Puntos Clave<\/h2>\n\n- \u0641\u0647\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629: \u062a\u0639\u0631\u0636 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 REST\/websocket \u0644\u0625\u0631\u0633\u0627\u0644\/\u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a\/\u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0645\u062e\u0631\u062c\u0627\u062a NLU\u060c \u0627\u0644\u0628\u062b\u060c \u0648\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0644\u0640 Messenger\u060c \u0627\u0644\u0648\u064a\u0628\u060c \u0648SMS.<\/li>\n
- \u062d\u0645\u0627\u064a\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d: \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062e\u0627\u062f\u0645\u060c \u062a\u062f\u0648\u064a\u0631\u0647\u0627 \u0628\u0627\u0646\u062a\u0638\u0627\u0645\u060c \u0648\u0641\u0631\u0636 \u0627\u0644\u0648\u0635\u0648\u0644 \u0628\u0623\u0642\u0644 \u0627\u0645\u062a\u064a\u0627\u0632.<\/li>\n
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- \u0627\u062e\u062a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643: \u0627\u062e\u062a\u0631 LLMs \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (OpenAI\/Hugging Face) \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u062d\u0631\u0629\u060c Dialogflow\/Watson \u0644\u0640 NLU \u0627\u0644\u0645\u062f\u0627\u0631\u0629\u060c \u0623\u0648 Rasa\/Botpress \u0644\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629.<\/li>\n
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- \u0627\u062a\u0628\u0627\u0639 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0644\u0625\u0646\u062a\u0627\u062c: \u062a\u0623\u0645\u064a\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 webhook\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\/\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a\u060c \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u062a\u062d\u0645\u064a\u0644\u060c \u0648\u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0633\u0644\u0627\u0645\u0629\/\u0646\u0642\u0644 \u0627\u0644\u0625\u0646\u0633\u0627\u0646 \u0642\u0628\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n
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\n- \u0625\u0631\u0633\u0627\u0644\/\u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644:<\/strong> \u0625\u0631\u0633\u0627\u0644 \u0646\u0635 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0625\u0644\u0649 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u0633\u062a\u0642\u0628\u0627\u0644 JSON \u0645\u0639 \u0646\u0635 \u0627\u0644\u0631\u062f\u060c \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u0646\u0638\u0645\u0629 (\u0628\u0637\u0627\u0642\u0627\u062a\u060c \u0631\u062f\u0648\u062f \u0633\u0631\u064a\u0639\u0629)\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629 (\u0646\u064a\u0629\u060c \u062b\u0642\u0629). \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0637: POST \/v1\/messages { \u201csession\u201d:\u201dabc\u201d, \u201cmessage\u201d:\u201d\u0645\u0631\u062d\u0628\u064b\u0627\u201d } \u2192 { \u201creply\u201d:\u201d\u0645\u0631\u062d\u0628\u064b\u0627 \u0628\u0643!\u201d, \u201cintent\u201d:\u201d\u062a\u062d\u064a\u0629\u201d }.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0625\u0646\u062a\u0627\u062c \u0631\u062f\u0648\u062f \u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0628\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u0631.<\/li>\n
- \u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629:<\/strong> \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0644\u0644\u062a\u0648\u062c\u064a\u0647 \u0625\u0644\u0649 \u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0623\u0648 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u0634\u0631.<\/li>\n
- \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d:<\/strong> \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0622\u0645\u0646 \u0639\u0628\u0631 \u0645\u0641\u0627\u062a\u064a\u062d API\u060c \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0623\u0648 OAuth \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 (\u0627\u0646\u0638\u0631 \u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u062f\u0646\u0627\u0647).<\/li>\n
- \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b:<\/strong> \u0623\u062d\u062f\u0627\u062b \u063a\u064a\u0631 \u0645\u062a\u0632\u0627\u0645\u0646\u0629 \u0644\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0645\u0646 \u0627\u0644\u0642\u0646\u0648\u0627\u062a\u060c \u0625\u064a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u064a\u0645\u060c \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n
- \u0627\u0644\u0628\u062b \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636:<\/strong> \u0628\u062b \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062c\u0632\u0626\u064a\u0629 \u0644\u0631\u062f\u0648\u062f LLM \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062f\u0631\u0643\u0629.<\/li>\n
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\u0645\u0641\u062a\u0627\u062d chatbot ai api: \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0645\u0641\u0627\u062a\u064a\u062d API\u060c \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0627\u062d chatbot ai api \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0648\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646<\/h3>\n
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\n- \u0627\u062d\u062a\u0641\u0638 \u0628\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062e\u0627\u062f\u0645 \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0628\u0631\u0648\u0643\u0633\u064a\u0627\u062a \u062e\u0644\u0641\u064a\u0629 \u0644\u062a\u062c\u0646\u0628 \u0643\u0634\u0641 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0641\u064a \u0627\u0644\u0645\u062a\u0635\u0641\u062d\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629.<\/li>\n
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![\"\u0648\u0627\u062c\u0647\u0629](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/11\/chatbot-ai-api-369053.jpg\" "\\"\\"")
<\/p>\n
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- \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627<\/strong> (Rasa\u060c Botpress): \u0644\u0627 \u062a\u0648\u062c\u062f \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u0637\u0644\u0628 \u0648\u062a\u062d\u0643\u0645 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0627\u0645\u0644 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0643 \u062a\u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/li>\n
