Puntos Clave<\/h2>\n\n- \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 - \u0627\u062e\u062a\u0631 \u0627\u0644\u0646\u0637\u0627\u0642 \u0642\u0628\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a.<\/li>\n
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- \u062a\u062a\u0641\u0648\u0642 \u0623\u062f\u0648\u0627\u062a LLM (ChatGPT\/GPT-4\u060c Copilot) \u0641\u064a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0634\u0641\u0631\u0627\u062a \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u0648\u0627\u0644\u062a\u062c\u0631\u064a\u0628\u060c \u0648\u0636\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/li>\n
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\n- \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f:<\/strong> \u062d\u062a\u0645\u064a\u060c \u0633\u0647\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u060c \u0645\u062b\u0627\u0644\u064a \u0644\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0648\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0628\u0624.<\/li>\n
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\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0645\u0637\u0648\u0631\u064a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a (\u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629): \u0627\u062e\u062a\u0631 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u2014\u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0633\u0627\u0626\u062f \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\/\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0645\u0639 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 spaCy \u0648Transformers\u061b \u0642\u0645 \u0628\u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u061b \u0623\u0636\u0641 \u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0644\u0642\u0646\u0648\u0627\u062a \u0645\u062b\u0644 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u0641\u064a\u0633\u0628\u0648\u0643 \u0645\u0627\u0633\u0646\u062c\u0631\u061b \u0648\u0643\u0631\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a. \u064a\u0645\u0643\u0646\u0643 \u0644\u0627\u062d\u0642\u064b\u0627 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0646\u0645\u0648\u0630\u062c ChatterBot \u0625\u0644\u0649 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Rasa \u0623\u0648 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 LLM (OpenAI) \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0642\u062f\u0631\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n
\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0633\u0648\u0642 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629<\/h3>\n
\u0627\u0644\u062d\u062c\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0644\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0631\u0645\u062c\u064a \u0648\u0627\u0636\u062d\u0629: \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062f\u0639\u0645\u060c \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646\u060c \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u060c \u0648\u062e\u0644\u0642 \u0645\u0635\u0627\u062f\u0631 \u062c\u062f\u064a\u062f\u0629 \u0644\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a. \u0639\u0628\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u2014\u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0643\u062e\u062f\u0645\u0629\u060c \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u2014\u062a\u0642\u0644\u0644 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u062a\u0624\u062a\u0645\u062a \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629. \u0645\u0646 \u0645\u0646\u0638\u0648\u0631 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629\u060c \u064a\u0623\u062a\u064a \u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0645\u0646 \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0628\u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a (\u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0627\u062a\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629)\u060c \u0648\u0627\u0644\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u062a\u0635\u0645\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n
\u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0633\u0648\u0642\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0645\u062d\u0627\u0648\u0631:<\/p>\n
\n- \u0627\u0644\u0642\u062f\u0631\u0629:<\/strong> \u0647\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0623\u0645 \u0645\u062f\u0641\u0648\u0639 \u0628\u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0623\u0645 \u0645\u062f\u0639\u0648\u0645 \u0645\u0646 LLM\u061f \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (\u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0631\u0645\u062c\u064a ai) \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u063a\u0645\u0648\u0636 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062d\u062f\u0648\u062f.<\/li>\n
- \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0639\u0644\u0649 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062d\u0644\u0648\u0644 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644.<\/li>\n
- \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0647\u0645 \u0639\u0631\u0648\u0636 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0641\u064a \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0628\u0646\u064a\u061b \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0644\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u064a\u0636\u0627\u0621 (mit chatbot programmieren) \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/li>\n<\/ul>\n
\u062a\u0634\u0645\u0644 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u0623\u0637\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629\u060c \u0648\u0627\u0644\u0628\u0646\u0627\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646. \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0627\u0631\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a\u060c \u0623\u062a\u0627\u0628\u0639:<\/p>\n
\n- \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (NLP\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629)\u060c,<\/li>\n
- \u0627\u062d\u062a\u0643\u0627\u0643 \u0627\u0644\u0646\u0634\u0631 (\u0645\u062f\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u0625\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629)\u060c \u0648<\/li>\n
- \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (\u0623\u0641\u0636\u0644 \u0645\u0648\u0627\u0636\u064a\u0639 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0644\u0649 \u0631\u064a\u062f\u064a\u062a\u060c \u0623\u0645\u062b\u0644\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 GitHub).<\/li>\n<\/ul>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0623\u0645\u062b\u0644\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631\u060c \u0641\u0625\u0646 \u0645\u062e\u0637\u0637 \u062f\u0631\u062f\u0634\u0629 GitHub \u0648\u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0638\u0647\u0631 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 CI\/CD. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0628\u0646\u0627\u0621 \u0645\u0648\u062c\u0647 \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0623\u0648 \u062f\u0644\u064a\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d \u0645\u0646 \u0628\u0648\u062a Messenger\u060c \u0641\u0627\u0631\u062c\u0639 \u0625\u0644\u0649 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u064a\u063a\u0637\u064a \u0628\u0646\u0627\u0621 \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d \u0645\u0646 \u0628\u0648\u062a Messenger \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0646\u064a\u0629. \u0628\u0646\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u064a\u0639\u0646\u064a \u062f\u0645\u062c NLP \u0642\u0648\u064a (\u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a)\u060c \u0648\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0645\u062f\u0631\u0648\u0633\u0629 (\u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0627\u062a \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 WhatsApp \u0648\u0627\u0644\u0648\u064a\u0628)\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0646\u062a\u062c \u0648\u0627\u0636\u062d\u0629 - \u0627\u0628\u062f\u0623 \u0628\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0628\u0633\u064a\u0637\u060c \u0627\u062e\u062a\u0628\u0631 \u0639\u0644\u0649 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u0643\u0631\u0631 \u0646\u062d\u0648 \u0639\u0631\u0636 \u0645\u062a\u0645\u064a\u0632.<\/p>\n
![\"\u0631\u0648\u0628\u0648\u062a](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-363728.jpg\" "\\"\\"")
<\/p>\n
\u062a\u062e\u0637\u064a\u0637 \u0628\u0648\u062a\u0643: \u0627\u0644\u0623\u0647\u062f\u0627\u0641\u060c \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0637\u0631\u0642 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d<\/h2>\n\u0623\u064a \u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0628\u0631\u0645\u062c\u0629\u061f<\/h3>\n
\u0633\u0623\u0628\u062f\u0623 \u0628\u0635\u0631\u0627\u062d\u0629: \u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0645\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 LLM \u0645\u062b\u0644 ChatGPT\/GPT-4 \u0648GitHub Copilot \u0627\u0644\u0623\u0641\u0636\u0644 \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0627\u062a \u0648\u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u062a\u0647\u0627 \u0648\u0634\u0631\u062d\u0647\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c Python \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629\u060c \u0641\u0625\u0646 ChatterBot \u0648\u0645\u0643\u062a\u0628\u0627\u062a Python \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0647\u064a \u0623\u0633\u0631\u0639 \u0627\u0644\u0637\u0631\u0642. \u0644\u0628\u0646\u0627\u0621 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u062a\u062a\u0641\u0648\u0642 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u0644 Rasa. \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0642\u0646\u0648\u0627\u062a \u0645\u062b\u0644 WhatsApp \u0648Facebook Messenger\u060c \u062a\u0639\u0645\u0644 \u0645\u0646\u0635\u0627\u062a NLU \u0627\u0644\u0645\u062f\u0627\u0631\u0629 (Dialogflow\u060c Microsoft Bot Framework) \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0637\u0628\u0642\u0629 \u0627\u0644\u0646\u0634\u0631.<\/p>\n
\n- \u062a\u0648\u0644\u064a\u062f LLM \/ \u0627\u0644\u0634\u064a\u0641\u0631\u0629:<\/strong> ChatGPT \/ GPT-4 \u0648GitHub Copilot \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u0648\u0644\u064a\u062f \u0634\u064a\u0641\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0634\u0631\u062d \u0627\u0644\u0645\u0642\u0627\u0637\u0639\u060c \u0648\u062f\u0639\u0645 \u0645\u0633\u0627\u0639\u062f\u064a \u201c\u0628\u0631\u0645\u062c\u0629 chatgpt\u201d (\u0627\u0646\u0638\u0631 \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>).<\/li>\n
- \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \/ \u0645\u064f\u0639\u062f\u0644:<\/strong> Hugging Face \u0627\u0644\u0645\u064f\u0639\u062f\u0644 \u0623\u0648 LLMs \u0627\u0644\u062e\u0627\u0635\u0629 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0647\u0645\u0629 (\u0627\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0627\u0630\u062c Hugging Face \u0639\u0644\u0649 GitHub \u0648Hugging Face hubs).<\/li>\n
- \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0625\u0646\u062a\u0627\u062c:<\/strong> Rasa \u2014 \u0645\u062b\u0627\u0644\u064a \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646 \u0648\u062f\u0645\u062c \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642 (\u062c\u064a\u062f \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629).<\/li>\n
- \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \/ \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> Dialogflow \u0623\u0648 Microsoft Bot Framework \u2014 \u0645\u0648\u0635\u0644\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0625\u0644\u0649 WhatsApp \u0648Messenger\u060c \u0645\u0646\u0627\u0633\u0628\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0639\u0637\u064a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u062f\u0645\u062c \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n
- \u0646\u0645\u0627\u0630\u062c Python:<\/strong> ChatterBot + spaCy\/Transformers \u2014 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u062d\u0644\u064a\u064b\u0627 (\u0627\u0646\u0638\u0631 \u0628\u0627\u064a\u062b\u0648\u0646<\/a> \u0648\u0623\u0645\u062b\u0644\u0629 ChatterBot \u0639\u0644\u0649 GitHub).<\/li>\n
- \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a IDE:<\/strong> Copilot\u060c Tabnine\u060c Replit Ghostwriter \u2014 \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0625\u062f\u0645\u0627\u062c \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644.<\/li>\n
- \u0623\u062a\u0645\u062a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> \u0623\u0642\u0648\u0645 \u0628\u0646\u0634\u0631 \u0623\u062a\u0645\u062a\u0629 \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Messenger Bot \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0648\u0644\u0649 NLU\/LLM \u0627\u0644\u0645\u0646\u0637\u0642 \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0643\u0648\u062f\u061b \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0627\u0646\u0638\u0631 \u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a>.<\/li>\n<\/ul>\n
\u0643\u064a\u0641 \u0623\u062e\u062a\u0627\u0631: \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f \u0637\u0628\u064a\u0639\u064a \u0648\u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0623\u062e\u062a\u0627\u0631 LLM\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0648 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u0623\u0628\u0646\u064a \u0639\u0644\u0649 Rasa \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0645\u064f\u0639\u062f\u0644\u0629\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0628\u0633\u0631\u0639\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0644\u0649 WhatsApp \u0623\u0648 Messenger\u060c \u0623\u062f\u0645\u062c NLU\/LLM \u0645\u064f\u062f\u0627\u0631 \u0645\u0639 \u0637\u0628\u0642\u0629 \u0646\u0634\u0631 \u0645\u062b\u0644 Messenger Bot. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629\u060c \u0623\u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u062e\u0637\u0637\u0627\u062a GitHub \u0648\u062e\u064a\u0648\u0637 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 (\u0623\u0641\u0636\u0644 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 reddit) \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0643\u062f\u0633.<\/p>\n
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- \u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0633\u0648\u0642:<\/strong> \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0647\u064a \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u0644\u062a\u0639\u0644\u0645\u061b \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0633\u0631\u0639 \u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n
- \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0627\u0646:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062c\u0628\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0644\u0648\u0644 \u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627.<\/li>\n<\/ul>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0646\u0635\u062d \u0627\u0644\u0641\u0631\u0642\u060c \u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0645\u062c\u0627\u0646\u064a (\u062a\u062c\u0627\u0631\u0628 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629)\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646\u060c \u062b\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0647\u062c\u064a\u0646\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f\u060c \u0641\u0625\u0646 \u062f\u0645\u062c \u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u064a\u0646\u062a\u062c \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629 (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/p>\n\u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u062a\u0642\u0646\u064a\u0629: \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h2>\n\u0645\u0627 \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061f<\/h3>\n
\u0628\u0627\u064a\u062b\u0648\u0646 (\u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627) \u2014 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0633\u0627\u0626\u062f \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0633\u0628\u0628 \u0628\u0633\u0627\u0637\u062a\u0647\u0627\u060c \u0648\u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0646\u0627\u0636\u062c \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c. \u0623\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u0623\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 spaCy\u060c NLTK\u060c Hugging Face Transformers (Hugging Face<\/a>)\u060c Rasa (\u0631\u0627\u0633\u0627<\/a>)\u060c \u0648ChatterBot (ChatterBot<\/a>). \u0631\u0627\u062c\u0639 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 (Python.org<\/a>).<\/p>\n\u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a \/ Node.js \u2014 \u0623\u062e\u062a\u0627\u0631 Node.js \u0639\u0646\u062f\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0645\u0631\u062a\u0628\u0637\u064b\u0627 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u060c \u0623\u0648 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0623\u0648 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0628\u062f\u0648\u0646 \u062e\u0627\u062f\u0645. \u064a\u062a\u0641\u0648\u0642 Node \u0641\u064a \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648Socket.io\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0630\u0627\u062a \u0627\u0644\u0643\u0645\u0648\u0646 \u0627\u0644\u0645\u0646\u062e\u0641\u0636.<\/p>\n
\u062c\u0627\u0641\u0627 \/ \u0643\u0648\u062a\u0644\u0646 \u0648C# (.NET) \u2014 \u0623\u0648\u0635\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0628\u062c\u0627\u0641\u0627\/\u0643\u0648\u062a\u0644\u0646 \u0623\u0648 C# \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0641\u0631\u0642 \u0642\u0648\u0629 JVM \u0623\u0648 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0639\u0645\u064a\u0642\u0629 \u0645\u0639 Azure\/.NET \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Bot.<\/p>\n
\u063a\u0648\u060c \u0631\u0648\u0628\u064a\u060c \u0628\u064a \u0625\u062a\u0634 \u0628\u064a \u2014 \u0623\u0633\u062a\u062e\u062f\u0645 \u063a\u0648 \u0644\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0630\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u061b \u0631\u0648\u0628\u064a \u0648\u0628\u064a \u0625\u062a\u0634 \u0628\u064a \u0645\u0646\u0627\u0633\u0628\u064a\u0646 \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u062f\u0627\u062e\u0644 \u0623\u0643\u0648\u0627\u0645 Rails\/Laravel \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n
\u0643\u064a\u0641 \u0623\u062e\u062a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629:<\/p>\n
\n- \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 NLP\/ML:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 (Transformers\u060c spaCy\u060c NLTK).<\/li>\n
- \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a\/Node.js.<\/li>\n
- \u0623\u0643\u0648\u0627\u0645 \u0645\u0643\u062a\u0648\u0628\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a:<\/strong> \u062c\u0627\u0641\u0627\/\u0643\u0648\u062a\u0644\u0646 \u0623\u0648 C#.<\/li>\n
