631\u0648\u0698\u0647 \u0646\u0627\u0642\u0635\u0647. \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u0641\u0642\u0637 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u062d\u0627\u0635\u0644 \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f Worker \u062a\u062e\u0635\u0635\u06cc \u0648 \u062a\u0631\u06a9\u06cc\u0628 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u0634\u0648\u0646 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9 Workflow \u0645\u0634\u062e\u0635\u0647.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06f8. \u0622\u06cc\u0627 Multi-Agent \u0647\u0645\u06cc\u0634\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0647\u061f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0646\u0647! \u0648 \u0627\u062a\u0641\u0627\u0642\u0627\u064b \u0628\u0647 \u0646\u0638\u0631\u0645 \u0627\u06cc\u0646 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0628\u062e\u0634 \u062f\u0627\u0633\u062a\u0627\u0646\u0647. \u0648\u0642\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0646\u06cc\u0645 \u0645\u0633\u0626\u0644\u0647\u200c\u0627\u06cc \u0631\u0648 \u0628\u0627 \u06cc\u0647 \u062a\u0627\u0628\u0639\u060c \u0686\u0646\u062f \u0642\u0627\u0646\u0648\u0646 \u0645\u0634\u062e\u0635 \u06cc\u0627 \u062d\u062a\u06cc \u06cc\u0647 \u0627\u06cc\u062c\u0646\u062a \u0633\u0627\u062f\u0647 \u062d\u0644 \u06a9\u0646\u06cc\u0645\u060c \u0644\u0632\u0648\u0645\u0627\u064b \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u062a\u06cc\u0645 \u0627\u0632 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0646\u062f\u0627\u0631\u06cc\u0645. \u0647\u0631 \u0627\u06cc\u062c\u0646\u062a \u062c\u062f\u06cc\u062f \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0647\u0632\u06cc\u0646\u0647\u060c \u0632\u0645\u0627\u0646 \u067e\u0627\u0633\u062e\u060c \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0648 \u0627\u062d\u062a\u0645\u0627\u0644 \u062e\u0637\u0627 \u0631\u0648 \u0628\u06cc\u0634\u062a\u0631 \u06a9\u0646\u0647. \u0636\u0645\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0686\u0646\u062f \u0627\u06cc\u062c\u0646\u062a \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0647 \u0645\u0639\u0646\u06cc \u0686\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u0645\u0633\u062a\u0642\u0644 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0646\u06cc\u0633\u062a. \u0645\u0645\u06a9\u0646\u0647 \u0647\u0645\u0647 \u0627\u0648\u0646\u200c\u0647\u0627 \u0627\u0634\u062a\u0628\u0627\u0647 \u0645\u0634\u0627\u0628\u0647\u06cc \u0627\u0646\u062c\u0627\u0645 \u0628\u062f\u0646. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0647\u062a\u0631\u0647 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0646\u062a\u062e\u0627\u0628 Multi-Agent \u0627\u0632 \u062e\u0648\u062f\u0645\u0648\u0646 \u0628\u067e\u0631\u0633\u06cc\u0645:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0622\u06cc\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u0646\u062f \u062d\u0648\u0632\u0647 \u062a\u062e\u0635\u0635\u06cc \u0648 \u0645\u0633\u062a\u0642\u0644 \u062f\u0627\u0631\u06cc\u0645\u061f<\/li>\n\n\n\n<li>\u0622\u06cc\u0627 \u0647\u0631 \u062d\u0648\u0632\u0647 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 Context \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0647\u061f<\/li>\n\n\n\n<li>\u0622\u06cc\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0647\u0631 Agent \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0647\u061f<\/li>\n\n\n\n<li>\u0627\u06af\u0631 \u06cc\u06a9\u06cc \u0627\u0632 Agent\u0647\u0627 \u0634\u06a9\u0633\u062a \u0628\u062e\u0648\u0631\u0647\u060c \u062a\u06a9\u0644\u06cc\u0641 \u0628\u0642\u06cc\u0647 \u06a9\u0627\u0631\u0647\u0627 \u0686\u06cc\u0647\u061f<\/li>\n\n\n\n<li>\u0622\u06cc\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0627\u0636\u0627\u0641\u0647\u200c\u0634\u062f\u0647 \u0648\u0627\u0642\u0639\u0627\u064b \u0627\u0631\u0632\u0634\u0634 \u0631\u0648 \u062f\u0627\u0631\u0647\u061f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u06af\u0631 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0642\u0627\u0646\u0639\u200c\u06a9\u0646\u0646\u062f\u0647 \u0646\u0628\u0648\u062f\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0647\u0645\u0648\u0646 \u06cc\u0647 \u0627\u06cc\u062c\u0646\u062a \u06a9\u0627\u0641\u06cc\u0647! \u0645\u0639\u0645\u0627\u0631\u06cc Multi-Agent \u0635\u0631\u0641\u0627\u064b \u06a9\u0646\u0627\u0631 \u0647\u0645 \u06af\u0630\u0627\u0634\u062a\u0646 \u0686\u0646\u062f LLM \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0646\u0648\u0628\u062a \u0628\u0627 \u0647\u0645 \u06af\u067e \u0628\u0632\u0646\u0646!