- \u0645\u0646\u0634\u0626\u0648 \u0641\u0631\u064a\u0645\u064a\u0648\u0645<\/strong> (\u0645\u0646\u0634\u0626\u0648 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 ManyChat): \u064a\u0633\u0645\u062d\u0648\u0646 \u0644\u0644\u0645\u0633\u0648\u0642\u064a\u0646 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0625\u0637\u0644\u0627\u0642 \u062a\u062f\u0641\u0642\u0627\u062a API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0639 \u0648\u0635\u0648\u0644 \u0645\u062d\u062f\u0648\u062f \u0625\u0644\u0649 API\/webhook.<\/li>\n<\/ul>\n
\u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a\u060c \u0623\u0644\u062a\u0642\u0637 \u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0645\u0646 \u0648\u062d\u062f\u0629 \u062a\u062d\u0643\u0645 \u0628\u0627\u0626\u0639 (\u0623\u0648 \u0623\u0633\u062a\u062e\u062f\u0645 \u062e\u064a\u0627\u0631 \u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0641\u064a \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644)\u060c \u0623\u0648\u0635\u0644 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0625\u0644\u0649 webhook \u062a\u062c\u0631\u064a\u0628\u064a\u060c \u0648\u0623\u062e\u062a\u0628\u0631 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0644\u0640 Messenger \u0648\u0627\u0644\u0648\u064a\u0628 \u0648SMS. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u062d\u062f\u062f\u0629 \u0644\u0640 Messenger \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0644\u0644\u0628\u0646\u0627\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0623\u0633\u062a\u0634\u064a\u0631 \u0623\u062f\u0644\u0629 \u062a\u0638\u0647\u0631 \u0623\u0641\u0636\u0644 \u062e\u064a\u0627\u0631\u0627\u062a \u0628\u0648\u062a Messenger \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0636\u0645\u0627\u0646 \u062f\u0639\u0645 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a\u060c \u0648\u0627\u0644\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u062f\u0627\u0626\u0645\u0629\u060c \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a webhook.<\/p>\n
API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0645\u0642\u0627\u0628\u0644 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a: \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0639\u0644\u0649 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a<\/h3>\n
\u201c\u0645\u062c\u0627\u0646\u064a\u201d \u064a\u0639\u0646\u064a \u0623\u0634\u064a\u0627\u0621 \u0645\u062e\u062a\u0644\u0641\u0629. \u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u062c\u064a\u062f \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0642\u064a\u0648\u062f\u060c \u0648\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062f\u0649 \u0627\u0644\u0637\u0648\u064a\u0644:<\/p>\n
\n- \u0637\u0644\u0628\u0627\u062a \u0648\u062d\u0635\u0635 \u0627\u0644\u0631\u0645\u0648\u0632:<\/strong> \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062d\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0623\u0648 \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u0634\u0647\u0631. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u062f\u0631\u062f\u0634\u0629 LLM\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u062f\u0639\u0645 \u0627\u0644\u0628\u062b - \u0628\u0639\u0636 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0640 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u062a\u0639\u0637\u0644 \u0627\u0644\u0628\u062b \u0623\u0648 \u062a\u062d\u062f \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n
- \u0645\u0633\u0627\u0648\u0627\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a:<\/strong> \u0642\u062f \u062a\u0642\u064a\u062f \u062e\u0637\u0637 \u0627\u0644\u0641\u0631\u064a\u0645\u064a\u0648\u0645 \u0645\u064a\u0632\u0627\u062a NLU (\u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a)\u060c \u0648\u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u0623\u0648 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0644\u0640 Messenger \u0648WhatsApp \u0648SMS. \u062a\u0623\u0643\u062f \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u0639\u0645\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \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\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627.<\/li>\n
- \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629:<\/strong> \u0633\u062a\u0642\u0648\u0645 \u0627\u0644\u062e\u0637\u0637 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u0627\u0626\u0639\u061b \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062d\u0644\u0648\u0644 \u0645\u062d\u0644\u064a\u0629 \u0623\u0648 \u0625\u0642\u0627\u0645\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0635\u0627\u0631\u0645\u0629\u060c \u0641\u0643\u0631 \u0641\u064a \u062e\u064a\u0627\u0631\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0630\u0643\u064a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u062b\u0644 Rasa \u0623\u0648 Botpress \u0648\u0646\u0634\u0631\u0647\u0627 \u0645\u0646 \u0645\u0648\u0627\u0631\u062f GitHub (\u0648\u0627\u062c\u0647\u0629 \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 GitHub).<\/li>\n
- \u0645\u0633\u0627\u0631 \u0627\u0644\u062a\u0648\u0633\u0639 \u0648\u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0631:<\/strong> \u0627\u0641\u062d\u0635 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \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 \u0644\u062a\u0648\u0633\u064a\u0639 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0646\u0628\u0624 - \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0641\u0626\u0627\u062a \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0642\u062f\u0645 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0641\u0627\u062c\u0626\u0629 \u0625\u0630\u0627 \u062a\u062c\u0627\u0648\u0632\u062a \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644. \u0627\u0633\u062a\u062e\u062f\u0645 \u062f\u0644\u064a\u0644 \u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u0645\u0632\u0648\u062f \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0634\u0647\u0631\u064a \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639.<\/li>\n<\/ul>\n
\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0639\u0646\u062f \u062a\u0642\u064a\u064a\u0645 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0639\u0631\u0636 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629:<\/p>\n
\n- \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062d\u0635\u0635 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0648\u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0641\u064a \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u0645\u0632\u0648\u062f.<\/li>\n