- \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u064a\u0643\u0631\u0648:<\/strong> \u0627\u0630\u0647\u0628.<\/li>\n<\/ul>\n
\u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/h3>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u062a\u0635\u0645\u064a\u0645 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0642\u064a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0623\u0628\u0639\u0627\u062f: \u0623\u062f\u0648\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u064a\u0628)\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0634\u0631 (\u0633\u062d\u0627\u0628\u0629\u060c \u0645\u062d\u0644\u064a\u060c \u0647\u062c\u064a\u0646). \u0643\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u064a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/p>\n
\n- \u062a\u0643\u062f\u0633\u0627\u062a Python \u0623\u0648\u0644\u0627\u064b:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0627\u0644\u062a\u0643\u062f\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a: \u062e\u0644\u0641\u064a\u0629 Python \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Hugging Face \/ Transformers)\u060c Rasa \u0623\u0648 NLU \u0645\u062e\u0635\u0635\u060c \u0648\u0637\u0628\u0642\u0629 \u0648\u064a\u0628 \u062e\u0641\u064a\u0641\u0629 \u0644\u0645\u0647\u0627\u064a\u0626\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u062a\u0643\u062f\u0633\u0627\u062a Node.js:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0648\u0648\u062f\u062c\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 Node \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0639 \u062a\u0641\u0648\u064a\u0636 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a Python \u0627\u0644\u0645\u064a\u0643\u0631\u0648 \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n
- \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0627\u062c\u0645\u0639 \u062e\u062f\u0645\u0627\u062a ML \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Python \u0645\u0639 Node.js \u0623\u0648 Go \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 - \u0647\u0630\u0627 \u0647\u0648 \u0646\u0645\u0637\u064a \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639.<\/li>\n<\/ul>\n
\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629:<\/p>\n
\n- \u0646\u0645\u0648\u0630\u062c \u0648\u0623\u0645\u062b\u0644\u0629: ChatterBot \u0644\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u062b\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 Rasa \u0623\u0648 LLM \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/li>\n
- \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a: \u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0627\u064b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0644\u064a\u0644 \u0645\u0642\u0627\u0631\u0646 \u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 (\u0634\u0631\u062d \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a>).<\/li>\n
- \u062e\u0637\u0637 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631: \u0627\u062a\u0628\u0639 \u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 GitHub \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 CI\/CD (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/li>\n<\/ul>\n
\u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0623\u062a\u0627\u0628\u0639\u0647\u0627 \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629:<\/p>\n
\n- \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0647\u0648 \u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (\u0627\u0644\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a)\u060c \u0627\u062e\u062a\u0631 Python \u0648Hugging Face.<\/li>\n
- \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0637\u0631\u062d \u0623\u0648\u0644 \u0644\u0644\u0631\u0633\u0627\u0626\u0644 \u0645\u0639 \u0627\u062d\u062a\u0643\u0627\u0643 \u0645\u0646\u062e\u0641\u0636\u060c \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0644\u0641\u064a\u0629 NLU\/LLM \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u0645\u0639 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629\u061b \u0631\u0627\u062c\u0639 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0644\u063a\u0629 Python \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 (\u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a>).<\/li>\n
- \u0644\u0628\u064a\u0626\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0624\u0633\u0633\u064a\u0629\u060c \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645 JVM\/.NET \u0648\u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u062f\u0645\u0627\u062a ML \u0641\u064a Python \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629.<\/li>\n<\/ul>\n
\u0627\u062e\u062a\u064a\u0627\u0631 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u062a\u0639\u0644\u0642 \u0623\u0642\u0644 \u0628\u062e\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \u201c\u0623\u0641\u0636\u0644\u201d \u0648\u0623\u0643\u062b\u0631 \u0628\u062a\u0637\u0627\u0628\u0642 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0639 \u0627\u0644\u0623\u0647\u062f\u0627\u0641: \u0633\u0631\u0639\u0629 \u0627\u0644\u0646\u0645\u0630\u062c\u0629\u060c \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0639\u0644\u0649 WhatsApp)\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n
![\"\u0631\u0648\u0628\u0648\u062a](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-396440.jpg\" "\\"\\"")
<\/p>\n
\u0628\u0646\u0627\u0621 \u0639\u0645\u0644\u064a: \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/h2>\n\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629\u061f<\/h3>\n
\u0646\u0639\u0645 \u2014 \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u0643\u062a\u0627\u0628\u0629 \u0648\u0634\u0631\u062d \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0628\u0634\u0643\u0644 \u0631\u0648\u062a\u064a\u0646\u064a \u0643\u0639\u0646\u0635\u0631 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646. \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0623\u0639\u062a\u0628\u0631 ChatGPT \u0637\u0628\u0642\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0634\u0631\u062d\u0647\u0627: \u064a\u0645\u0643\u0646\u0647 \u0625\u0646\u062a\u0627\u062c \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0628\u0631 Python \u0648JavaScript\/Node.js \u0648Java \u0648C# \u0648Go \u0648PHP \u0648Ruby \u0648SQL \u0648\u0646\u0635\u0648\u0635 shell\u061b \u0634\u0631\u062d \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0625\u0646\u062a\u0627\u062c \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062f\u0627\u062e\u0644\u064a\u0629\u061b \u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0648\u0627\u0644\u061b \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647 \u0630\u0627 \u0642\u064a\u0645\u0629 \u0639\u0646\u062f \u0628\u0646\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0645\u0647\u0645\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0647\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0623\u0648 \u0644\u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u062f\u0627\u062e\u0644 \u062a\u062f\u0641\u0642 \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/p>\n
\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0639\u0646\u062f \u062f\u0645\u062c ChatGPT \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629:<\/p>\n
\n- \u062a\u0648\u0644\u064a\u062f \u0623\u0645\u062b\u0644\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 webhooks \u0644\u0640 Flask\/FastAPI \u0648\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 NLP \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/li>\n
- \u0625\u0646\u062a\u0627\u062c \u0645\u062e\u0637\u0637\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0634\u064a\u0641\u0631\u0629 \u0632\u0627\u0626\u0641\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0646 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0648\u062b\u064a\u0642.<\/li>\n
- \u0625\u0646\u0634\u0627\u0621 \u0647\u064a\u0643\u0644 \u0627\u062e\u062a\u0628\u0627\u0631\u064a (pytest \u0648Jest \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629) \u0628\u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0623\u0633\u0647\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u064a\u0646 \u0628\u0640 LLM \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u0648\u062f\u0648\u0646 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0642\u064a\u0648\u062f \u0648\u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0641\u0631\u0636\u0647\u0627:<\/p>\n
\n- \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u062a\u062e\u064a\u0644 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629\u061b \u062f\u0627\u0626\u0645\u064b\u0627 \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a.<\/li>\n
- \u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629:<\/strong> \u0623\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0643\u0648\u062f \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642 \u0628\u0647 \u0641\u064a \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0623\u0648 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0631\u0645\u0644\u064a\u0629 \u0648\u0623\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062b\u0627\u0628\u062a \u0642\u0628\u0644 \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n
- \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u0623\u062a\u062c\u0646\u0628 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0623\u0633\u0631\u0627\u0631 \u0623\u0648 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0644\u0643\u064a \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629\u061b \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u062e\u0627\u0635\u0629 \u0623\u0648 \u0628\u062f\u0627\u0626\u0644 \u0645\u0639\u062f\u0644\u0629 \u0645\u062d\u0644\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621:<\/strong> \u062a\u062a\u0637\u0644\u0628 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM \u0627\u0644\u0645\u0627\u0644 \u0648\u062a\u0636\u064a\u0641 \u062a\u0623\u062e\u064a\u0631\u064b\u0627\u2014\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0642\u0627\u0637\u0639\u060c \u0648\u0637\u0644\u0628 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0648\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062b\u0642\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<\/ul>\n
\u0643\u064a\u0641 \u0623\u0633\u062a\u062e\u062f\u0645 ChatGPT \u0639\u0645\u0644\u064a\u064b\u0627 \u0639\u0646\u062f \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0646\u0627\u0633 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0648 \u0625\u0636\u0627\u0641\u0629 \u0645\u064a\u0632\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0643\u0648\u062f \u0625\u0644\u0649 \u0645\u0646\u062a\u062c:<\/p>\n
\n- \u0627\u0637\u0644\u0628 \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0628\u0633\u064a\u0637\u0629\u2014\u062d\u062f\u062f \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f\u0627\u062a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644: \u201c\u0639\u0631\u0636 \u0648\u064a\u0628 \u0647\u0648\u0643 Flask \u0627\u0644\u0630\u064a \u064a\u0639\u064a\u062f \u0627\u0644\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 spaCy\u201d).<\/li>\n
- \u0627\u0637\u0644\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0627\u0641\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 CI \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u0627\u062a.<\/li>\n
- \u0643\u0631\u0631: \u0623\u0639\u062f \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0627\u0634\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0645\u0639 NLU \u0627\u0644\u062d\u062a\u0645\u064a (Rasa\/Dialogflow) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u064a\u0629 \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u062a\u0648\u0644\u064a\u062f LLM \u0644\u0644\u0643\u0648\u062f\u060c \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629.<\/li>\n<\/ol>\n
\u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u0634\u064a\u0631\u0647\u0627 \u0639\u0646\u062f \u062f\u0645\u062c LLMs \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u062a\u0634\u0645\u0644 OpenAI \u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648Hugging Face \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u061b \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062f\u0645\u062c \u0639\u0645\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u062f\u0631\u0648\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u0644\u0631\u0628\u0637 \u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0648\u0644\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0646\u0634\u0631 \u0627\u0644\u0643\u0648\u062f \u0628\u0623\u0645\u0627\u0646.<\/p>\n
\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646: \u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u0633\u060c \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\u060c \u0648\u0646\u0635\u0627\u0626\u062d \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629<\/h3>\n
\u0623\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0623\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 - \u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u064a\u062f\u0639\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0647\u064a\u0645\u0646\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646. \u0623\u062f\u0646\u0627\u0647 \u0647\u0648 \u0645\u062e\u0637\u0637 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0630\u064a \u0623\u062a\u0628\u0639\u0647 \u0639\u0646\u062f \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0646\u0635\u0627\u0626\u062d \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/p>\n
\u0645\u062e\u0637\u0637 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a (\u0633\u0631\u064a\u0639\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631):<\/strong><\/p>\n\n- \u0647\u064a\u0643\u0644 \u0627\u0644\u0645\u0634\u0631\u0648\u0639: \u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0626\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\u060c \u0625\u0639\u062f\u0627\u062f \u062a\u0637\u0628\u064a\u0642 Flask \u0623\u0648 FastAPI \u0623\u0633\u0627\u0633\u064a\u060c \u0648\u062a\u0647\u064a\u0626\u0629 \u0645\u0633\u062a\u0648\u062f\u0639 Git.<\/li>\n
- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0627\u062e\u062a\u0631 \u0628\u064a\u0646 \u0645\u0635\u0646\u0641 \u0646\u0648\u0627\u064a\u0627 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 (spaCy\u060c scikit-learn) \u0623\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 NLU \u0643\u0627\u0645\u0644 (Rasa) \u062d\u0633\u0628 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n
- \u0645\u0646\u0637\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629: \u0627\u0628\u062f\u0623 \u0628\u0645\u062f\u064a\u0631 \u062d\u0648\u0627\u0631 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0645\u062a\u0648\u0642\u0639\u0629\u060c \u062b\u0645 \u0623\u0636\u0641 \u062a\u0635\u0646\u064a\u0641 \u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0644\u0621 \u0627\u0644\u0641\u062c\u0648\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a: \u0623\u0636\u0641 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 webhook \u0648\u0645\u0648\u0635\u0644 \u0644\u0640 Messenger \u0623\u0648 WhatsApp \u0623\u0648 \u0639\u0646\u0635\u0631 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u064a\u0628\u061b \u0627\u062e\u062a\u0628\u0631 \u0645\u062d\u0644\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 ngrok \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631.<\/li>\n
- \u062a\u0643\u0627\u0645\u0644 LLM: \u0627\u062e\u062a\u064a\u0627\u0631\u064a - \u0623\u0636\u0641 LLM (OpenAI\/Hugging Face) \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u062f\u0648\u062f \u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f\u060c \u0645\u0639 \u0639\u0632\u0644 \u0635\u0627\u0631\u0645 \u0648\u0627\u0644\u062a\u062d\u0642\u0642.<\/li>\n
- \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631: \u0627\u0643\u062a\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0644\u0644\u0645\u0634\u063a\u0644\u064a\u0646\u060c \u0623\u0636\u0641 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0633\u064a\u0637\u0629\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0641\u062d\u0635 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 (mypy\/flake8).<\/li>\n
- \u0627\u0644\u0646\u0634\u0631: \u0642\u0645 \u0628\u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker\u060c \u0623\u0636\u0641 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 CI\/CD \u0628\u0633\u064a\u0637\u060c \u0648\u0627\u0646\u0634\u0631\u0647 \u0639\u0644\u0649 \u0645\u0636\u064a\u0641 \u0645\u064f\u062f\u0627\u0631 \u0623\u0648 \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627:<\/strong><\/p>\n\n- spaCy \u0648 NLTK \u0644\u0644\u062a\u0642\u0637\u064a\u0639 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u061b;<\/li>\n
- Hugging Face Transformers \u0644\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0623\u0648 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 LLM \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u061b;<\/li>\n
- Rasa \u0639\u0646\u062f\u0645\u0627 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 NLU + \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0648\u0627\u0631 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u061b;<\/li>\n
- ChatterBot \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0648\u062a\u0639\u0644\u064a\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629\u061b;<\/li>\n
- FastAPI\/Flask \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u062e\u0641\u064a\u0641\u0629\u061b;<\/li>\n
- Docker \u0648 GitHub Actions \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\/\u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/li>\n<\/ul>\n
\u0646\u0635\u0627\u0626\u062d \u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0623\u0637\u0628\u0642\u0647\u0627:<\/p>\n
\n- \u0627\u0628\u062f\u0623 \u0628\u062a\u062f\u0641\u0642 \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0633\u064a\u0637 \u064a\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 - \u0644\u0627 \u062a\u062f\u0631\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0648\u0627\u064a\u0627 \u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0628\u0643\u0631\u064b\u0627 (\u0628\u0645\u0648\u0627\u0641\u0642\u0629) \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u0627\u062c\u0639.<\/li>\n
- \u0627\u062d\u062a\u0641\u0638 \u0628\u0645\u062e\u0631\u062c\u0627\u062a LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0645\u0642\u064a\u062f\u0629 - \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0623\u0648 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0645\u0646\u0639 \u0627\u0644\u0647\u0644\u0648\u0633\u0627\u062a \u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u062f\u0645 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0648 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0627\u062e\u062a\u0628\u0631 \u0623\u0646\u0645\u0627\u0637 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0628\u0644 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0639\u0627\u0645\u0629\u061b \u0627\u062a\u0628\u0639 \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0648\u0635\u064a \u0628\u0647\u0627: \u062f\u0631\u0633 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0630\u064a \u064a\u0648\u0636\u062d \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0646\u0634\u0631\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 GitHub \u0645\u0639 \u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631 \u062a\u0648\u0636\u062d CI\/CD \u0648\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a. \u0639\u0646\u062f\u0645\u0627 \u062a\u0646\u062a\u0642\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0647\u062c\u064a\u0646\u0629 - \u062e\u062f\u0645\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 ML \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0637\u0628\u0642\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0628\u0644\u063a\u0629 Node.js \u0623\u0648 Go \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 - \u0644\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0630\u0627\u062a \u0623\u062f\u0627\u0621 \u062c\u064a\u062f \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/p>\n