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0645\u0633\u0626\u0644\u0647 \u0627\u0635\u0644\u06cc\u060c \u0637\u0631\u0627\u062d\u06cc \u0645\u0631\u0632 \u0645\u0633\u0626\u0648\u0644\u06cc\u062a\u200c\u0647\u0627\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062c\u0631\u06cc\u0627\u0646 \u0627\u062c\u0631\u0627\u060c \u06a9\u0646\u062a\u0631\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0646\u062a\u0627\u06cc\u062c\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u062a\u0648\u06cc \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u062f\u06cc\u062f\u06cc\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u0634\u0647 Orchestration \u0631\u0648 \u0628\u0627 \u06a9\u062f \u0645\u0639\u0645\u0648\u0644\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0631\u062f\u060c \u062a\u0635\u0645\u06cc\u0645\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u0631\u0648 \u0628\u0647 \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627 \u0633\u067e\u0631\u062f \u0648 \u0644\u0627\u06cc\u0647 \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0631\u0648 \u0647\u0645 \u0645\u0633\u062a\u0642\u0644 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0647 \u067e\u0631\u0648\u0698\u0647 \u06a9\u0648\u0686\u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634\u06cc \u062a\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631 \u062a\u0648\u0633\u0639\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u0647\u060c \u0627\u0645\u0627 \u0628\u0647\u062a\u0631\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u063a\u06cc\u0631\u0636\u0631\u0648\u0631\u06cc \u0628\u0647\u0634 \u0627\u0636\u0627\u0641\u0647 \u0646\u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0634\u0627\u06cc\u062f \u0647\u0646\u0631 \u0627\u0635\u0644\u06cc \u0637\u0631\u0627\u062d\u06cc Multi-Agent \u0627\u06cc\u0646 \u0646\u0628\u0627\u0634\u0647 \u06a9\u0647 \u0628\u062f\u0648\u0646\u06cc\u0645 \u0686\u062c\u0648\u0631\u06cc \u0627\u06cc\u062c\u0646\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0633\u0627\u0632\u06cc\u0645\u061b \u0628\u0644\u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0634\u0647 \u06a9\u0647 \u0628\u062f\u0648\u0646\u06cc\u0645 \u06a9\u062c\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0628\u0647 \u0627\u06cc\u062c\u0646\u062a \u062f\u06cc\u06af\u0647\u200c\u0627\u06cc \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u06cc\u0645!<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0647\u060c \u0637\u0631\u0627\u062d\u06cc \u062e\u0648\u0628 \u0627\u0644\u0632\u0627\u0645\u0627\u064b \u0628\u0647 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u0645\u0631\u0627\u062d\u0644 \u0646\u06cc\u0633\u062a. \u0634\u0627\u06cc\u062f \u06cc\u06a9 \u0628\u062e\u0634 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0647 LLM \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 Tool Calling \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0647\u060c \u0645\u0631\u062d\u0644\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0627 \u06cc\u06a9 Decision Model \u06a9\u0648\u0686\u06a9 \u0627\u0646\u062c\u0627\u0645 \u0628\u0634\u0647 \u0648 \u0628\u062e\u0634 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u06a9\u0627\u0631\u0647\u0627 \u0647\u0645 \u0628\u0627 \u06a9\u062f \u0645\u0639\u0645\u0648\u0644\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0634\u0647.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0628\u0647 \u0646\u0638\u0631\u0645 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc Agentic \u0647\u0645\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0628\u06cc\u0646 \u0645\u062f\u0644\u060c \u0627\u0628\u0632\u0627\u0631 \u0648 \u0645\u0646\u0637\u0642 \u0642\u0637\u0639\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0633\u062a.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/aminmesbahi\/multi-agent-repo-reviewer\" data-type=\"link\" data-id=\"https:\/\/github.com\/aminmesbahi\/multi-agent-repo-reviewer\">\ud83d\udd17 \u0633\u0648\u0631\u0633 \u06a9\u0627\u0645\u0644 \u067e\u0631\u0648\u0698\u0647 \u0648 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0644<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u06cc\u0646 \u0645\u0637\u0644\u0628\u060c \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u0627\u06cc\u062c\u0646\u062a\u06cc \u0628\u0647 \u200c\u0647\u0645\u0631\u0627\u0647 Orchestrator \u0627\u0633\u062a. \u0645\u0646 \u062a\u0635\u0645\u06cc\u0645 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