- \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \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 Python SDKs \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0629 \u0639\u0644\u0649 \u0648\u0627\u062c\u0647\u0629 \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 GitHub \u0644\u0627\u062e\u062a\u0628\u0627\u0631 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a.<\/li>\n
- \u0627\u062e\u062a\u0628\u0631 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0627\u0629 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 (\u0648\u064a\u0628 \u0647\u0648\u0643 Messenger\u060c \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u060c \u062a\u0633\u0644\u0633\u0644 SMS) \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u062e\u0637\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629.<\/li>\n
- \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0645\u0627\u0646: \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0645\u0632\u0648\u062f \u064a\u062f\u0639\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0641\u0627\u062a\u064a\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n
- \u062e\u0637\u0637 \u0644\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u062d\u062a\u062c\u0627\u0632 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0628\u0627\u0626\u0639 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u0644\u064a\u0643 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0644\u0627\u062d\u0642\u064b\u0627.<\/li>\n<\/ol>\n
\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0646\u0641\u064a\u0630 \u0645\u0631\u0643\u0632 \u062d\u0648\u0644 Messenger \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628\u060c \u0631\u0627\u062c\u0639 \u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0630\u064a \u064a\u0642\u0627\u0631\u0646 \u0623\u0641\u0636\u0644 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 Messenger \u0648\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0642\u064a\u0645\u0629 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u0646\u0634\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 Messenger \u0648\u0623\u062f\u0648\u0627\u062a GitHub \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0631\u0648\u0628\u0648\u062a Messenger \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0648\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644. \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0633\u0627\u0639\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0643\u0645\u0633\u062a\u0628\u062f\u0644\u060c \u062a\u0648\u0641\u0631 Brain Pod AI \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0639 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0639\u0631\u0636 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645\u0647\u0627 \u0628\u0639\u0636 \u0627\u0644\u0641\u0631\u0642 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0637\u0631\u0642 freemium \u0648\u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627.<\/p>\n
\u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643<\/h2>\n\u0645\u0627 \u0647\u064a \u0623\u0641\u0636\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u061f<\/h3>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u201c\u0627\u0644\u0623\u0641\u0636\u0644\u201d \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u062d\u0644\u0647\u0627. \u0639\u0646\u062f\u0645\u0627 \u0623\u062e\u062a\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0623\u0628\u062f\u0623 \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u0623\u0648 NLU \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0645\u0648\u0635\u0644\u0627\u062a \u0642\u0646\u0648\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0644\u062a\u0633\u0644\u064a\u0645 \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629. \u0643\u0644 \u0641\u0626\u0629 \u0645\u0646 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u062a\u0631\u062a\u0628\u0637 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0636\u062d\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0648\u0645\u0627\u062a:<\/p>\n
\n- \u0646\u0645\u0627\u0630\u062c LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (OpenAI\u060c Hugging Face):<\/strong> \u0645\u062b\u0627\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629\u060c \u063a\u064a\u0631 \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0631\u0646\u0629 \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a. \u062a\u062a\u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062d\u0648\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0633\u064a\u0627\u0642 \u0627\u0644\u062c\u0644\u0633\u0629. \u0631\u0627\u062c\u0639 OpenAI \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \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.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 NLU + \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a (Dialogflow\u060c IBM Watson):<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648\u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629. \u0625\u0646\u0647\u0627 \u062a\u0628\u0633\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Messenger \u0648\u062a\u0642\u0644\u0644 \u0645\u0646 \u0639\u0628\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n
- \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 (Rasa\u060c Botpress):<\/strong> \u0627\u062e\u062a\u0631 \u0647\u0630\u0647 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0647\u0645\u0629. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 API \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0628\u0648\u062a \u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637\u0647\u0627\u060c \u062a\u0648\u0633\u064a\u0639\u0647\u0627\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u062e\u0644\u0641 \u0628\u0646\u064a\u062a\u0643 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0644\u0643\u0646\u0643 \u062a\u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0644\u064a\u0645 (Microsoft Bot Framework\u060c Twilio):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629\u060c \u0627\u0644\u0647\u0627\u062a\u0641\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0647\u064a \u0627\u0644\u0623\u0647\u0645 - \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u062a\u0646\u0627\u0633\u0628 \u062c\u064a\u062f\u064b\u0627 \u0645\u0639 LLM \u0623\u0648 NLU \u0643\u062e\u0644\u0641\u064a\u0629 \u0644\u0644\u0631\u062f\u0648\u062f \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0648\u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0628\u0634\u0643\u0644 \u0642\u0648\u064a.<\/li>\n<\/ul>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0623\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0644\u0641\u064a\u0629 \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0645\u062d\u062f\u062f\u0629 \u0644\u0640 Messenger\u061b \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0640 ChatGPT \u0645\u0639 Messenger \u064a\u0638\u0647\u0631 \u0627\u0644\u062a\u0648\u0627\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u0646\u0627\u0629.<\/p>\n