\u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629: \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/h2>\n\u0645\u0627 \u0645\u062f\u0649 \u0635\u0639\u0648\u0628\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 AI\u061f<\/h3>\n
\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 AI: \u0627\u0644\u0635\u0639\u0648\u0628\u0629\u060c \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u060c \u0648\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0648\u0627\u0642\u0639\u064a<\/p>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0646 \u0627\u0644\u0633\u0647\u0648\u0644\u0629 \u062c\u062f\u0627\u064b (\u0645\u0646\u0634\u0626\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629) \u0625\u0644\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u0639\u062a\u062f\u0644\u0629 (NLU\/ML \u0645\u062e\u0635\u0635) \u0625\u0644\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 (\u0639\u0645\u0644 \u0628\u062d\u062b\u060c \u0648\u0643\u0644\u0627\u0621 LLM \u0625\u0646\u062a\u0627\u062c\u064a\u0629). \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u0648\u0627\u0644\u0648\u0642\u062a\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0637\u0627\u0642 (\u0631\u0648\u0628\u0648\u062a FAQ \u0645\u0642\u0627\u0628\u0644 \u0648\u0643\u064a\u0644 LLM \u062a\u0648\u0644\u064a\u062f\u064a)\u060c \u0648\u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0648\u064a\u0628\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631)\u060c \u0648\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 (\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0627\u0644\u062a\u0648\u0633\u0639).<\/p>\n
\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0633\u0647\u0644\u0627\u064b<\/p>\n
\n- \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \/ \u0628\u062f\u0648\u0646 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u0646\u0634\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0648\u0636\u0648\u0639\/\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627\u060c \u0648\u0646\u0634\u0631\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 - \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a FAQ \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0642\u0648\u0627\u0644\u0628 \u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0628\u0646\u0627\u0621:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0629 \u0623\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0640 Messenger\/Telegram\/WhatsApp \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u062d\u062a\u0649 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 (\u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a \u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a> \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644).<\/li>\n
- \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0636\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u064a\u0642\u0644\u0644\u0627\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0648\u064a\u0633\u0631\u0639\u0627\u0646 \u0645\u0646 \u0627\u0644\u062a\u0633\u0644\u064a\u0645.<\/li>\n<\/ul>\n
\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0635\u0639\u0628\u064b\u0627<\/p>\n
\n- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLU):<\/strong> \u064a\u062a\u0637\u0644\u0628 \u0628\u0646\u0627\u0621 \u062a\u0635\u0646\u064a\u0641 \u0646\u0648\u0627\u064a\u0627 \u0642\u0648\u064a\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0644\u0621 \u0627\u0644\u0641\u062c\u0648\u0627\u062a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a (\u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0623\u0637\u0631 \u0645\u062b\u0644 Rasa).<\/li>\n
- \u062a\u0643\u0627\u0645\u0644 LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a:<\/strong> \u064a\u062a\u0637\u0644\u0628 \u062f\u0645\u062c LLMs (OpenAI\u060c Hugging Face) \u0628\u0623\u0645\u0627\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0627\u062a.<\/li>\n
- \u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629:<\/strong> \u062a\u0636\u064a\u0641 CI\/CD\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u060c \u0627\u0644\u062a\u0648\u0633\u0639\u060c \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u060c \u0627\u0644\u0623\u0645\u0627\u0646\/\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u0648\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062d\u0648\u0627\u0631\u064a\u0629 \u0639\u0628\u0621\u064b\u0627 \u0647\u0646\u062f\u0633\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u062d\u0627\u0644\u0629:<\/strong> \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0623\u062f\u0627\u0629 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631) \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/li>\n<\/ul>\n
\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 (\u062a\u0642\u0631\u064a\u0628\u064a\u0629)<\/p>\n
\n- \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (\u0628\u062f\u0648\u0646 \u0643\u0648\u062f \/ \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0623\u0633\u0644\u0648\u0628 ChatterBot): \u0633\u0627\u0639\u0627\u062a \u2192 \u0623\u064a\u0627\u0645.<\/li>\n
- \u0631\u0648\u0628\u0648\u062a \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0646\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c (Rasa \/ Dialogflow + \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0648\u0627\u062a): 2\u20136 \u0623\u0633\u0627\u0628\u064a\u0639 (\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0646\u0627\u0621 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a\u060c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631).<\/li>\n
- \u0645\u0633\u0627\u0639\u062f \u0645\u062f\u0639\u0648\u0645 \u0628\u0640 LLM \u0645\u0639 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642 (LLM + \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a): 2\u20134+ \u0623\u0634\u0647\u0631 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062f\u0642\u064a\u0642.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u062d\u062a\u0627\u062c\u0647\u0627<\/p>\n
\n- \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a: REST\/webhooks\u060c \u062e\u0627\u062f\u0645 (Flask\/FastAPI\/Node)\u060c Git\u060c Docker.<\/li>\n
- NLU\/ML: \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u0635\u0646\u0641\u0629\u060c \u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c Transformers \u0623\u0648 NLU \u0627\u0644\u0645\u062f\u0627\u0631\u0629.<\/li>\n
- DevOps: \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a\u060c CI\/CD\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a.<\/li>\n
- \u0627\u0644\u0645\u0646\u062a\u062c: \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0644\u062e\u0635\u0648\u0635\u064a\u0629\/\u0627\u0644\u0642\u0627\u0646\u0648\u0646.<\/li>\n<\/ul>\n
\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0635\u0639\u0648\u0628\u0629<\/p>\n
\n- \u0627\u0628\u062f\u0623 \u0635\u063a\u064a\u0631\u064b\u0627: \u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u062a\u062f\u0641\u0642 \u0628\u0633\u064a\u0637 \u0648\u0639\u0627\u0644\u064a \u0627\u0644\u0642\u064a\u0645\u0629 (\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646\u060c \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629).<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0648\u0627\u0644\u062f\u0631\u0648\u0633 (\u0645\u062b\u0644 \u062f\u0631\u0633 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646) \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u062a\u062c\u0646\u0628 \u0625\u0639\u0627\u062f\u0629 \u0627\u062e\u062a\u0631\u0627\u0639 \u0627\u0644\u0639\u062c\u0644\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 NLU \u0627\u0644\u062d\u062a\u0645\u064a (Rasa\/Dialogflow) \u0645\u0639 LLMs \u0644\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u0644\u0643\u0646 \u0623\u0636\u0641 \u0637\u0628\u0642\u0627\u062a \u062a\u062d\u0642\u0642 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/li>\n
- \u0642\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0643\u0631\u064b\u0627: \u0627\u062c\u0645\u0639 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a.<\/li>\n
- \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u0645\u0627\u0646 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639: \u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629\u060c \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u0627\u062a\u060c \u0648\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/li>\n<\/ol>\n
\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a (\u0645\u0644\u062e\u0635)<\/p>\n
\n- \u0645\u062c\u0627\u0646\u064a\/\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a: ChatterBot\u060c \u0646\u0645\u0627\u0630\u062c Hugging Face \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c Rasa OSS\u060c \u0645\u062e\u0637\u0637\u0627\u062a GitHub \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629.<\/li>\n
- \u0645\u062f\u0627\u0631\u0629\/\u0645\u062f\u0641\u0648\u0639\u0629: OpenAI \u0644\u0640 LLMs\u060c Dialogflow\/\u062e\u062f\u0645\u0629 Azure Bot \u0644\u0640 NLU \u0648\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0646\u0634\u0631\/\u0623\u062a\u0645\u062a\u0629: \u0627\u062a\u0628\u0639 \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a API \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u0631\u0648\u0628\u0648\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u061b \u062f\u0644\u064a\u0644 APIs \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a> \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0628\u0635\u0631\u064a\u0629 \u0623\u0648 \u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0628\u0646\u0627\u0621 \u0648\u062a\u0623\u0645\u064a\u0646 \u062e\u062f\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 LLM. \u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0636\u064a\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0637\u0637\u0627\u062a \u0645\u062b\u0628\u062a\u0629\u060c \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629\u060c \u0648\u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a.<\/p>\n
\u0628\u0631\u0645\u062c\u0629 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 (\u0628\u0631\u0645\u062c\u0629 \u0630\u0643\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a)<\/h3>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0635\u0645\u0645 \u0630\u0643\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0623\u0641\u0643\u0631 \u0641\u064a \u0637\u0628\u0642\u0627\u062a: \u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0627\u0644\u0642\u0646\u0648\u0627\u062a)\u060c NLU (\u0646\u064a\u0629\/\u0643\u064a\u0627\u0646)\u060c \u0627\u0644\u062d\u0648\u0627\u0631\/\u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0627\u0644\u0625\u062c\u0631\u0627\u0621\/\u0627\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629\/\u0627\u0644\u062a\u062d\u0642\u0642. \u064a\u0633\u0645\u062d \u0644\u0643 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a \u0628\u0645\u0632\u062c \u0648\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a - \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0640 NLU\u060c \u0648\u0645\u0648\u062c\u0647 \u0631\u0633\u0627\u0626\u0644 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 \u0641\u064a Node.js \u0623\u0648 Go\u060c \u0648LLM \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 - \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0645\u0631\u0643\u0632\u064a\u0629.<\/p>\n
\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0642\u064a\u0645\u0647\u0627<\/p>\n
\n- \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u0639 \u062d\u0627\u0644\u0629:<\/strong> \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0642\u062f \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u061b \u0645\u062f\u0631\u0627\u0621 \u0627\u0644\u062d\u0648\u0627\u0631 \u0645\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 (Rasa\u060c \u0645\u062e\u0627\u0632\u0646 \u0645\u062e\u0635\u0635\u0629) \u062a\u0645\u0643\u0646 \u0645\u0646 \u0645\u0644\u0621 \u0627\u0644\u0641\u062a\u062d\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a.<\/li>\n
- \u062a\u0648\u062c\u064a\u0647 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0623\u0648 \u062d\u0627\u0641\u0644\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0644\u0641\u0635\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0639\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 - \u0647\u0630\u0627 \u064a\u062d\u0633\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0644\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0631\u062c\u0629 \u0648\u0645\u0635\u0646\u0641\u0627\u062a \u0627\u0644\u0646\u0648\u0627\u064a\u0627\/\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0631\u0646 (\u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648\u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629).<\/li>\n<\/ul>\n
\u0646\u0635\u0627\u0626\u062d \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627<\/p>\n
\n- \u0627\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0648\u0627\u064a\u0627 \u0635\u063a\u064a\u0631\u0629 \u0648\u062a\u0648\u0633\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u061b \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062c\u0645\u0644) \u0644\u062a\u062c\u0645\u064a\u0639 \u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0642\u0628\u0644 \u0627\u0644\u062a\u0633\u0645\u064a\u0629.<\/li>\n
- \u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0645 \u0628\u0636\u0628\u0637\u0647\u0627 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 - \u0647\u0630\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u064a\u062d\u0633\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/li>\n
- \u0646\u0641\u0630 \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0627\u0644\u0633\u0644\u0633: \u0648\u062c\u0647 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0628\u0634\u0631\u064a\u064a\u0646 \u0623\u0648 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629.<\/li>\n<\/ul>\n
\u0623\u0646\u0645\u0627\u0637 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629<\/p>\n
\n- \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a:<\/strong> \u062d\u0627\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u0645\u062f \u0641\u064a Redis \u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n
- \u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0639\u0628\u0631 \u0627\u0644\u062c\u0644\u0633\u0627\u062a.<\/li>\n
- \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM\u060c \u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0639\u0646\u0627\u064a\u0629 \u0644\u062a\u0634\u0645\u0644 \u0641\u0642\u0637 \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0630\u064a \u0627\u0644\u0635\u0644\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0647\u0644\u0648\u0633\u0629.<\/li>\n<\/ul>\n
\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp)<\/p>\n
\n- \u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0645\u0646 \u0642\u0646\u0648\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u062f\u0627\u062e\u0644\u064a \u0645\u0634\u062a\u0631\u0643 \u0628\u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0643\u0634\u0641 \u0627\u0644\u0646\u064a\u0629 \u0648\u0645\u0646\u0637\u0642 \u0627\u0644\u062d\u0627\u0644\u0629 \u063a\u064a\u0631 \u0645\u0639\u062a\u0645\u062f\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0642\u0646\u0627\u0629.<\/li>\n
- \u0627\u062d\u062a\u0631\u0627\u0645 \u0642\u064a\u0648\u062f \u0627\u0644\u0642\u0646\u0627\u0629 - \u0644\u062f\u0649 WhatsApp \u0648Messenger \u0648SMS \u0642\u0648\u0627\u0644\u0628 \u0648\u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0633\u064a\u0627\u0633\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 - \u0635\u0645\u0645 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643 \u0648\u0627\u062e\u062a\u0628\u0631\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0627\u062a staging.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a Messenger \u0648Python \u0627\u0644\u062e\u0644\u0641\u064a\u0629\u060c \u062a\u0638\u0647\u0631 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0634\u0631\u061b \u0627\u0628\u062f\u0623 \u0628\u062f\u0631\u0648\u0633 \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u062a\u062e\u0635\u064a\u0635.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u064a \u0623\u0641\u0631\u0636\u0647\u0627<\/p>\n
\n- \u0642\u0645 \u0628\u062a\u0646\u0638\u064a\u0641 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0641\u0631\u0636 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0642\u0628\u0644 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a (\u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f \u0623\u0648 webhooks).<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0622\u0644\u064a\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0648\u0631\u0627\u0642\u0628 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u0645\u062a\u0648\u0633\u0637 \u0648\u0642\u062a \u0627\u0644\u062d\u0644\u060c \u0631\u0636\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645).<\/li>\n
- \u0637\u0628\u0642 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u062d\u0635\u0648\u0631\u0629 \u0644\u0623\u064a \u0643\u0648\u062f \u064a\u0642\u062f\u0645\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0625\u0633\u0627\u0621\u0629.<\/li>\n<\/ul>\n
\u0628\u0627\u062e\u062a\u0635\u0627\u0631: \u064a\u062c\u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0642\u0648\u064a \u0628\u064a\u0646 \u0628\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0647\u062c\u064a\u0646\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0642\u0648\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp). \u0642\u0645 \u0628\u0627\u0644\u0628\u0646\u0627\u0621 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a\u060c \u0648\u0627\u062e\u062a\u0628\u0631 \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646\u060c \u0648\u0642\u0645 \u0628\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0644\u062a\u0637\u0648\u064a\u0631 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n
![\"\u0631\u0648\u0628\u0648\u062a](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/12\/programming-chatbot-410990.jpg\" "\\"\\"")
<\/p>\n