\u0645\u0642\u0627\u0631\u0646\u0627\u062a API \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0628\u0648\u062a: \u0639\u0645\u064a\u0644 API \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0637\u0628\u064a\u0642 API \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u0627\u0626\u0639 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0633\u0639\u064a\u0631 API \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\u0642\u0627\u0631\u0646\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0642\u0648\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0623\u0631\u0628\u0639\u0629 \u0623\u0628\u0639\u0627\u062f: \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0637\u0648\u0631 (\u062f\u0639\u0645 SDKs \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646)\u060c \u0645\u062f\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 (\u0639\u0645\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629)\u060c \u0627\u0644\u062a\u062d\u0643\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 (\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u0627\u0644\u062d\u0635\u0635\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629)\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 (\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629). \u0623\u062f\u0646\u0627\u0647 \u0647\u0648 \u0646\u0647\u062c \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0630\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645.<\/p>\n
1. \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0637\u0648\u0631<\/strong><\/p>\n\n- \u062a\u062d\u0642\u0642 \u0645\u0646 SDKs \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0639\u0644\u0649 GitHub). \u064a\u0642\u0644\u0644 SDK \u0627\u0644\u0642\u0648\u064a \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/li>\n
- \u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u062c\u0648\u062f\u0629 \u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0639\u064a\u0646\u0627\u062a - \u0647\u0644 \u0647\u0646\u0627\u0643 \u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0645\u062f\u0627\u0631\u0629 \u0623\u0648 \u062f\u0631\u0648\u0633 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u062a\u0638\u0647\u0631 \u062a\u062f\u0641\u0642\u0627\u062a \u0634\u0627\u0645\u0644\u0629\u061f \u0623\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0628\u0648\u062a Messenger \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0648\u0627\u0631\u062f \u0628\u0648\u062a Messenger \u0639\u0644\u0649 GitHub \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a.<\/li>\n<\/ul>\n
2. \u0645\u062f\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0646\u0648\u0627\u062a<\/strong><\/p>\n\n- \u0647\u0644 \u064a\u0648\u0641\u0631 \u0627\u0644\u0645\u0632\u0648\u062f \u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0640 Messenger \u0648WhatsApp \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0648SMS\u061f \u0625\u0630\u0627 \u0643\u0646\u062a \u0623\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 Messenger\u060c \u0623\u062a\u062d\u0642\u0642 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0642\u0646\u0627\u0629 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/li>\n<\/ul>\n
3. \u0627\u0644\u062a\u062d\u0643\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646<\/strong><\/p>\n\n- \u0642\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0641\u0627\u062a\u064a\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 (\u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0645\u062c\u0627\u0646\u064a) \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u062c\u0644\u060c \u0648\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0639\u0646\u0627\u0648\u064a\u0646 IP\u060c \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631.<\/li>\n
- \u0627\u0641\u062d\u0635 \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u0627\u062a\u0641\u0627\u0642\u064a\u0627\u062a \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 - \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0645\u0624\u0633\u0633\u064a\u0629\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u0648\u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0639\u064a\u062f.<\/li>\n<\/ul>\n
4. \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639<\/strong><\/p>\n\n- \u0642\u0627\u0631\u0646 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \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 \u062d\u0633\u0628 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629\u060c \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0645\u0648\u0632 LLM. \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \/ \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629) \u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u062f\u0627\u0626\u0645\u064b\u0627 \u0646\u0645\u0630\u062c\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0642\u0628\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n
- \u0631\u0627\u0642\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629: \u0645\u0648\u0635\u0644\u0627\u062a \u0644\u0643\u0644 \u0642\u0646\u0627\u0629\u060c \u062a\u062c\u0627\u0648\u0632\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638\u060c \u0623\u0648 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0644\u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0645\u062a\u062f\u0629.<\/li>\n<\/ul>\n
\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0628\u0627\u0626\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (\u0643\u064a\u0641 \u0623\u0642\u064a\u0645 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629)<\/strong><\/p>\n\n- \u0642\u064a\u0645 \u0646\u0636\u062c SDK (\u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a)\u060c \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0627\u062a (\u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub)\u060c \u0648\u0648\u0636\u0648\u062d \u0627\u0644\u0648\u062b\u0627\u0626\u0642.<\/li>\n