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- \u0627\u062e\u062a\u0628\u0627\u0631 A\/B:<\/strong> \u0642\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0645\u064f\u062a\u062d\u0643\u0645 \u0628\u0647\u0627 \u0639\u0644\u0649 \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0639\u0628\u0627\u0631\u0627\u062a\u060c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u0627\u0631\u0626\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (\u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637\u060c \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u060c \u0627\u0644\u062d\u0644). \u0627\u062d\u062a\u0641\u0638 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u0627\u0646\u062a\u0635\u0627\u0631\u0627\u062a \u0628\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n
- \u0627\u0644\u0645\u0639\u0627\u064a\u0631\u0629:<\/strong> \u0642\u0627\u0631\u0646 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u0627\u0631\u0626\u060c \u062f\u0642\u0629 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0648\u0648\u0642\u062a \u0627\u0644\u062d\u0644 \u0645\u0642\u0627\u0628\u0644 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0648\u0645\u0639\u0627\u064a\u064a\u0631 \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (\u0627\u0628\u062d\u062b \u0639\u0646 \u0623\u0641\u0636\u0644 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 Reddit \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0646\u0648\u0639\u064a\u0629). \u0627\u0633\u062a\u062e\u062f\u0645 \u0633\u062c\u0644\u0627\u062a \u0635\u0646\u0627\u0639\u064a\u0629 \u0648\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0645\u062a\u0627\u0646\u0629 \u0639\u0628\u0631 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u0629.<\/li>\n
- \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u0631\u0624\u064a\u0629:<\/strong> \u062a\u062a\u0628\u0639 \u062b\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0648\u062d\u0648\u0627\u062f\u062b \u0647\u0644\u0648\u0633\u0629 LLM\u061b \u062a\u0646\u0628\u064a\u0647 \u0639\u0646 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631\u0627\u062a \u0648\u062c\u0645\u0639 \u0646\u0635\u0648\u0635 \u0639\u064a\u0646\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<\/ul>\n
\u0646\u0635\u0627\u0626\u062d \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0623\u062a\u0627\u0628\u0639\u0647\u0627: \u0642\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u062f\u0648\u0631\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u062c\u0644\u0627\u062a \u0645\u064f\u0639\u0644\u0645\u0629\u060c \u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0628\u064a\u0626\u0629 \u0627\u062e\u062a\u0628\u0627\u0631 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062e\u0637\u0631\u0629 (\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0623\u0648 \u0627\u0644\u0631\u062f\u0648\u062f \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629)\u060c \u0648\u0642\u062f\u0645 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u062a\u062a\u064a\u062d \u0644\u0644\u0639\u0645\u0644\u0627\u0621 \u0631\u0624\u064a\u0629 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631. \u0647\u0630\u0647 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u062a\u062d\u0648\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a \u0645\u0648\u062b\u0648\u0642 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u0628\u064a\u0639 \u064a\u062a\u0648\u0633\u0639 \u0628\u062b\u0642\u0629.<\/p>\n
\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u062f\u062e\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0633\u0648\u0642 \u0648\u0627\u0644\u0646\u0645\u0648: \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a\u060c \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u060c \u0648\u0627\u0644\u062f\u0639\u0645<\/h2>\n\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0645\u0646\u062a\u062c (\u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629)<\/h3>\n
\u0623\u062d\u0648\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0625\u0644\u0649 \u0645\u0646\u062a\u062c\u0627\u062a \u0645\u062f\u0641\u0648\u0639\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629\u060c \u0648\u062a\u0648\u0636\u064a\u062d \u0627\u0644\u062a\u0639\u0628\u0626\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629. \u0623\u0648\u0644\u0627\u064b: \u0625\u062b\u0628\u0627\u062a \u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633\u2014\u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u060c \u062a\u0642\u0644\u064a\u0644 \u0639\u0628\u0621 \u0627\u0644\u062f\u0639\u0645\u060c \u0623\u0648 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646\u2014\u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0627\u0644\u0645\u0634\u062a\u0631\u0648\u0646 \u0645\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631. \u062b\u0627\u0646\u064a\u0627\u064b: \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0627\u0644\u0630\u064a \u064a\u0646\u0627\u0633\u0628 \u062c\u0645\u0647\u0648\u0631\u0643 (\u0627\u0634\u062a\u0631\u0627\u0643 SaaS\u060c \u0635\u0641\u0642\u0627\u062a \u0648\u0643\u0627\u0644\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621\u060c \u062a\u0631\u062e\u064a\u0635 \u0644\u0643\u0644 \u062a\u062b\u0628\u064a\u062a\u060c \u0623\u0648 \u0641\u0648\u0627\u062a\u064a\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM\/API).<\/p>\n
\u0642\u0627\u0626\u0645\u0629 \u0645\u0631\u062c\u0639\u064a\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0642\u0628\u0644 \u0641\u0631\u0636 \u0627\u0644\u0631\u0633\u0648\u0645 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/p>\n
\n- \u0645\u0624\u0634\u0631 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u0627\u0644\u0630\u064a \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u0647:<\/strong> \u062a\u062d\u0633\u064a\u0646 \u0642\u0627\u0628\u0644 \u0644\u0644\u0642\u064a\u0627\u0633 \u0645\u0646 \u062a\u062c\u0631\u0628\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0623\u0648 \u0645\u0634\u0631\u0648\u0639 \u062a\u062c\u0631\u064a\u0628\u064a.<\/li>\n
- \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644:<\/strong> \u0627\u0644\u062a\u0634\u0641\u064a\u0631\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0648\u062b\u0627\u0626\u0642 GDPR\/CCPA \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629:<\/strong> CI\/CD\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u060c \u0648\u062e\u064a\u0627\u0631 SLA \u0644\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n
- \u0627\u0644\u062a\u0639\u0628\u0626\u0629:<\/strong> \u0637\u0628\u0642\u0627\u062a \u0648\u0627\u0636\u062d\u0629 (\u0645\u062c\u0627\u0646\u064a\u0629 \u2192 \u0645\u062d\u062a\u0631\u0641 \u2192 \u0645\u0624\u0633\u0633\u064a) \u0648\u0625\u0636\u0627\u0641\u0627\u062a \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0639\u0644\u0649 \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0623\u0648 \u0646\u0648\u0627\u064a\u0627 \u0645\u062e\u0635\u0635\u0629.<\/li>\n
- \u0636\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u0643\u0644\u0641\u0629:<\/strong> \u0646\u0645\u0648\u0630\u062c \u062a\u0645\u0631\u064a\u0631 \u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648 \u062d\u062f\u0648\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u0647\u0627\u0645\u0634 \u0639\u0644\u0649 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM.<\/li>\n<\/ul>\n
\u0643\u064a\u0641 \u0623\u062d\u062f\u062f \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0623\u0628\u064a\u0639 \u0628\u0634\u0643\u0644 \u0625\u0636\u0627\u0641\u064a:<\/p>\n
\n- \u0627\u0628\u062f\u0623 \u0628\u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0627\u062d\u062a\u0643\u0627\u0643 (\u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0645\u062c\u0627\u0646\u064a) \u0644\u062c\u0645\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n
- \u0641\u0631\u0636 \u0631\u0633\u0648\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0645\u0645\u064a\u0632\u0629 (\u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631)\u060c \u0644\u0648\u062d\u0627\u062a \u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0648\u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621.<\/li>\n
- \u0642\u062f\u0645 \u062e\u062f\u0645\u0627\u062a \u0645\u064f\u062f\u0627\u0631\u0629 - \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u060c \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u062f\u0639\u0645 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 - \u0644\u0632\u064a\u0627\u062f\u0629 \u0642\u064a\u0645\u0629 \u0627\u0644\u0639\u0645\u064a\u0644 \u0645\u062f\u0649 \u0627\u0644\u062d\u064a\u0627\u0629.<\/li>\n<\/ul>\n
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Chatbot programming language choice matters: Python is best for ML\/NLP and prototyping; Node.js, Java\/Kotlin, C#, or Go suit specific channel or enterprise needs. For rapid prototypes and learning how to code a chatbot, start with ChatterBot […]<\/p>\n","protected":false},"author":14928,"featured_media":259716,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-259717","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/comments?post=259717"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259717\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/259716"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=259717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=259717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=259717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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- \n
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\u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0633\u0648\u0642\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0645\u062d\u0627\u0648\u0631:<\/p>\n
- \n
- \u0627\u0644\u0642\u062f\u0631\u0629:<\/strong> \u0647\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0623\u0645 \u0645\u062f\u0641\u0648\u0639 \u0628\u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0623\u0645 \u0645\u062f\u0639\u0648\u0645 \u0645\u0646 LLM\u061f \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (\u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0631\u0645\u062c\u064a ai) \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u063a\u0645\u0648\u0636 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062d\u062f\u0648\u062f.<\/li>\n
- \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0639\u0644\u0649 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062d\u0644\u0648\u0644 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644.<\/li>\n
- \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 \u0648\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0647\u0645 \u0639\u0631\u0648\u0636 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0641\u064a \u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0628\u0646\u064a\u061b \u0628\u064a\u0646\u0645\u0627 \u062a\u0648\u0644\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u064a\u0636\u0627\u0621 (mit chatbot programmieren) \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a.<\/li>\n<\/ul>\n
\u062a\u0634\u0645\u0644 \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0627\u0644\u0623\u0637\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648\u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629\u060c \u0648\u0627\u0644\u0628\u0646\u0627\u0629 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u064a\u0646. \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0627\u0631\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a\u060c \u0623\u062a\u0627\u0628\u0639:<\/p>\n
- \n
- \u062a\u0648\u0627\u0641\u0642 \u0627\u0644\u0645\u064a\u0632\u0627\u062a (NLP\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629)\u060c,<\/li>\n
- \u0627\u062d\u062a\u0643\u0627\u0643 \u0627\u0644\u0646\u0634\u0631 (\u0645\u062f\u0649 \u0633\u0631\u0639\u0629 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0643\u0648\u062f \u0625\u0644\u0649 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629)\u060c \u0648<\/li>\n
- \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (\u0623\u0641\u0636\u0644 \u0645\u0648\u0627\u0636\u064a\u0639 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0644\u0649 \u0631\u064a\u062f\u064a\u062a\u060c \u0623\u0645\u062b\u0644\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 GitHub).<\/li>\n<\/ul>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0646\u062f\u0633\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0628\u062d\u062b\u0648\u0646 \u0639\u0646 \u0623\u0645\u062b\u0644\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631\u060c \u0641\u0625\u0646 \u0645\u062e\u0637\u0637 \u062f\u0631\u062f\u0634\u0629 GitHub \u0648\u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u064a\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0638\u0647\u0631 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 CI\/CD. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0628\u0646\u0627\u0621 \u0645\u0648\u062c\u0647 \u064a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0623\u0648 \u062f\u0644\u064a\u0644 \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d \u0645\u0646 \u0628\u0648\u062a Messenger\u060c \u0641\u0627\u0631\u062c\u0639 \u0625\u0644\u0649 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u064a\u063a\u0637\u064a \u0628\u0646\u0627\u0621 \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d \u0645\u0646 \u0628\u0648\u062a Messenger \u0648\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u0639\u0646\u064a\u0629. \u0628\u0646\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u064a\u0639\u0646\u064a \u062f\u0645\u062c NLP \u0642\u0648\u064a (\u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a)\u060c \u0648\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0645\u062f\u0631\u0648\u0633\u0629 (\u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0627\u062a \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 WhatsApp \u0648\u0627\u0644\u0648\u064a\u0628)\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0645\u0646\u062a\u062c \u0648\u0627\u0636\u062d\u0629 - \u0627\u0628\u062f\u0623 \u0628\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0628\u0633\u064a\u0637\u060c \u0627\u062e\u062a\u0628\u0631 \u0639\u0644\u0649 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u062d\u0642\u064a\u0642\u064a\u0629\u060c \u0648\u0643\u0631\u0631 \u0646\u062d\u0648 \u0639\u0631\u0636 \u0645\u062a\u0645\u064a\u0632.<\/p>\n
<\/p>\n\u062a\u062e\u0637\u064a\u0637 \u0628\u0648\u062a\u0643: \u0627\u0644\u0623\u0647\u062f\u0627\u0641\u060c \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0637\u0631\u0642 \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0628\u062d<\/h2>\n
\u0623\u064a \u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0628\u0631\u0645\u062c\u0629\u061f<\/h3>\n
\u0633\u0623\u0628\u062f\u0623 \u0628\u0635\u0631\u0627\u062d\u0629: \u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u0644\u0628\u0631\u0645\u062c\u0629 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0645\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646\u060c \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 LLM \u0645\u062b\u0644 ChatGPT\/GPT-4 \u0648GitHub Copilot \u0627\u0644\u0623\u0641\u0636\u0644 \u0641\u064a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0634\u064a\u0641\u0631\u0627\u062a \u0648\u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u062a\u0647\u0627 \u0648\u0634\u0631\u062d\u0647\u0627. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c Python \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629\u060c \u0641\u0625\u0646 ChatterBot \u0648\u0645\u0643\u062a\u0628\u0627\u062a Python \u0627\u0644\u0642\u064a\u0627\u0633\u064a\u0629 \u0647\u064a \u0623\u0633\u0631\u0639 \u0627\u0644\u0637\u0631\u0642. \u0644\u0628\u0646\u0627\u0621 \u0633\u064a\u0631 \u0639\u0645\u0644 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u062a\u062a\u0641\u0648\u0642 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u0644 Rasa. \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0633\u0631\u064a\u0639 \u0648\u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0642\u0646\u0648\u0627\u062a \u0645\u062b\u0644 WhatsApp \u0648Facebook Messenger\u060c \u062a\u0639\u0645\u0644 \u0645\u0646\u0635\u0627\u062a NLU \u0627\u0644\u0645\u062f\u0627\u0631\u0629 (Dialogflow\u060c Microsoft Bot Framework) \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0645\u0639 \u0637\u0628\u0642\u0629 \u0627\u0644\u0646\u0634\u0631.<\/p>\n
- \n
- \u062a\u0648\u0644\u064a\u062f LLM \/ \u0627\u0644\u0634\u064a\u0641\u0631\u0629:<\/strong> ChatGPT \/ GPT-4 \u0648GitHub Copilot \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u0648\u0644\u064a\u062f \u0634\u064a\u0641\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0634\u0631\u062d \u0627\u0644\u0645\u0642\u0627\u0637\u0639\u060c \u0648\u062f\u0639\u0645 \u0645\u0633\u0627\u0639\u062f\u064a \u201c\u0628\u0631\u0645\u062c\u0629 chatgpt\u201d (\u0627\u0646\u0638\u0631 \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>).<\/li>\n
- \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \/ \u0645\u064f\u0639\u062f\u0644:<\/strong> Hugging Face \u0627\u0644\u0645\u064f\u0639\u062f\u0644 \u0623\u0648 LLMs \u0627\u0644\u062e\u0627\u0635\u0629 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0647\u0645\u0629 (\u0627\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0627\u0630\u062c Hugging Face \u0639\u0644\u0649 GitHub \u0648Hugging Face hubs).<\/li>\n
- \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0625\u0646\u062a\u0627\u062c:<\/strong> Rasa \u2014 \u0645\u062b\u0627\u0644\u064a \u0644\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646 \u0648\u062f\u0645\u062c \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u062f\u0648\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642 (\u062c\u064a\u062f \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629).<\/li>\n
- \u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \/ \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> Dialogflow \u0623\u0648 Microsoft Bot Framework \u2014 \u0645\u0648\u0635\u0644\u0627\u062a \u0633\u0631\u064a\u0639\u0629 \u0625\u0644\u0649 WhatsApp \u0648Messenger\u060c \u0645\u0646\u0627\u0633\u0628\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u0639\u0637\u064a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u062f\u0645\u062c \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n
- \u0646\u0645\u0627\u0630\u062c Python:<\/strong> ChatterBot + spaCy\/Transformers \u2014 \u0645\u0646 \u0627\u0644\u0633\u0647\u0644 \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0645\u062d\u0644\u064a\u064b\u0627 (\u0627\u0646\u0638\u0631 \u0628\u0627\u064a\u062b\u0648\u0646<\/a> \u0648\u0623\u0645\u062b\u0644\u0629 ChatterBot \u0639\u0644\u0649 GitHub).<\/li>\n
- \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a IDE:<\/strong> Copilot\u060c Tabnine\u060c Replit Ghostwriter \u2014 \u0645\u0635\u0645\u0645\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0648\u0625\u062f\u0645\u0627\u062c \u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644.<\/li>\n
- \u0623\u062a\u0645\u062a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> \u0623\u0642\u0648\u0645 \u0628\u0646\u0634\u0631 \u0623\u062a\u0645\u062a\u0629 \u0648\u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Messenger Bot \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0648\u0644\u0649 NLU\/LLM \u0627\u0644\u0645\u0646\u0637\u0642 \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0643\u0648\u062f\u061b \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0627\u0646\u0638\u0631 \u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a>.<\/li>\n<\/ul>\n
\u0643\u064a\u0641 \u0623\u062e\u062a\u0627\u0631: \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f \u0637\u0628\u064a\u0639\u064a \u0648\u0639\u0627\u0644\u064a \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0623\u062e\u062a\u0627\u0631 LLM\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629 \u0623\u0648 \u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u062e\u0635\u0635\u0629\u060c \u0623\u0628\u0646\u064a \u0639\u0644\u0649 Rasa \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u0645\u064f\u0639\u062f\u0644\u0629\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0644\u0644\u0648\u0635\u0648\u0644 \u0628\u0633\u0631\u0639\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0644\u0649 WhatsApp \u0623\u0648 Messenger\u060c \u0623\u062f\u0645\u062c NLU\/LLM \u0645\u064f\u062f\u0627\u0631 \u0645\u0639 \u0637\u0628\u0642\u0629 \u0646\u0634\u0631 \u0645\u062b\u0644 Messenger Bot. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629\u060c \u0623\u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u062e\u0637\u0637\u0627\u062a GitHub \u0648\u062e\u064a\u0648\u0637 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 (\u0623\u0641\u0636\u0644 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0644\u0649 reddit) \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0643\u062f\u0633.<\/p>\n
\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u062f\u0641\u0648\u0639\u0629 \u2014 \u0645\u062a\u0649 \u062a\u062e\u062a\u0627\u0631 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629<\/h3>\n
\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0645\u062a\u0627\u0632\u0629 \u0644\u0644\u0627\u0643\u062a\u0634\u0627\u0641\u060c \u0648\u0627\u0644\u0646\u0645\u0630\u062c\u0629\u060c \u0648\u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645\u061b \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u062a\u0641\u062a\u062d \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0648\u0633\u0639\u060c \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0648\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a. \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u0623\u062a\u0628\u0639 \u0645\u0633\u0627\u0631 \u0642\u0631\u0627\u0631 \u0645\u0646 \u062b\u0644\u0627\u062b \u0645\u0631\u0627\u062d\u0644: \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n
\u0627\u0644\u062a\u062d\u0642\u0642 (\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u062c\u0627\u0646\u064a\/\u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631):<\/strong> \u0627\u0628\u062f\u0623 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u0623\u0637\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 - ChatterBot\u060c \u0646\u0645\u0627\u0630\u062c Hugging Face \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0623\u0648 Rasa \u0641\u064a \u0648\u0636\u0639 \u0627\u0644\u062a\u0637\u0648\u064a\u0631 - \u0644\u0625\u062b\u0628\u0627\u062a \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0641\u0627\u0639\u0644. \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0628\u0633\u0631\u0639\u0629 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0628\u062f\u0648\u0646 \u0642\u0641\u0644 \u0627\u0644\u0645\u0648\u0631\u062f.<\/p>\n
\u0627\u0633\u062a\u0642\u0631\u0627\u0631 (\u0647\u062c\u064a\u0646):<\/strong> \u0627\u0646\u062a\u0642\u0644 \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u0623\u0648 \u0628\u0646\u064a\u0629 \u0645\u062e\u062a\u0644\u0637\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 NLU \u0645\u0648\u062b\u0648\u0642\u060c \u0623\u0648 \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0623\u0641\u0636\u0644\u060c \u0623\u0648 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0628\u0646\u0627\u0621. \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0623\u062f\u0645\u062c \u0645\u0639 \u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0631\u0633\u0627\u0626\u0644\u061b \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 (\u0634\u0631\u062d \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a>).<\/p>\n
\u062a\u0648\u0633\u064a\u0639 (\u0645\u062f\u0641\u0648\u0639\/\u0645\u0624\u0633\u0633\u064a):<\/strong> \u0627\u062e\u062a\u0631 \u062e\u062f\u0645\u0627\u062a \u0645\u062f\u0641\u0648\u0639\u0629 \u0644\u0636\u0645\u0627\u0646\u0627\u062a \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u060c \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644. \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u062a\u0628\u0633\u0637 \u0623\u064a\u0636\u064b\u0627 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp \u0648\u0631\u0648\u0627\u0628\u0637 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0647\u0648 \u0627\u0644\u0647\u062f\u0641\u060c \u0641\u0643\u0631 \u0641\u064a \u062a\u062d\u0648\u064a\u0644 \u0631\u0648\u0628\u0648\u062a\u0643 \u0625\u0644\u0649 \u0645\u0646\u062a\u062c: \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0636\u0627\u0621 (mit chatbot programmieren)\u060c \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0634\u062a\u0631\u0627\u0643\u060c \u0623\u0648 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0643\u062e\u062f\u0645\u0629 SaaS - \u0627\u0646\u0638\u0631 \u062f\u0644\u064a\u0644 \u0639\u0645\u0644\u064a \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0648\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0645\u0646 \u0631\u0648\u0628\u0648\u062a Messenger \u0644\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 (\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u0639\u0644\u0649 \u0645\u0627\u0633\u0646\u062c\u0631<\/a>).<\/p>\n
\u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629:<\/p>\n
- \n
- \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0633\u064a\u0637\u0631\u0629:<\/strong> \u0627\u0644\u0645\u062c\u0627\u0646\u064a\/\u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u064a\u0645\u0646\u062d \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0648\u0644\u0643\u0646\u0647 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0635\u064a\u0627\u0646\u0629\u061b \u0627\u0644\u0645\u062f\u0641\u0648\u0639 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0639\u0628\u0621 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a \u0648\u0644\u0643\u0646\u0647 \u064a\u0636\u064a\u0641 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u062a\u0643\u0631\u0631\u0629.<\/li>\n
- \u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0633\u0648\u0642:<\/strong> \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0647\u064a \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u0644\u062a\u0639\u0644\u0645\u061b \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0633\u0631\u0639 \u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n
- \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0648\u0627\u0644\u0623\u0645\u0627\u0646:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062c\u0628\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0644\u0648\u0644 \u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627.<\/li>\n<\/ul>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0646\u0635\u062d \u0627\u0644\u0641\u0631\u0642\u060c \u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0645\u062c\u0627\u0646\u064a (\u062a\u062c\u0627\u0631\u0628 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629)\u060c \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646\u060c \u062b\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0648 \u0647\u062c\u064a\u0646\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f\u060c \u0641\u0625\u0646 \u062f\u0645\u062c \u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u064a\u0646\u062a\u062c \u0623\u0641\u0636\u0644 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0645\u062a\u0627\u0646\u0629 (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/p>\n
\u0627\u0644\u0623\u0633\u0633 \u0627\u0644\u062a\u0642\u0646\u064a\u0629: \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a<\/h2>\n
\u0645\u0627 \u0647\u064a \u0644\u063a\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u061f<\/h3>\n
\u0628\u0627\u064a\u062b\u0648\u0646 (\u0627\u0644\u0623\u0643\u062b\u0631 \u0634\u064a\u0648\u0639\u064b\u0627) \u2014 \u0628\u0627\u064a\u062b\u0648\u0646 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0633\u0627\u0626\u062f \u0644\u062a\u0637\u0648\u064a\u0631 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0633\u0628\u0628 \u0628\u0633\u0627\u0637\u062a\u0647\u0627\u060c \u0648\u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0646\u0627\u0636\u062c \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c. \u0623\u0633\u062a\u062e\u062f\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u062f\u0645\u062c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629. \u062a\u0634\u0645\u0644 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u0637\u0631 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u062a\u064a \u0623\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 spaCy\u060c NLTK\u060c Hugging Face Transformers (Hugging Face<\/a>)\u060c Rasa (\u0631\u0627\u0633\u0627<\/a>)\u060c \u0648ChatterBot (ChatterBot<\/a>). \u0631\u0627\u062c\u0639 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0644\u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0644\u063a\u0629 (Python.org<\/a>).<\/p>\n
\u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a \/ Node.js \u2014 \u0623\u062e\u062a\u0627\u0631 Node.js \u0639\u0646\u062f\u0645\u0627 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0645\u0631\u062a\u0628\u0637\u064b\u0627 \u0627\u0631\u062a\u0628\u0627\u0637\u064b\u0627 \u0648\u062b\u064a\u0642\u064b\u0627 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u060c \u0623\u0648 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0623\u0648 \u0627\u0644\u0648\u0638\u0627\u0626\u0641 \u0628\u062f\u0648\u0646 \u062e\u0627\u062f\u0645. \u064a\u062a\u0641\u0648\u0642 Node \u0641\u064a \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648Socket.io\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0630\u0627\u062a \u0627\u0644\u0643\u0645\u0648\u0646 \u0627\u0644\u0645\u0646\u062e\u0641\u0636.<\/p>\n
\u062c\u0627\u0641\u0627 \/ \u0643\u0648\u062a\u0644\u0646 \u0648C# (.NET) \u2014 \u0623\u0648\u0635\u064a \u063a\u0627\u0644\u0628\u064b\u0627 \u0628\u062c\u0627\u0641\u0627\/\u0643\u0648\u062a\u0644\u0646 \u0623\u0648 C# \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0641\u0631\u0642 \u0642\u0648\u0629 JVM \u0623\u0648 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0639\u0645\u064a\u0642\u0629 \u0645\u0639 Azure\/.NET \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Bot.<\/p>\n
\u063a\u0648\u060c \u0631\u0648\u0628\u064a\u060c \u0628\u064a \u0625\u062a\u0634 \u0628\u064a \u2014 \u0623\u0633\u062a\u062e\u062f\u0645 \u063a\u0648 \u0644\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0630\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629\u061b \u0631\u0648\u0628\u064a \u0648\u0628\u064a \u0625\u062a\u0634 \u0628\u064a \u0645\u0646\u0627\u0633\u0628\u064a\u0646 \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u062a\u062c\u0627\u0631\u064a \u062f\u0627\u062e\u0644 \u0623\u0643\u0648\u0627\u0645 Rails\/Laravel \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n
\u0643\u064a\u0641 \u0623\u062e\u062a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629:<\/p>\n
- \n
- \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 NLP\/ML:<\/strong> \u0628\u0627\u064a\u062b\u0648\u0646 (Transformers\u060c spaCy\u060c NLTK).<\/li>\n
- \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a\/Node.js.<\/li>\n
- \u0623\u0643\u0648\u0627\u0645 \u0645\u0643\u062a\u0648\u0628\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a:<\/strong> \u062c\u0627\u0641\u0627\/\u0643\u0648\u062a\u0644\u0646 \u0623\u0648 C#.<\/li>\n
- \u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u064a\u0643\u0631\u0648:<\/strong> \u0627\u0630\u0647\u0628.<\/li>\n<\/ul>\n
\u0627\u062e\u062a\u064a\u0627\u0631\u0627\u062a \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0644\u063a\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/h3>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u062a\u0635\u0645\u064a\u0645 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0642\u064a\u0645 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0644\u063a\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0623\u0628\u0639\u0627\u062f: \u0623\u062f\u0648\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u064a\u0628)\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0646\u0634\u0631 (\u0633\u062d\u0627\u0628\u0629\u060c \u0645\u062d\u0644\u064a\u060c \u0647\u062c\u064a\u0646). \u0643\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u064a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0627\u0644\u0648\u0638\u0627\u0626\u0641:<\/p>\n
- \n
- \u062a\u0643\u062f\u0633\u0627\u062a Python \u0623\u0648\u0644\u0627\u064b:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0627\u0644\u062a\u0643\u062f\u0633 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a: \u062e\u0644\u0641\u064a\u0629 Python \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c (Hugging Face \/ Transformers)\u060c Rasa \u0623\u0648 NLU \u0645\u062e\u0635\u0635\u060c \u0648\u0637\u0628\u0642\u0629 \u0648\u064a\u0628 \u062e\u0641\u064a\u0641\u0629 \u0644\u0645\u0647\u0627\u064a\u0626\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u062a\u0643\u062f\u0633\u0627\u062a Node.js:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0648\u0648\u062f\u062c\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 Node \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0639 \u062a\u0641\u0648\u064a\u0636 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a Python \u0627\u0644\u0645\u064a\u0643\u0631\u0648 \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n
- \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0627\u062c\u0645\u0639 \u062e\u062f\u0645\u0627\u062a ML \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Python \u0645\u0639 Node.js \u0623\u0648 Go \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 - \u0647\u0630\u0627 \u0647\u0648 \u0646\u0645\u0637\u064a \u0627\u0644\u0645\u0641\u0636\u0644 \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639.<\/li>\n<\/ul>\n
\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629:<\/p>\n
- \n
- \u0646\u0645\u0648\u0630\u062c \u0648\u0623\u0645\u062b\u0644\u0629: ChatterBot \u0644\u0644\u062a\u062c\u0627\u0631\u0628 \u0627\u0644\u0633\u0631\u064a\u0639\u0629\u060c \u062b\u0645 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 Rasa \u0623\u0648 LLM \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629.<\/li>\n
- \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a: \u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0627\u064b \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0644\u064a\u0644 \u0645\u0642\u0627\u0631\u0646 \u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 (\u0634\u0631\u062d \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a>).<\/li>\n
- \u062e\u0637\u0637 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631: \u0627\u062a\u0628\u0639 \u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 GitHub \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 CI\/CD (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/li>\n<\/ul>\n
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- \n
- \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0647\u0648 \u062f\u0639\u0645 \u0644\u063a\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 (\u0627\u0644\u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u062f\u0642\u064a\u0642\u060c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a)\u060c \u0627\u062e\u062a\u0631 Python \u0648Hugging Face.<\/li>\n
- \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0637\u0631\u062d \u0623\u0648\u0644 \u0644\u0644\u0631\u0633\u0627\u0626\u0644 \u0645\u0639 \u0627\u062d\u062a\u0643\u0627\u0643 \u0645\u0646\u062e\u0641\u0636\u060c \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0644\u0641\u064a\u0629 NLU\/LLM \u0627\u0644\u0645\u062f\u0627\u0631\u0629 \u0645\u0639 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629\u061b \u0631\u0627\u062c\u0639 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0644\u063a\u0629 Python \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 (\u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a>).<\/li>\n
- \u0644\u0628\u064a\u0626\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0624\u0633\u0633\u064a\u0629\u060c \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645 JVM\/.NET \u0648\u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u062f\u0645\u0627\u062a ML \u0641\u064a Python \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629.<\/li>\n<\/ul>\n
\u0627\u062e\u062a\u064a\u0627\u0631 \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u064a\u062a\u0639\u0644\u0642 \u0623\u0642\u0644 \u0628\u062e\u064a\u0627\u0631 \u0648\u0627\u062d\u062f \u201c\u0623\u0641\u0636\u0644\u201d \u0648\u0623\u0643\u062b\u0631 \u0628\u062a\u0637\u0627\u0628\u0642 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0645\u0639 \u0627\u0644\u0623\u0647\u062f\u0627\u0641: \u0633\u0631\u0639\u0629 \u0627\u0644\u0646\u0645\u0630\u062c\u0629\u060c \u0642\u062f\u0631\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0639\u0644\u0649 WhatsApp)\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a\u0629.<\/p>\n
<\/p>\n\u0628\u0646\u0627\u0621 \u0639\u0645\u0644\u064a: \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/h2>\n
\u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0627\u0644\u0628\u0631\u0645\u062c\u0629\u061f<\/h3>\n
\u0646\u0639\u0645 \u2014 \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u0643\u062a\u0627\u0628\u0629 \u0648\u0634\u0631\u062d \u0648\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0628\u0634\u0643\u0644 \u0631\u0648\u062a\u064a\u0646\u064a \u0643\u0639\u0646\u0635\u0631 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646. \u0641\u064a \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629\u060c \u0623\u0639\u062a\u0628\u0631 ChatGPT \u0637\u0628\u0642\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0634\u0631\u062d\u0647\u0627: \u064a\u0645\u0643\u0646\u0647 \u0625\u0646\u062a\u0627\u062c \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0628\u0631 Python \u0648JavaScript\/Node.js \u0648Java \u0648C# \u0648Go \u0648PHP \u0648Ruby \u0648SQL \u0648\u0646\u0635\u0648\u0635 shell\u061b \u0634\u0631\u062d \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0625\u0646\u062a\u0627\u062c \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062f\u0627\u062e\u0644\u064a\u0629\u061b \u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0648\u0627\u0644\u061b \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647 \u0630\u0627 \u0642\u064a\u0645\u0629 \u0639\u0646\u062f \u0628\u0646\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0633\u0648\u0627\u0621 \u0643\u0627\u0646\u062a \u0645\u0647\u0645\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0647\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0623\u0648 \u0644\u062a\u0648\u0644\u064a\u062f \u0639\u064a\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u062f\u0627\u062e\u0644 \u062a\u062f\u0641\u0642 \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/p>\n
\u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0639\u0646\u062f \u062f\u0645\u062c ChatGPT \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629:<\/p>\n
- \n