- \u0642\u064a\u0645 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0643\u0627\u0645\u0644: \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c SMS\u060c \u0627\u0644\u0648\u064a\u0628\u060c \u0627\u0644\u0635\u0648\u062a.<\/li>\n
- \u0642\u064a\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u062f\u0639\u0645 \u0627\u0644\u0628\u062b\u060c \u0637\u0648\u0644 \u0627\u0644\u062c\u0644\u0633\u0629.<\/li>\n
- \u0642\u064a\u0645 \u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629).<\/li>\n<\/ol>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u063a\u0628 \u0641\u064a \u0628\u062f\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0645\u0636\u064a\u0641 \u0644\u0644\u0645\u0633\u0627\u0639\u062f \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u062a\u0648\u0641\u0631 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 \u0648\u0637\u0628\u0642\u0627\u062a \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0636\u062d\u0629 \u062a\u0642\u0648\u0645 \u0628\u0639\u0636 \u0627\u0644\u0641\u0631\u0642 \u0628\u062a\u0642\u064a\u064a\u0645\u0647\u0627 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648LLM-first. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0627\u0633\u062a\u0634\u0631 \u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u0648\u0648\u062b\u0627\u0626\u0642 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062d\u062f\u062f \u0627\u062e\u062a\u064a\u0627\u0631\u0643 \u0644\u0648\u0627\u062c\u0647\u0629 \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. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u062f\u0631\u0648\u0633 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0631\u0627\u062c\u0639 \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u062a\u062d\u0648\u064a\u0644 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u062f\u0644\u064a\u0644 \u062a\u0643\u0627\u0645\u0644\u0646\u0627 \u0645\u0639 \u0641\u064a\u0633\u0628\u0648\u0643 \u0644\u0631\u0628\u0637 \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0639\u0644\u0649 \u0646\u0645\u0637 ChatGPT \u0645\u0639 \u0645\u0627\u0633\u0646\u062c\u0631.<\/p>\n
![\"\u0648\u0627\u062c\u0647\u0629](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/11\/chatbot-ai-api-372253.jpg\" "\\"\\"")
<\/p>\n
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\n- \u0627\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u0629 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0637\u0628\u0642\u064a\u0629:<\/strong> \u0648\u062c\u0647 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0627\u0644\u062e\u0641\u064a\u0641\u0629 \u0648\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0625\u0644\u0649 \u0645\u062d\u0631\u0643 \u0646\u0648\u0627\u064a\u0627 \u0645\u062e\u0632\u0646 \u0623\u0648 \u0631\u062f\u0648\u062f \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM (\u0648\u0627\u062c\u0647\u0629 \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) \u0644\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646\u062e\u0641\u0636\u064b\u0627.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0648\u0641\u064a\u0631 \u0645\u0641\u0627\u062a\u064a\u062d \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0645\u0641\u0627\u062a\u064a\u062d \u0625\u0646\u062a\u0627\u062c \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0639 \u062d\u0635\u0635 \u0648\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0623\u0643\u062b\u0631 \u0635\u0631\u0627\u0645\u0629.<\/li>\n
- \u0642\u0645 \u0628\u0646\u0645\u0630\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0623\u0645\u062b\u0644\u0629 GitHub:<\/strong> \u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0637\u0644\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SDKs \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u0645\u062d\u0627\u062f\u062b\u0629 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u062c\u0644\u0633\u0629:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u0631\u062f\u0648\u062f \u0627\u0644\u0628\u0648\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u062a\u0642\u0635\u064a\u0631 \u0623\u0648 \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 LLM\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0627\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u062c\u0644 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062d\u062c\u0645 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n
- \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u0646\u0628\u064a\u0647:<\/strong> \u062a\u0643\u0648\u064a\u0646 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u062f\u064a\u0643 \u0648\u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0645\u0631\u0646\u0629 \u062d\u062a\u0649 \u062a\u062a\u0644\u0642\u0649 \u0625\u0634\u0639\u0627\u0631\u064b\u0627 \u0642\u0628\u0644 \u0627\u0633\u062a\u0646\u0641\u0627\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a - \u0647\u0630\u0627 \u064a\u0645\u0646\u0639 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \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.<\/li>\n
- \u0645\u0632\u062c \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646 \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629:<\/strong> \u062f\u0645\u062c NLU \u0645\u062c\u0627\u0646\u064a (Dialogflow\/Watson Lite) \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0645\u0639 \u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a \u0645\u062d\u062f\u0648\u062f \u0645\u0646 LLM \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u061b \u0647\u0630\u0627 \u0627\u0644\u0647\u062c\u064a\u0646 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<\/ul>\n
\u0623\u0645\u062b\u0644\u0629 \u0642\u0645\u062a \u0628\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0628\u0646\u062c\u0627\u062d:<\/p>\n
\n- \u062a\u062f\u0641\u0642 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0648\u062c\u0647 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0646\u064a\u0629 \u0635\u063a\u064a\u0631 (\u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a) \u0645\u0639 \u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 LLM \u0644\u0644\u062a\u0641\u0635\u064a\u0644 - \u0627\u0644\u0646\u062a\u064a\u062c\u0629: 70% \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM \u0623\u0642\u0644 \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u062a\u0648\u0642\u0639\u0629.<\/li>\n
- Botpress \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0645\u0639 \u062a\u0639\u0632\u064a\u0632 \u0627\u062e\u062a\u064a\u0627\u0631\u064a \u0645\u0646 LLM \u0639\u0628\u0631 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0641\u0642\u0637 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 - \u0647\u0630\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<\/ol>\n