- \u062a\u0648\u0644\u064a\u062f \u0623\u0645\u062b\u0644\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 webhooks \u0644\u0640 Flask\/FastAPI \u0648\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 NLP \u0627\u0644\u0635\u063a\u064a\u0631\u0629.<\/li>\n
- \u0625\u0646\u062a\u0627\u062c \u0645\u062e\u0637\u0637\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0634\u064a\u0641\u0631\u0629 \u0632\u0627\u0626\u0641\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0645\u0646 \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u0645\u0641\u064a\u062f\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0648\u062b\u064a\u0642.<\/li>\n
- \u0625\u0646\u0634\u0627\u0621 \u0647\u064a\u0643\u0644 \u0627\u062e\u062a\u0628\u0627\u0631\u064a (pytest \u0648Jest \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0628\u0633\u064a\u0637\u0629) \u0628\u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0645\u0646 \u0627\u0644\u0623\u0633\u0647\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0627\u0644\u0645\u062f\u0639\u0648\u0645\u064a\u0646 \u0628\u0640 LLM \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u0648\u062f\u0648\u0646 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062f\u0627\u062e\u0644 \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0642\u064a\u0648\u062f \u0648\u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0641\u0631\u0636\u0647\u0627:<\/p>\n
- \n
- \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u062a\u062e\u064a\u0644 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629\u061b \u062f\u0627\u0626\u0645\u064b\u0627 \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a.<\/li>\n
- \u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629:<\/strong> \u0623\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0643\u0648\u062f \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642 \u0628\u0647 \u0641\u064a \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0623\u0648 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0631\u0645\u0644\u064a\u0629 \u0648\u0623\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062b\u0627\u0628\u062a \u0642\u0628\u0644 \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n
- \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u0623\u062a\u062c\u0646\u0628 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0623\u0633\u0631\u0627\u0631 \u0623\u0648 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0644\u0643\u064a \u0625\u0644\u0649 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629\u061b \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u062e\u0627\u0635\u0629 \u0623\u0648 \u0628\u062f\u0627\u0626\u0644 \u0645\u0639\u062f\u0644\u0629 \u0645\u062d\u0644\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0627\u0644\u0623\u062f\u0627\u0621:<\/strong> \u062a\u062a\u0637\u0644\u0628 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM \u0627\u0644\u0645\u0627\u0644 \u0648\u062a\u0636\u064a\u0641 \u062a\u0623\u062e\u064a\u0631\u064b\u0627\u2014\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0642\u0627\u0637\u0639\u060c \u0648\u0637\u0644\u0628 \u0627\u0644\u062f\u0641\u0639\u0627\u062a\u060c \u0648\u062d\u062f \u0645\u0646 \u0627\u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062b\u0642\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<\/ul>\n
\u0643\u064a\u0641 \u0623\u0633\u062a\u062e\u062f\u0645 ChatGPT \u0639\u0645\u0644\u064a\u064b\u0627 \u0639\u0646\u062f \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0646\u0627\u0633 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0648 \u0625\u0636\u0627\u0641\u0629 \u0645\u064a\u0632\u0627\u062a \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0643\u0648\u062f \u0625\u0644\u0649 \u0645\u0646\u062a\u062c:<\/p>\n
- \n
- \u0627\u0637\u0644\u0628 \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0628\u0633\u064a\u0637\u0629\u2014\u062d\u062f\u062f \u0627\u0644\u0644\u063a\u0629\u060c \u0648\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0648\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f\u0627\u062a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644: \u201c\u0639\u0631\u0636 \u0648\u064a\u0628 \u0647\u0648\u0643 Flask \u0627\u0644\u0630\u064a \u064a\u0639\u064a\u062f \u0627\u0644\u0646\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 spaCy\u201d).<\/li>\n
- \u0627\u0637\u0644\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u062d\u0627\u0641\u0629 \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 CI \u0645\u0646 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u0627\u062a.<\/li>\n
- \u0643\u0631\u0631: \u0623\u0639\u062f \u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0641\u0627\u0634\u0644\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u0625\u0635\u0644\u0627\u062d\u0627\u062a \u0645\u0633\u062a\u0647\u062f\u0641\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0645\u0639 NLU \u0627\u0644\u062d\u062a\u0645\u064a (Rasa\/Dialogflow) \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u064a\u0629 \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u062a\u0648\u0644\u064a\u062f LLM \u0644\u0644\u0643\u0648\u062f\u060c \u0648\u0627\u0644\u062a\u0641\u0633\u064a\u0631\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u0641\u062a\u0648\u062d\u0629.<\/li>\n<\/ol>\n
\u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u0634\u064a\u0631\u0647\u0627 \u0639\u0646\u062f \u062f\u0645\u062c LLMs \u0641\u064a \u0623\u0646\u0638\u0645\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u062a\u0634\u0645\u0644 OpenAI \u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648Hugging Face \u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u061b \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062f\u0645\u062c \u0639\u0645\u0644\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u062f\u0631\u0648\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u0644\u0631\u0628\u0637 \u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0648\u0644\u062a\u0639\u0644\u0645 \u0643\u064a\u0641\u064a\u0629 \u0646\u0634\u0631 \u0627\u0644\u0643\u0648\u062f \u0628\u0623\u0645\u0627\u0646.<\/p>\n
\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646: \u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u0633\u060c \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a\u060c \u0648\u0646\u0635\u0627\u0626\u062d \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629<\/h3>\n
\u0623\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0623\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u062a\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u062a\u062c\u0627\u0631\u0628 - \u0646\u0638\u0627\u0645\u0647\u0627 \u0627\u0644\u0628\u064a\u0626\u064a \u064a\u062f\u0639\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0648\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0647\u064a\u0645\u0646\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0641\u0631\u0642 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646. \u0623\u062f\u0646\u0627\u0647 \u0647\u0648 \u0645\u062e\u0637\u0637 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0627\u0644\u0639\u0645\u0644\u064a \u0627\u0644\u0630\u064a \u0623\u062a\u0628\u0639\u0647 \u0639\u0646\u062f \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0646\u0635\u0627\u0626\u062d \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.<\/p>\n
\u0645\u062e\u0637\u0637 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a (\u0633\u0631\u064a\u0639\u060c \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631):<\/strong><\/p>\n
- \n
- \u0647\u064a\u0643\u0644 \u0627\u0644\u0645\u0634\u0631\u0648\u0639: \u0625\u0646\u0634\u0627\u0621 \u0628\u064a\u0626\u0629 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629\u060c \u0625\u0639\u062f\u0627\u062f \u062a\u0637\u0628\u064a\u0642 Flask \u0623\u0648 FastAPI \u0623\u0633\u0627\u0633\u064a\u060c \u0648\u062a\u0647\u064a\u0626\u0629 \u0645\u0633\u062a\u0648\u062f\u0639 Git.<\/li>\n
- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0627\u062e\u062a\u0631 \u0628\u064a\u0646 \u0645\u0635\u0646\u0641 \u0646\u0648\u0627\u064a\u0627 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 (spaCy\u060c scikit-learn) \u0623\u0648 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 NLU \u0643\u0627\u0645\u0644 (Rasa) \u062d\u0633\u0628 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n
- \u0645\u0646\u0637\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629: \u0627\u0628\u062f\u0623 \u0628\u0645\u062f\u064a\u0631 \u062d\u0648\u0627\u0631 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0645\u062a\u0648\u0642\u0639\u0629\u060c \u062b\u0645 \u0623\u0636\u0641 \u062a\u0635\u0646\u064a\u0641 \u0646\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0644\u0621 \u0627\u0644\u0641\u062c\u0648\u0627\u062a \u062d\u0633\u0628 \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a: \u0623\u0636\u0641 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 webhook \u0648\u0645\u0648\u0635\u0644 \u0644\u0640 Messenger \u0623\u0648 WhatsApp \u0623\u0648 \u0639\u0646\u0635\u0631 \u0648\u0627\u062c\u0647\u0629 \u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u064a\u0628\u061b \u0627\u062e\u062a\u0628\u0631 \u0645\u062d\u0644\u064a\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 ngrok \u0642\u0628\u0644 \u0627\u0644\u0646\u0634\u0631.<\/li>\n
- \u062a\u0643\u0627\u0645\u0644 LLM: \u0627\u062e\u062a\u064a\u0627\u0631\u064a - \u0623\u0636\u0641 LLM (OpenAI\/Hugging Face) \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u062f\u0648\u062f \u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0623\u0648 \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f\u060c \u0645\u0639 \u0639\u0632\u0644 \u0635\u0627\u0631\u0645 \u0648\u0627\u0644\u062a\u062d\u0642\u0642.<\/li>\n
- \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631: \u0627\u0643\u062a\u0628 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0648\u062d\u062f\u0627\u062a \u0644\u0644\u0645\u0634\u063a\u0644\u064a\u0646\u060c \u0623\u0636\u0641 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0633\u064a\u0637\u0629\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0648\u0641\u062d\u0635 \u0627\u0644\u0623\u0646\u0648\u0627\u0639 (mypy\/flake8).<\/li>\n
- \u0627\u0644\u0646\u0634\u0631: \u0642\u0645 \u0628\u062a\u0639\u0628\u0626\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Docker\u060c \u0623\u0636\u0641 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 CI\/CD \u0628\u0633\u064a\u0637\u060c \u0648\u0627\u0646\u0634\u0631\u0647 \u0639\u0644\u0649 \u0645\u0636\u064a\u0641 \u0645\u064f\u062f\u0627\u0631 \u0623\u0648 \u062e\u062f\u0645\u0629 \u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0643\u062a\u0628\u0627\u062a \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627:<\/strong><\/p>\n
- \n
- spaCy \u0648 NLTK \u0644\u0644\u062a\u0642\u0637\u064a\u0639 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u061b;<\/li>\n
- Hugging Face Transformers \u0644\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0623\u0648 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 LLM \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u061b;<\/li>\n
- Rasa \u0639\u0646\u062f\u0645\u0627 \u0623\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 NLU + \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0648\u0627\u0631 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c\u061b;<\/li>\n
- ChatterBot \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0648\u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 \u0648\u062a\u0639\u0644\u064a\u0645 \u0643\u064a\u0641\u064a\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629\u061b;<\/li>\n
- FastAPI\/Flask \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0644\u0648\u0627\u062c\u0647\u0627\u062a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 \u0627\u0644\u062e\u0641\u064a\u0641\u0629\u061b;<\/li>\n
- Docker \u0648 GitHub Actions \u0644\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\/\u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/li>\n<\/ul>\n
\u0646\u0635\u0627\u0626\u062d \u0639\u0645\u0644\u064a\u0629 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 \u0623\u0637\u0628\u0642\u0647\u0627:<\/p>\n
- \n
- \u0627\u0628\u062f\u0623 \u0628\u062a\u062f\u0641\u0642 \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0633\u064a\u0637 \u064a\u062d\u0644 \u0645\u0634\u0643\u0644\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645 - \u0644\u0627 \u062a\u062f\u0631\u0628 \u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0648\u0627\u064a\u0627 \u0636\u062e\u0645\u0629 \u0641\u064a \u0627\u0644\u0628\u062f\u0627\u064a\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0628\u0643\u0631\u064b\u0627 (\u0628\u0645\u0648\u0627\u0641\u0642\u0629) \u0648\u0627\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u0627\u062c\u0639.<\/li>\n
- \u0627\u062d\u062a\u0641\u0638 \u0628\u0645\u062e\u0631\u062c\u0627\u062a LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0645\u0642\u064a\u062f\u0629 - \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0623\u0648 \u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0645\u0646\u0639 \u0627\u0644\u0647\u0644\u0648\u0633\u0627\u062a \u0639\u0646\u062f\u0645\u0627 \u064a\u0642\u062f\u0645 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0623\u0648 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0627\u062e\u062a\u0628\u0631 \u0623\u0646\u0645\u0627\u0637 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631 \u0641\u064a \u0628\u064a\u0626\u0629 \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0642\u0628\u0644 \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0639\u0627\u0645\u0629\u061b \u0627\u062a\u0628\u0639 \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0648\u0635\u064a \u0628\u0647\u0627: \u062f\u0631\u0633 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0630\u064a \u064a\u0648\u0636\u062d \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0646\u0634\u0631\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 GitHub \u0645\u0639 \u0645\u0634\u0627\u0631\u064a\u0639 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631 \u062a\u0648\u0636\u062d CI\/CD \u0648\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a. \u0639\u0646\u062f\u0645\u0627 \u062a\u0646\u062a\u0642\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0636\u0639 \u0641\u064a \u0627\u0639\u062a\u0628\u0627\u0631\u0643 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0647\u062c\u064a\u0646\u0629 - \u062e\u062f\u0645\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 ML \u0644\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u0637\u0628\u0642\u0629 \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0628\u0644\u063a\u0629 Node.js \u0623\u0648 Go \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 - \u0644\u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0630\u0627\u062a \u0623\u062f\u0627\u0621 \u062c\u064a\u062f \u0648\u0633\u0647\u0644\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/p>\n
\u0645\u064a\u0632\u0627\u062a \u0645\u062a\u0642\u062f\u0645\u0629: \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629\u060c \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629<\/h2>\n
\u0645\u0627 \u0645\u062f\u0649 \u0635\u0639\u0648\u0628\u0629 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 AI\u061f<\/h3>\n
\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u062f\u0631\u062f\u0634\u0629 AI: \u0627\u0644\u0635\u0639\u0648\u0628\u0629\u060c \u0627\u0644\u062c\u062f\u0648\u0644 \u0627\u0644\u0632\u0645\u0646\u064a\u060c \u0648\u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0648\u0627\u0642\u0639\u064a<\/p>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u062a\u062a\u0631\u0627\u0648\u062d \u0645\u0646 \u0627\u0644\u0633\u0647\u0648\u0644\u0629 \u062c\u062f\u0627\u064b (\u0645\u0646\u0634\u0626\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629) \u0625\u0644\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 \u0627\u0644\u0645\u0639\u062a\u062f\u0644\u0629 (NLU\/ML \u0645\u062e\u0635\u0635) \u0625\u0644\u0649 \u0627\u0644\u0635\u0639\u0648\u0628\u0629 (\u0639\u0645\u0644 \u0628\u062d\u062b\u060c \u0648\u0643\u0644\u0627\u0621 LLM \u0625\u0646\u062a\u0627\u062c\u064a\u0629). \u062a\u0639\u062a\u0645\u062f \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u0648\u0627\u0644\u0648\u0642\u062a\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0637\u0627\u0642 (\u0631\u0648\u0628\u0648\u062a FAQ \u0645\u0642\u0627\u0628\u0644 \u0648\u0643\u064a\u0644 LLM \u062a\u0648\u0644\u064a\u062f\u064a)\u060c \u0648\u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0648\u064a\u0628\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631)\u060c \u0648\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0648\u0638\u064a\u0641\u064a\u0629 (\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\u060c \u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0627\u0644\u062a\u0648\u0633\u0639).<\/p>\n
\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0633\u0647\u0644\u0627\u064b<\/p>\n
- \n
- \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \/ \u0628\u062f\u0648\u0646 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u0646\u0634\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0648\u0636\u0648\u0639\/\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627\u060c \u0648\u0646\u0634\u0631\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 - \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a FAQ \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0642\u0648\u0627\u0644\u0628 \u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0628\u0646\u0627\u0621:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0629 \u0623\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0640 Messenger\/Telegram\/WhatsApp \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u062d\u062a\u0649 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 (\u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a \u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a> \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644).<\/li>\n
- \u0646\u0637\u0627\u0642 \u0635\u063a\u064a\u0631:<\/strong> \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0636\u064a\u0642\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0646\u0637\u0642 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u064a\u0642\u0644\u0644\u0627\u0646 \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0648\u064a\u0633\u0631\u0639\u0627\u0646 \u0645\u0646 \u0627\u0644\u062a\u0633\u0644\u064a\u0645.<\/li>\n<\/ul>\n
\u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0627\u0644\u0623\u0645\u0631 \u0635\u0639\u0628\u064b\u0627<\/p>\n
- \n
- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLU):<\/strong> \u064a\u062a\u0637\u0644\u0628 \u0628\u0646\u0627\u0621 \u062a\u0635\u0646\u064a\u0641 \u0646\u0648\u0627\u064a\u0627 \u0642\u0648\u064a\u060c \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0645\u0644\u0621 \u0627\u0644\u0641\u062c\u0648\u0627\u062a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u062a\u0643\u0631\u0627\u0631\u064a (\u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0623\u0637\u0631 \u0645\u062b\u0644 Rasa).<\/li>\n
- \u062a\u0643\u0627\u0645\u0644 LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a:<\/strong> \u064a\u062a\u0637\u0644\u0628 \u062f\u0645\u062c LLMs (OpenAI\u060c Hugging Face) \u0628\u0623\u0645\u0627\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0627\u062a.<\/li>\n
- \u0627\u0644\u0645\u062e\u0627\u0648\u0641 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629:<\/strong> \u062a\u0636\u064a\u0641 CI\/CD\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u060c \u0627\u0644\u062a\u0648\u0633\u0639\u060c \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u060c \u0627\u0644\u0623\u0645\u0627\u0646\/\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u0648\u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062d\u0648\u0627\u0631\u064a\u0629 \u0639\u0628\u0621\u064b\u0627 \u0647\u0646\u062f\u0633\u064a\u064b\u0627.<\/li>\n
- \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0648\u0627\u0644\u062d\u0627\u0644\u0629:<\/strong> \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062d\u0627\u0644\u0629 \u0627\u0644\u062c\u0644\u0633\u0629 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0623\u062f\u0627\u0629 \u0627\u0644\u0648\u064a\u0628\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631) \u0648\u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u064a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.<\/li>\n<\/ul>\n
\u062a\u0642\u062f\u064a\u0631\u0627\u062a \u0627\u0644\u062c\u0647\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 (\u062a\u0642\u0631\u064a\u0628\u064a\u0629)<\/p>\n
- \n
- \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 (\u0628\u062f\u0648\u0646 \u0643\u0648\u062f \/ \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u064a\u062b\u0648\u0646 \u0628\u0623\u0633\u0644\u0648\u0628 ChatterBot): \u0633\u0627\u0639\u0627\u062a \u2192 \u0623\u064a\u0627\u0645.<\/li>\n
- \u0631\u0648\u0628\u0648\u062a \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0646\u064a\u0629 \u0627\u0644\u0625\u0646\u062a\u0627\u062c (Rasa \/ Dialogflow + \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0648\u0627\u062a): 2\u20136 \u0623\u0633\u0627\u0628\u064a\u0639 (\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0628\u0646\u0627\u0621 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a\u060c \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631).<\/li>\n
- \u0645\u0633\u0627\u0639\u062f \u0645\u062f\u0639\u0648\u0645 \u0628\u0640 LLM \u0645\u0639 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u062a\u0646\u0633\u064a\u0642 (LLM + \u0627\u0644\u062a\u062d\u0642\u0642\u060c \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0643\u0648\u062f \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u0639\u0632\u0648\u0644\u0629\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a): 2\u20134+ \u0623\u0634\u0647\u0631 \u0644\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0642\u0648\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u062f\u0642\u064a\u0642.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0633\u062a\u062d\u062a\u0627\u062c\u0647\u0627<\/p>\n
- \n
- \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a: REST\/webhooks\u060c \u062e\u0627\u062f\u0645 (Flask\/FastAPI\/Node)\u060c Git\u060c Docker.<\/li>\n
- NLU\/ML: \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0645\u0635\u0646\u0641\u0629\u060c \u0627\u0644\u062a\u062c\u0632\u0626\u0629\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c Transformers \u0623\u0648 NLU \u0627\u0644\u0645\u062f\u0627\u0631\u0629.<\/li>\n
- DevOps: \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a\u060c CI\/CD\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a.<\/li>\n
- \u0627\u0644\u0645\u0646\u062a\u062c: \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a\u060c \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0644\u062e\u0635\u0648\u0635\u064a\u0629\/\u0627\u0644\u0642\u0627\u0646\u0648\u0646.<\/li>\n<\/ul>\n
\u062e\u0627\u0631\u0637\u0629 \u0637\u0631\u064a\u0642 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0635\u0639\u0648\u0628\u0629<\/p>\n
- \n
- \u0627\u0628\u062f\u0623 \u0635\u063a\u064a\u0631\u064b\u0627: \u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u062a\u062f\u0641\u0642 \u0628\u0633\u064a\u0637 \u0648\u0639\u0627\u0644\u064a \u0627\u0644\u0642\u064a\u0645\u0629 (\u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646\u060c \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629).<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0648\u0627\u0644\u062f\u0631\u0648\u0633 (\u0645\u062b\u0644 \u062f\u0631\u0633 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646) \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0644\u062a\u062c\u0646\u0628 \u0625\u0639\u0627\u062f\u0629 \u0627\u062e\u062a\u0631\u0627\u0639 \u0627\u0644\u0639\u062c\u0644\u0629.<\/li>\n
- \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 NLU \u0627\u0644\u062d\u062a\u0645\u064a (Rasa\/Dialogflow) \u0645\u0639 LLMs \u0644\u0644\u062a\u0648\u0644\u064a\u062f\u060c \u0644\u0643\u0646 \u0623\u0636\u0641 \u0637\u0628\u0642\u0627\u062a \u062a\u062d\u0642\u0642 \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a.<\/li>\n
- \u0642\u0645 \u0628\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0628\u0643\u0631\u064b\u0627: \u0627\u062c\u0645\u0639 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u062a\u0642\u0644\u064a\u0644 \u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a.<\/li>\n
- \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0623\u0645\u0627\u0646 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639: \u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629\u060c \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u0627\u062a\u060c \u0648\u062d\u0645\u0627\u064a\u0629 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629.<\/li>\n<\/ol>\n
\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a (\u0645\u0644\u062e\u0635)<\/p>\n
- \n
- \u0645\u062c\u0627\u0646\u064a\/\u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a: ChatterBot\u060c \u0646\u0645\u0627\u0630\u062c Hugging Face \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c Rasa OSS\u060c \u0645\u062e\u0637\u0637\u0627\u062a GitHub \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629.<\/li>\n
- \u0645\u062f\u0627\u0631\u0629\/\u0645\u062f\u0641\u0648\u0639\u0629: OpenAI \u0644\u0640 LLMs\u060c Dialogflow\/\u062e\u062f\u0645\u0629 Azure Bot \u0644\u0640 NLU \u0648\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0646\u0634\u0631\/\u0623\u062a\u0645\u062a\u0629: \u0627\u062a\u0628\u0639 \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0645\u062e\u062a\u0628\u0631\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a API \u0639\u0646\u062f \u062a\u0634\u063a\u064a\u0644 \u0631\u0648\u0628\u0648\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u061b \u062f\u0644\u064a\u0644 APIs \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a> \u064a\u0633\u0627\u0639\u062f \u0641\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0645\u062b\u0644 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0639\u0644\u0649 \u0645\u0646\u0635\u0629 \u0628\u0635\u0631\u064a\u0629 \u0623\u0648 \u0645\u0639\u0642\u062f\u0629 \u0645\u062b\u0644 \u0628\u0646\u0627\u0621 \u0648\u062a\u0623\u0645\u064a\u0646 \u062e\u062f\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0645\u062f\u0639\u0648\u0645\u0629 \u0628\u0640 LLM. \u0623\u0648\u0635\u064a \u0628\u0627\u0644\u0628\u062f\u0621 \u0628\u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0636\u064a\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633\u060c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0637\u0637\u0627\u062a \u0645\u062b\u0628\u062a\u0629\u060c \u0648\u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629\u060c \u0648\u0627\u0644\u0646\u0637\u0627\u0642 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a.<\/p>\n
\u0628\u0631\u0645\u062c\u0629 \u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 (\u0628\u0631\u0645\u062c\u0629 \u0630\u0643\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0644\u063a\u0629 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a)<\/h3>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0635\u0645\u0645 \u0630\u0643\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a \u0623\u0641\u0643\u0631 \u0641\u064a \u0637\u0628\u0642\u0627\u062a: \u0627\u0644\u0625\u062f\u062e\u0627\u0644 (\u0627\u0644\u0642\u0646\u0648\u0627\u062a)\u060c NLU (\u0646\u064a\u0629\/\u0643\u064a\u0627\u0646)\u060c \u0627\u0644\u062d\u0648\u0627\u0631\/\u0627\u0644\u062d\u0627\u0644\u0629\u060c \u0627\u0644\u0625\u062c\u0631\u0627\u0621\/\u0627\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629\/\u0627\u0644\u062a\u062d\u0642\u0642. \u064a\u0633\u0645\u062d \u0644\u0643 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0637 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a \u0628\u0645\u0632\u062c \u0648\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a - \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0640 NLU\u060c \u0648\u0645\u0648\u062c\u0647 \u0631\u0633\u0627\u0626\u0644 \u062e\u0641\u064a\u0641 \u0627\u0644\u0648\u0632\u0646 \u0641\u064a Node.js \u0623\u0648 Go\u060c \u0648LLM \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 - \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0645\u0631\u0643\u0632\u064a\u0629.<\/p>\n
\u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0642\u064a\u0645\u0647\u0627<\/p>\n
- \n
- \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u0639 \u062d\u0627\u0644\u0629:<\/strong> \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0642\u062f \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u061b \u0645\u062f\u0631\u0627\u0621 \u0627\u0644\u062d\u0648\u0627\u0631 \u0645\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 (Rasa\u060c \u0645\u062e\u0627\u0632\u0646 \u0645\u062e\u0635\u0635\u0629) \u062a\u0645\u0643\u0646 \u0645\u0646 \u0645\u0644\u0621 \u0627\u0644\u0641\u062a\u062d\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a.<\/li>\n
- \u062a\u0648\u062c\u064a\u0647 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0623\u0648 \u062d\u0627\u0641\u0644\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0644\u0641\u0635\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0639\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 - \u0647\u0630\u0627 \u064a\u062d\u0633\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0641\u0647\u0645 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0644\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0631\u062c\u0629 \u0648\u0645\u0635\u0646\u0641\u0627\u062a \u0627\u0644\u0646\u0648\u0627\u064a\u0627\/\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0645\u0631\u0646 (\u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648\u064a\u062d\u0633\u0646 \u0627\u0644\u062f\u0642\u0629).<\/li>\n<\/ul>\n
\u0646\u0635\u0627\u0626\u062d \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627<\/p>\n
- \n
- \u0627\u0628\u062f\u0623 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0646\u0648\u0627\u064a\u0627 \u0635\u063a\u064a\u0631\u0629 \u0648\u062a\u0648\u0633\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u061b \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062c\u0645\u0644) \u0644\u062a\u062c\u0645\u064a\u0639 \u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0642\u0628\u0644 \u0627\u0644\u062a\u0633\u0645\u064a\u0629.<\/li>\n
- \u0627\u0633\u062a\u0641\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0645 \u0628\u0636\u0628\u0637\u0647\u0627 \u0641\u0642\u0637 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 - \u0647\u0630\u0627 \u064a\u0648\u0641\u0631 \u0627\u0644\u0648\u0642\u062a \u0648\u064a\u062d\u0633\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645.<\/li>\n
- \u0646\u0641\u0630 \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0648\u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0627\u0644\u0633\u0644\u0633: \u0648\u062c\u0647 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \u0625\u0644\u0649 \u0648\u0643\u0644\u0627\u0621 \u0628\u0634\u0631\u064a\u064a\u0646 \u0623\u0648 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629.<\/li>\n<\/ul>\n
\u0623\u0646\u0645\u0627\u0637 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629<\/p>\n
- \n
- \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a:<\/strong> \u062d\u0627\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u0645\u062f \u0641\u064a Redis \u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n
- \u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0639\u0628\u0631 \u0627\u0644\u062c\u0644\u0633\u0627\u062a.<\/li>\n
- \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM\u060c \u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0639\u0646\u0627\u064a\u0629 \u0644\u062a\u0634\u0645\u0644 \u0641\u0642\u0637 \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0630\u064a \u0627\u0644\u0635\u0644\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0648\u0645\u062e\u0627\u0637\u0631 \u0627\u0644\u0647\u0644\u0648\u0633\u0629.<\/li>\n<\/ul>\n
\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp)<\/p>\n
- \n
- \u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0645\u0646 \u0642\u0646\u0648\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u062f\u0627\u062e\u0644\u064a \u0645\u0634\u062a\u0631\u0643 \u0628\u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0643\u0634\u0641 \u0627\u0644\u0646\u064a\u0629 \u0648\u0645\u0646\u0637\u0642 \u0627\u0644\u062d\u0627\u0644\u0629 \u063a\u064a\u0631 \u0645\u0639\u062a\u0645\u062f\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0642\u0646\u0627\u0629.<\/li>\n
- \u0627\u062d\u062a\u0631\u0627\u0645 \u0642\u064a\u0648\u062f \u0627\u0644\u0642\u0646\u0627\u0629 - \u0644\u062f\u0649 WhatsApp \u0648Messenger \u0648SMS \u0642\u0648\u0627\u0644\u0628 \u0648\u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0633\u064a\u0627\u0633\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 - \u0635\u0645\u0645 \u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0648\u0641\u0642\u064b\u0627 \u0644\u0630\u0644\u0643 \u0648\u0627\u062e\u062a\u0628\u0631\u0647\u0627 \u0641\u064a \u0628\u064a\u0626\u0627\u062a staging.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a Messenger \u0648Python \u0627\u0644\u062e\u0644\u0641\u064a\u0629\u060c \u062a\u0638\u0647\u0631 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0646\u0634\u0631\u061b \u0627\u0628\u062f\u0623 \u0628\u062f\u0631\u0648\u0633 \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u062a\u062e\u0635\u064a\u0635.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u064a \u0623\u0641\u0631\u0636\u0647\u0627<\/p>\n
- \n
- \u0642\u0645 \u0628\u062a\u0646\u0638\u064a\u0641 \u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0641\u0631\u0636 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0642\u0628\u0644 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a (\u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0648\u062c\u0648\u062f \u062a\u0648\u0644\u064a\u062f \u0643\u0648\u062f \u0623\u0648 webhooks).<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0622\u0644\u064a\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0648\u0631\u0627\u0642\u0628 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u0645\u062a\u0648\u0633\u0637 \u0648\u0642\u062a \u0627\u0644\u062d\u0644\u060c \u0631\u0636\u0627 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645).<\/li>\n
- \u0637\u0628\u0642 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0645\u062d\u0635\u0648\u0631\u0629 \u0644\u0623\u064a \u0643\u0648\u062f \u064a\u0642\u062f\u0645\u0647 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u062e\u0627\u0631\u062c\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0625\u0633\u0627\u0621\u0629.<\/li>\n<\/ul>\n
\u0628\u0627\u062e\u062a\u0635\u0627\u0631: \u064a\u062c\u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0642\u0648\u064a \u0628\u064a\u0646 \u0628\u0646\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0637\u0628\u0642\u0627\u062a\u060c \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0647\u062c\u064a\u0646\u0629\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0642\u0648\u064a\u0629\u060c \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062f\u0631\u0643\u0629 \u0644\u0644\u0642\u0646\u0648\u0627\u062a (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp). \u0642\u0645 \u0628\u0627\u0644\u0628\u0646\u0627\u0621 \u0628\u0634\u0643\u0644 \u062a\u062f\u0631\u064a\u062c\u064a\u060c \u0648\u0627\u062e\u062a\u0628\u0631 \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646\u060c \u0648\u0642\u0645 \u0628\u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0628\u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0644\u062a\u0637\u0648\u064a\u0631 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/p>\n
<\/p>\n\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639<\/h2>\n
\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0628\u064a\u0639\u0647\u0627\u061f<\/h3>\n
\u0646\u0639\u0645 \u2014 \u064a\u0645\u0643\u0646\u0643 \u0628\u0646\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0628\u064a\u0639\u0647\u0627. \u0644\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0645\u0646 ChatterBot \u0623\u0648 \u0625\u062b\u0628\u0627\u062a \u0645\u0641\u0647\u0648\u0645 Python \u0625\u0644\u0649 \u0639\u0631\u0648\u0636 \u0645\u062f\u0641\u0648\u0639\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0648\u0627\u0644\u0645\u0648\u062b\u0648\u0642\u064a\u0629\u060c \u0648\u0627\u0644\u0639\u0627\u0626\u062f \u0627\u0644\u0648\u0627\u0636\u062d \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0644\u0644\u0645\u0634\u062a\u0631\u064a\u0646. \u0644\u062a\u062d\u0648\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0645\u062c\u0627\u0646\u064a \u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u0625\u0644\u0649 \u0645\u0646\u062a\u062c \u062a\u062c\u0627\u0631\u064a \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u064a\u0627\u0621: \u062d\u0627\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0642\u064a\u0627\u0633\u060c \u0648\u0646\u0634\u0631 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631\u060c \u0648\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062f\u062e\u0644 (SaaS\u060c \u0639\u0644\u0627\u0645\u0629 \u0628\u064a\u0636\u0627\u0621\/\u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 mit\u060c \u0623\u0648 \u062a\u0631\u062e\u064a\u0635 \u0644\u0643\u0644 \u062a\u062b\u0628\u064a\u062a).<\/p>\n
- \n
- \u062a\u062d\u0642\u0642 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633:<\/strong> \u062a\u062a\u0628\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648LTV\/CAC \u0644\u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0642\u0648\u064a\u0629 \u0627\u0644\u0645\u0646\u062a\u062c:<\/strong> \u062a\u0623\u0645\u064a\u0646 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648 CI\/CD\u060c \u0648\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 (GDPR\/CCPA) \u0642\u0628\u0644 \u0627\u0633\u062a\u0642\u0637\u0627\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u064a\u0646.<\/li>\n
- \u0627\u0644\u062a\u063a\u0644\u064a\u0641 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631:<\/strong> \u062a\u0642\u062f\u064a\u0645 \u062a\u062c\u0631\u0628\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u060c \u0627\u0634\u062a\u0631\u0627\u0643\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a (\u0623\u0633\u0627\u0633\u064a \u2192 \u0645\u0624\u0633\u0633\u064a)\u060c \u0623\u0648 \u0625\u0639\u062f\u0627\u062f\u0627\u062a \u0639\u0644\u0627\u0645\u0629 \u0628\u064a\u0636\u0627\u0621 \u0645\u0639 \u0631\u0633\u0648\u0645 \u062a\u0648\u062c\u064a\u0647.<\/li>\n