\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u062f\u0631\u0648\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u062d\u062f\u062f \u0645\u0639 Messenger \u0648\u0637\u0631\u0642 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0627\u0646\u0638\u0631 \u062f\u0644\u064a\u0644\u0646\u0627 \u062d\u0648\u0644 \u062e\u064a\u0627\u0631\u0627\u062a \u0628\u0648\u062a Messenger \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u062f\u0648\u0631\u0629 Python \u0644\u0628\u0648\u062a Messenger \u0644\u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645 \u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0643\u0628\u062f\u064a\u0644\u060c \u062a\u0642\u062f\u0645 Brain Pod AI \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u062a\u0633\u0639\u064a\u0631 \u0634\u0641\u0627\u0641 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u062a\u0647 \u0628\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a freemium \u0648\u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627.<\/p>\n
\u062f\u0648\u0631 \u0648\u062a\u0648\u0627\u0641\u0631 ChatGPT \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n\u0647\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT \u0645\u062c\u0627\u0646\u064a\u0629\u061f<\/h3>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u0644\u0627 \u2014 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT (\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a OpenAI \u0644\u0646\u0645\u0627\u0630\u062c GPT) \u0644\u064a\u0633\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u0645 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061b \u0625\u0646\u0647\u0627 \u062e\u062f\u0645\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u062a\u064f\u062d\u0627\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (\u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0637\u0644\u0628)\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 OpenAI \u062a\u0635\u062f\u0631 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0623\u0648 \u0623\u0631\u0635\u062f\u0629 \u062a\u0631\u0648\u064a\u062c\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0641\u0648\u0631\u064a\u0629. \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a Messenger\u060c \u0623\u0639\u062a\u0628\u0631 \u0623\u064a \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0643\u0623\u062f\u0648\u0627\u062a \u0646\u0645\u0630\u062c\u0629 \u0645\u0624\u0642\u062a\u0629 \u0648\u0623\u062e\u0637\u0637 \u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n
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\n- \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0633\u0639\u064a\u0631:<\/strong> \u062a\u0642\u0648\u0645 OpenAI \u0628\u062a\u062d\u0635\u064a\u0644 \u0631\u0633\u0648\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a\/\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u2014 \u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u0633\u0639\u064a\u0631 OpenAI \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>. \u064a\u0624\u062b\u0631 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0628\u062b \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629\u060c \u0644\u0630\u0627 \u0642\u0645 \u0628\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a.<\/li>\n
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- \u0645\u0646\u062a\u062c ChatGPT \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/strong> \u0645\u0646\u062a\u062c ChatGPT \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\/\u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT \u0645\u062a\u0645\u064a\u0632\u0627\u0646 \u2014 \u0642\u062f \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0628\u0631 \u0627\u0644\u0645\u062a\u0635\u0641\u062d \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0645\u062c\u0627\u0646\u064a\u064b\u0627 \u0645\u062d\u062f\u0648\u062f\u064b\u0627\u060c \u0644\u0643\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u064f\u062d\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644.<\/li>\n
- \u0628\u062f\u0627\u0626\u0644 \u0628\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629\/\u0628\u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629:<\/strong> \u062a\u0642\u062f\u0645 \u0627\u0644\u0623\u0637\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 (Rasa\u060c Botpress) \u0648\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (Hugging Face) \u0637\u0631\u0642\u064b\u0627 \u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u2014 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0628\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0623\u0648 SLAs \u0645\u062e\u0641\u0636\u0629.<\/li>\n<\/ul>\n
\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u062a\u062c\u0627\u0631\u0628 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Messenger \u0623\u0648\u0644\u0627\u064b\u060c \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f (\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM) \u0648\u0645\u0643\u0627\u0644\u0645\u0627\u062a API \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0631\u0648\u0633 \u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u0631\u0627\u062c\u0639 \u062f\u0631\u0633 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0648\u0627\u0644\u062f\u0644\u064a\u0644 \u062d\u0648\u0644 \u062f\u0645\u062c \u062f\u0631\u062f\u0634\u0629 Facebook Messenger \u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0648\u0642\u0639 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0633\u0644\u0648\u0643 webhook \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062d\u0635\u0629.<\/p>\n
\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648ChatGPT: \u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u0633\u0639\u064a\u0631\u060c \u062d\u062f\u0648\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0644\u0646\u0634\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0645\u0639\u0642\u0648\u0644\u0629<\/h3>\n
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\n- \u062a\u0642\u062f\u064a\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632:<\/strong> \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 Python SDKs \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0639\u064a\u0646\u0629 \u0639\u0644\u0649 GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u062f\u0648\u0631\u061b \u0627\u0636\u0631\u0628 \u0641\u064a \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0644\u0643\u0644 \u0634\u0647\u0631 \u0644\u062a\u0648\u0642\u0639 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0642\u0645 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0639\u0627\u0644\u064a \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0645\u0624\u0642\u062a\u0629 \u0623\u0648 \u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (LLM) \u0644\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 - \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0645\u0648\u0632.<\/li>\n
- \u0627\u062e\u062a\u0635\u0631 \u0623\u0648 \u0644\u062e\u0635 \u0627\u0644\u062a\u0627\u0631\u064a\u062e:<\/strong> \u0642\u0645 \u0628\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u0627\u062f\u0645 \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0630\u064a \u0627\u0644\u0635\u0644\u0629.<\/li>\n
- \u0631\u0627\u0642\u0628 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0635\u0635:<\/strong> \u0642\u0645 \u0628\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0644\u064a\u0646\u0629 \u0641\u064a \u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0632\u0648\u062f \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u0627\u062a\u064a\u062d API \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0639\u0631\u0636\u064a.<\/li>\n
- \u0627\u0639\u062a\u0628\u0631 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627:<\/strong> \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 NLU \u0623\u0648 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062d\u0648\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Rasa\/Botpress \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM \u0641\u0642\u0637 \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629\u061b \u0647\u0630\u0627 \u064a\u0645\u0632\u062c \u0628\u064a\u0646 \u0646\u0647\u062c API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0648\u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0639 \u062c\u0648\u062f\u0629 LLM \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n<\/ul>\n
\u0628\u062f\u0627\u0626\u0644 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629:<\/p>\n
\n- \u0623\u0643\u0648\u0627\u0645 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0644\u0623\u0645\u062b\u0644\u0629 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641).<\/li>\n
- \u0628\u0627\u0626\u0639\u0648 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0622\u062e\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u062f\u0645\u0648\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u062a\u0633\u0639\u064a\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 - \u0642\u0627\u0631\u0646 \u0635\u0641\u062d\u0627\u062a \u062a\u0633\u0639\u064a\u0631 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0642\u0628\u0644 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631.<\/li>\n
- \u0645\u0633\u0627\u0639\u062f\u0648\u0646 \u062a\u062c\u0627\u0631\u064a\u0648\u0646 \u0645\u062a\u0639\u062f\u062f\u0648\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u062b\u0644 Brain Pod AI\u060c \u0627\u0644\u0630\u064a \u064a\u0648\u0641\u0631 \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0646\u0634\u0631 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062a\u0633\u0639\u064a\u0631 \u062a\u0642\u0648\u0645 \u0627\u0644\u0641\u0631\u0642 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0628\u062a\u0642\u064a\u064a\u0645\u0647\u0627 \u0643\u0628\u062f\u064a\u0644 \u0644\u0628\u0646\u0627\u0621 \u0648\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0643\u0648\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0644\u063a\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0647\u0645 (\u0645\u0633\u0627\u0639\u062f Brain Pod AI \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a<\/a>).<\/li>\n<\/ul>\n
\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062c\u0648\u0644\u0629 \u0645\u0631\u0643\u0632\u0629 \u062d\u0648\u0644 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0646\u0634\u0631 Messenger\u060c \u0627\u0633\u062a\u0634\u0631 \u062f\u0644\u064a\u0644\u0646\u0627 \u062d\u0648\u0644 \u0642\u0627\u0626\u0645\u0629 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0640 Messenger \u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0632\u0648\u062f ChatGPT \u0623\u0648 LLM \u0645\u0639\u064a\u0646.<\/p>\n
![\"\u0648\u0627\u062c\u0647\u0629](\"https:\/\/messengerbot.app\/wp-content\/uploads\/2025\/11\/chatbot-ai-api-335474.jpg\" "\\"\\"")
<\/p>\n
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\n- \u0645\u062d\u0648\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u2014 webhooks \u0644\u0640 Messenger\u060c WhatsApp\u060c SMS\u061b \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0648\u0627\u0631\u062f\u0629.<\/li>\n
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- \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0648\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645:<\/strong> \u0625\u0636\u0627\u0641\u0629 \u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u062f\u0627\u0644\u060c \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u0629\u060c \u0648\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0635\u0639\u064a\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0644\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0627\u0644\u0641\u0627\u0634\u0644\u0629.<\/li>\n
- \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u062a\u062d\u0648\u064a\u0644 \u0625\u0644\u0649 \u062d\u0627\u0648\u064a\u0627\u062a\u060c \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629\u060c \u0648\u0625\u0639\u062f\u0627\u062f \u0643\u062a\u064a\u0628\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0644\u0627\u0646\u0642\u0637\u0627\u0639\u0627\u062a \u0648\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/li>\n
- \u0627\u0644\u0635\u064a\u0627\u0646\u0629:<\/strong> \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 NLU \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u062a\u062f\u0648\u064a\u0631 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0633\u0639 - \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0646\u0642\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0625\u0644\u0649 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0641\u0627\u0648\u0636 \u0639\u0644\u0649 SLAs \u0645\u0624\u0633\u0633\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0632\u062f\u0627\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<\/ol>\n