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- \n
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- \n
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- \n
- \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/strong> \u0623\u062f\u0644\u0629 \u0639\u0645\u0644\u064a\u0629\u060c \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u201c\u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0631\u0645\u062c\u064a\u201d\u060c \u0648\u062f\u0631\u0648\u0633 \u0637\u0648\u064a\u0644\u0629 \u062a\u0638\u0647\u0631 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a \u0648\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n
- \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646:<\/strong> \u0646\u0634\u0631 \u0627\u0644\u0643\u0648\u062f \u0639\u0644\u0649 GitHub \u0648\u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u062c\u0630\u0628 \u0627\u0644\u0641\u0631\u0648\u0639 \u0648\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0627\u062a (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/li>\n
- \u0627\u0644\u0645\u062c\u062a\u0645\u0639 \u0648\u0627\u0644\u0645\u0646\u062a\u062f\u064a\u0627\u062a:<\/strong> \u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0628\u0625\u062c\u0627\u0628\u0627\u062a \u0645\u0641\u064a\u062f\u0629 \u0639\u0644\u0649 Reddit \u0648 Stack Overflow \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0628\u064a\u0639 \u0627\u0644\u0642\u0627\u0633\u064a\u061b \u0645\u0631\u0627\u0642\u0628\u0629 \u0623\u0641\u0636\u0644 \u0645\u0648\u0627\u0636\u064a\u0639 Reddit \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0644\u0623\u0641\u0643\u0627\u0631 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u0629.<\/li>\n
- \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629:<\/strong> \u0625\u062c\u0631\u0627\u0621 \u0646\u062f\u0648\u0627\u062a \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0648\u0628\u0646\u0627\u0621\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u062a\u0638\u0647\u0631 \u0633\u064a\u0631 \u0639\u0645\u0644 chatgpt \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u062f\u0631\u062f\u0634\u0629 WhatsApp \u0644\u062a\u0642\u0635\u064a\u0631 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a.<\/li>\n<\/ul>\n
\u0627\u0644\u062f\u0639\u0645 \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0642\u062f\u0645\u0647\u0627 \u0644\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0639\u0645\u0644\u0627\u0621:<\/p>\n
- \n
- \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 (\u0623\u0642\u0648\u0645 \u0628\u0631\u0628\u0637 \u0627\u0644\u062f\u0631\u0648\u0633 \u0627\u0644\u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062f\u0639\u0645).<\/li>\n
- \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c: \u062a\u062a\u0628\u0639 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u060c \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0648\u0627\u0644\u0625\u064a\u0631\u0627\u062f\u0627\u062a \u0644\u0643\u0644 \u062f\u0631\u062f\u0634\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a.<\/li>\n
- \u062f\u0639\u0645 \u0645\u062a\u062f\u0631\u062c: \u0645\u062c\u062a\u0645\u0639 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u064a\u0646\u060c \u0627\u062a\u0641\u0627\u0642\u064a\u0629 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u0648\u0645\u0631\u0627\u062c\u0639\u0627\u062a \u0634\u0647\u0631\u064a\u0629 \u0644\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<\/ul>\n
\u0627\u0644\u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0648\u0627\u0644\u0634\u0631\u0643\u0627\u0621<\/p>\n
\u0623\u0628\u0642\u0649 \u0645\u062d\u0627\u064a\u062f\u064b\u0627 \u0628\u0634\u0623\u0646 \u0627\u0644\u0645\u0646\u0627\u0641\u0633\u064a\u0646 \u0648\u0644\u0643\u0646 \u0635\u0627\u062f\u0642\u064b\u0627 \u0628\u0634\u0623\u0646 \u0627\u0644\u062a\u0646\u0627\u0632\u0644\u0627\u062a: \u062a\u0648\u0641\u0631 \u062d\u0632\u0645 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d (Rasa\u060c Hugging Face) \u0627\u0644\u0633\u064a\u0637\u0631\u0629\u061b \u0628\u064a\u0646\u0645\u0627 \u062a\u0628\u0633\u0637 \u0645\u0642\u062f\u0645\u0648 \u0627\u0644\u062e\u062f\u0645\u0627\u062a \u0627\u0644\u0645\u062f\u0627\u0631\u0629 (OpenAI) \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0628\u062a\u0643\u0644\u0641\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0642\u0627\u0631\u0646 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 - \u064a\u0642\u062f\u0645 Brain Pod AI \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u064a\u0633\u0631\u0639 \u062f\u0639\u0645 \u0627\u0644\u0644\u063a\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u062d\u0644\u0648\u0644 \u0645\u0646 OpenAI \u0648Hugging Face (\u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 Brain Pod AI<\/a>, \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>, Hugging Face<\/a>).<\/p>\n
\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0623\u062e\u062a\u0628\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0628\u0634\u0643\u0644 \u062a\u0643\u0631\u0627\u0631\u064a\u060c \u0648\u0623\u062a\u0627\u0628\u0639 \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (\u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0623\u0641\u0636\u0644 \u0625\u0634\u0627\u0631\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0639\u0644\u0649 Reddit)\u060c \u0648\u0623\u0633\u062a\u062e\u062f\u0645 \u0645\u0642\u0627\u0631\u0646\u0627\u062a API \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a (\u0634\u0631\u062d \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629<\/a>). \u062a\u062a\u064a\u062d \u0644\u064a \u062a\u0644\u0643 \u0627\u0644\u062d\u0644\u0642\u0629 - \u0627\u0644\u0645\u062d\u062a\u0648\u0649\u060c \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0648\u0636\u064a\u062d\u064a\u0629\u060c \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u060c \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a - \u062a\u0648\u0633\u064a\u0639 \u0645\u0646\u062a\u062c \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0627\u0633\u062a\u062d\u0648\u0627\u0630 \u062a\u062d\u062a \u0627\u0644\u0633\u064a\u0637\u0631\u0629.<\/p>\n<\/span>","protected":false},"excerpt":{"rendered":"
Key Takeaways Programming chatbot projects scale from simple rule\u2011based FAQs to advanced programming chatbot AI\u2014choose scope before picking tools. Chatbot programming language choice matters: Python is best for ML\/NLP and prototyping; Node.js, Java\/Kotlin, C#, or Go suit specific channel or enterprise needs. For rapid prototypes and learning how to code a chatbot, start with ChatterBot […]<\/p>\n","protected":false},"author":14928,"featured_media":259716,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":"","rank_math_canonical_url":"","rank_math_robots":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_twitter_title":"","rank_math_twitter_description":""},"categories":[31],"tags":[],"class_list":["post-259717","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259717","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/users\/14928"}],"replies":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/comments?post=259717"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259717\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/259716"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=259717"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=259717"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=259717"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
- \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0645\u0639 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646:<\/strong> \u0646\u0634\u0631 \u0627\u0644\u0643\u0648\u062f \u0639\u0644\u0649 GitHub \u0648\u0627\u0644\u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u062c\u0630\u0628 \u0627\u0644\u0641\u0631\u0648\u0639 \u0648\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0627\u062a (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/li>\n
- \u062a\u062d\u0633\u064a\u0646 \u0645\u062d\u0631\u0643\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/strong> \u0623\u062f\u0644\u0629 \u0639\u0645\u0644\u064a\u0629\u060c \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u201c\u0623\u0641\u0636\u0644 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0631\u0645\u062c\u064a\u201d\u060c \u0648\u062f\u0631\u0648\u0633 \u0637\u0648\u064a\u0644\u0629 \u062a\u0638\u0647\u0631 \u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a \u0648\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646.<\/li>\n
- \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644:<\/strong> \u0627\u0644\u062a\u0634\u0641\u064a\u0631\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0648\u062b\u0627\u0626\u0642 GDPR\/CCPA \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0627\u062e\u062a\u0628\u0627\u0631 A\/B:<\/strong> \u0642\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u062a\u062c\u0627\u0631\u0628 \u0645\u064f\u062a\u062d\u0643\u0645 \u0628\u0647\u0627 \u0639\u0644\u0649 \u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0639\u0628\u0627\u0631\u0627\u062a\u060c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u0627\u0631\u0626\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0627\u0646\u0636\u0645\u0627\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (\u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637\u060c \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u060c \u0627\u0644\u062d\u0644). \u0627\u062d\u062a\u0641\u0638 \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0631\u0628\u0637 \u0627\u0644\u0627\u0646\u062a\u0635\u0627\u0631\u0627\u062a \u0628\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0642\u0648\u064a\u0629 \u0627\u0644\u0645\u0646\u062a\u062c:<\/strong> \u062a\u0623\u0645\u064a\u0646 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0625\u0636\u0627\u0641\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648 CI\/CD\u060c \u0648\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 (GDPR\/CCPA) \u0642\u0628\u0644 \u0627\u0633\u062a\u0642\u0637\u0627\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u064a\u0646.<\/li>\n
- \u062a\u062d\u0642\u0642 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633:<\/strong> \u062a\u062a\u0628\u0639 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u060c \u0648\u062a\u0642\u0644\u064a\u0644 \u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648LTV\/CAC \u0644\u0625\u062b\u0628\u0627\u062a \u0627\u0644\u0642\u064a\u0645\u0629 \u0644\u0644\u0639\u0645\u0644\u0627\u0621.<\/li>\n
- \u0630\u0627\u0643\u0631\u0629 \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u062a\u0641\u0636\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646\u060c \u0648\u0627\u0644\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0639\u0628\u0631 \u0627\u0644\u062c\u0644\u0633\u0627\u062a.<\/li>\n
- \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a:<\/strong> \u062d\u0627\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u0645\u062f \u0641\u064a Redis \u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n
- \u062a\u0648\u062c\u064a\u0647 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062d\u062f\u0627\u062b:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0623\u0648 \u062d\u0627\u0641\u0644\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0644\u0641\u0635\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0639\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 - \u0647\u0630\u0627 \u064a\u062d\u0633\u0646 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 \u0644\u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0628\u0631 \u0627\u0644\u0642\u0646\u0648\u0627\u062a.<\/li>\n
- \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u0639 \u062d\u0627\u0644\u0629:<\/strong> \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0628\u062f\u0648\u0646 \u062d\u0627\u0644\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0642\u062f \u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u061b \u0645\u062f\u0631\u0627\u0621 \u0627\u0644\u062d\u0648\u0627\u0631 \u0645\u0639 \u0627\u0644\u062d\u0627\u0644\u0629 (Rasa\u060c \u0645\u062e\u0627\u0632\u0646 \u0645\u062e\u0635\u0635\u0629) \u062a\u0645\u0643\u0646 \u0645\u0646 \u0645\u0644\u0621 \u0627\u0644\u0641\u062a\u062d\u0627\u062a\u060c \u0648\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629\u060c \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0627\u062a.<\/li>\n
- \u062a\u0643\u0627\u0645\u0644 LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a:<\/strong> \u064a\u062a\u0637\u0644\u0628 \u062f\u0645\u062c LLMs (OpenAI\u060c Hugging Face) \u0628\u0623\u0645\u0627\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0648\u062c\u0647\u0627\u062a\u060c \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u0647\u0644\u0648\u0633\u0627\u062a.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0648\u0642\u0648\u0627\u0644\u0628 \u0645\u0633\u0628\u0642\u0629 \u0627\u0644\u0628\u0646\u0627\u0621:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0635\u0629 \u0623\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0644\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0640 Messenger\/Telegram\/WhatsApp \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u062d\u062a\u0649 \u0627\u0644\u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 (\u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0639\u0645\u0644\u064a \u062f\u0644\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger<\/a> \u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644).<\/li>\n
- \u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 \/ \u0628\u062f\u0648\u0646 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629:<\/strong> \u062a\u0633\u0645\u062d \u0627\u0644\u0645\u0646\u0634\u0626\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0644\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0625\u0646\u0634\u0627\u0621 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0648\u0636\u0648\u0639\/\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0647\u0627\u060c \u0648\u0646\u0634\u0631\u0647\u0627 \u0628\u0633\u0631\u0639\u0629 \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0628\u0631\u0645\u062c\u0629 \u0645\u062a\u0642\u062f\u0645\u0629 - \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a FAQ \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n
- \u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629:<\/strong> \u0623\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0643\u0648\u062f \u063a\u064a\u0631 \u0645\u0648\u062b\u0648\u0642 \u0628\u0647 \u0641\u064a \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a \u0623\u0648 \u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0631\u0645\u0644\u064a\u0629 \u0648\u0623\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062b\u0627\u0628\u062a \u0642\u0628\u0644 \u0639\u0631\u0636 \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0639\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646.<\/li>\n
- \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0640 ChatGPT \u062a\u062e\u064a\u0644 \u0645\u0643\u062a\u0628\u0627\u062a \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u063a\u064a\u0631 \u0645\u0648\u062c\u0648\u062f\u0629\u061b \u062f\u0627\u0626\u0645\u064b\u0627 \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0648\u0644\u062f\u0629 \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a.<\/li>\n
- \u0644\u0628\u064a\u0626\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0645\u0624\u0633\u0633\u064a\u0629\u060c \u064a\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645 JVM\/.NET \u0648\u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u062f\u0645\u0627\u062a ML \u0641\u064a Python \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629.<\/li>\n<\/ul>\n
- \u062e\u0637\u0637 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631: \u0627\u062a\u0628\u0639 \u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 GitHub \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 CI\/CD (\u0645\u062e\u0637\u0637 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0645\u0646 GitHub<\/a>).<\/li>\n<\/ul>\n
- \u062a\u0643\u062f\u0633\u0627\u062a Node.js:<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0646\u0634\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0648\u0648\u062f\u062c\u0627\u062a \u0627\u0644\u0645\u0627\u0633\u0646\u062c\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 Node \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0648\u064a\u0628 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0645\u0639 \u062a\u0641\u0648\u064a\u0636 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u062b\u0642\u064a\u0644\u0629 \u0625\u0644\u0649 \u062e\u062f\u0645\u0627\u062a Python \u0627\u0644\u0645\u064a\u0643\u0631\u0648 \u0623\u0648 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629.<\/li>\n
- \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a\/Node.js.<\/li>\n
- \u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0633\u0648\u0642:<\/strong> \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0647\u064a \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u0644\u062a\u0639\u0644\u0645\u061b \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0623\u0633\u0631\u0639 \u0644\u0625\u0637\u0644\u0627\u0642 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n
- \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \/ \u0645\u064f\u0639\u062f\u0644:<\/strong> Hugging Face \u0627\u0644\u0645\u064f\u0639\u062f\u0644 \u0623\u0648 LLMs \u0627\u0644\u062e\u0627\u0635\u0629 \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u062c\u0627\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0647\u0645\u0629 (\u0627\u0628\u062d\u062b \u0639\u0646 \u0646\u0645\u0627\u0630\u062c Hugging Face \u0639\u0644\u0649 GitHub \u0648Hugging Face hubs).<\/li>\n
- \u062a\u0648\u0644\u064a\u062f LLM \/ \u0627\u0644\u0634\u064a\u0641\u0631\u0629:<\/strong> ChatGPT \/ GPT-4 \u0648GitHub Copilot \u2014 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u062a\u0648\u0644\u064a\u062f \u0634\u064a\u0641\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0634\u0631\u062d \u0627\u0644\u0645\u0642\u0627\u0637\u0639\u060c \u0648\u062f\u0639\u0645 \u0645\u0633\u0627\u0639\u062f\u064a \u201c\u0628\u0631\u0645\u062c\u0629 chatgpt\u201d (\u0627\u0646\u0638\u0631 \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>).<\/li>\n
- \u0627\u0644\u0642\u0646\u0648\u0627\u062a:<\/strong> \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u0645\u0644 \u0628\u0631\u0645\u062c\u0629 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0639\u0644\u0649 \u0648\u0627\u062a\u0633\u0627\u0628 \u0648\u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062d\u0644\u0648\u0644 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0648\u0635\u0648\u0644 \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644.<\/li>\n
- \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\/\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629:<\/strong> \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 \u0644\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0645\u0631\u0646\u0629 \u0648\u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u2014 \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629.<\/li>\n<\/ul>\n