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\u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0648\u0627\u0631\u062f GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \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 \u0644\u0644\u0646\u0634\u0631\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \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\u062a\u0646\u0638\u064a\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/h3>\n
\u0623\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 GitHub \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u062f\u0631\u0633 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0648\u0645\u0648\u0627\u0631\u062f GitHub \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 webhooks\u060c \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0637\u0639\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0639\u062a\u062f\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n
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\n- SDKs \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0623\u0645\u062b\u0644\u0629:<\/strong> \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SDKs \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0648\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u2014\u0647\u0630\u0627 \u064a\u0633\u0631\u0639 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0648\u0642\u0639 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n
- \u0642\u0648\u0627\u0644\u0628 GitHub:<\/strong> \u0627\u0633\u062a\u0646\u0633\u0627\u062e \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 GitHub \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0623\u0646\u0645\u0627\u0637 CI\/CD\u060c \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u0646\u0634\u0631\u061b \u062a\u0639\u062f\u064a\u0644 \u0643\u0648\u062f \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0645 \u0644\u062a\u0646\u0627\u0633\u0628 \u0628\u0646\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/li>\n
- \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644:<\/strong>\n
\n- \u062a\u0635\u0645\u064a\u0645 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Webhook: \u0628\u0646\u0627\u0621 Webhooks \u0645\u0631\u0646\u0629 \u0645\u0639 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629\/\u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u064a\u0639 \u0644\u0642\u0646\u0648\u0627\u062a Messenger \u0648SMS.<\/li>\n
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- \u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062d\u0648\u0644: \u062a\u0646\u0641\u064a\u0630 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u062c\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0625\u0644\u0649 \u062d\u0645\u0648\u0644\u0627\u062a Messenger\u060c \u0642\u0648\u0627\u0644\u0628 WhatsApp\u060c \u0623\u0648 \u0646\u0635\u0648\u0635 SMS \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644.<\/li>\n<\/ul>\n<\/li>\n
- CI\/CD \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631:<\/strong> \u062a\u0636\u0645\u064a\u0646 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0642\u0648\u062f \u0644\u062d\u0645\u0648\u0644\u0627\u062a Webhook\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0630\u0631\u0648\u0627\u062a \u0627\u0644\u062d\u0645\u0644 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/li>\n<\/ul>\n
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\n- \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u2192 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (Messenger) \u2192 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a (\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f) \u2192 \u0631\u062f \u0633\u0631\u064a\u0639 \u0623\u0648 \u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/li>\n
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- \u0645\u0648\u0627\u0631\u062f \u0631\u0648\u0628\u0648\u062a Messenger \u0639\u0644\u0649 GitHub<\/a><\/li>\n
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Key Takeaways Understand the chatbot ai api: it exposes REST\/websocket endpoints for message send\/receive, session\/context management, NLU outputs, streaming, and channel formatting for Messenger, web, and SMS. Protect and manage keys: obtain a chatbot ai api key, use chatbot ai api key free or sandbox keys for dev, store keys server\u2011side, rotate regularly, and enforce […]<\/p>\n","protected":false},"author":14928,"featured_media":258999,"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-259000","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\/259000","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=259000"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259000\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/258999"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=259000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=259000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=259000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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- \n
- \u0625\u0631\u0633\u0627\u0644\/\u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0627\u0644\u0631\u0633\u0627\u0626\u0644:<\/strong> \u0625\u0631\u0633\u0627\u0644 \u0646\u0635 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0623\u0648 \u0627\u0644\u0623\u062d\u062f\u0627\u062b \u0625\u0644\u0649 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u0633\u062a\u0642\u0628\u0627\u0644 JSON \u0645\u0639 \u0646\u0635 \u0627\u0644\u0631\u062f\u060c \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0645\u0646\u0638\u0645\u0629 (\u0628\u0637\u0627\u0642\u0627\u062a\u060c \u0631\u062f\u0648\u062f \u0633\u0631\u064a\u0639\u0629)\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0635\u0641\u064a\u0629 (\u0646\u064a\u0629\u060c \u062b\u0642\u0629). \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0637: POST \/v1\/messages { \u201csession\u201d:\u201dabc\u201d, \u201cmessage\u201d:\u201d\u0645\u0631\u062d\u0628\u064b\u0627\u201d } \u2192 { \u201creply\u201d:\u201d\u0645\u0631\u062d\u0628\u064b\u0627 \u0628\u0643!\u201d, \u201cintent\u201d:\u201d\u062a\u062d\u064a\u0629\u201d }.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0625\u0646\u062a\u0627\u062c \u0631\u062f\u0648\u062f \u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0628\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u0631.<\/li>\n
- \u0645\u062e\u0631\u062c\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629:<\/strong> \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0644\u0644\u062a\u0648\u062c\u064a\u0647 \u0625\u0644\u0649 \u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0623\u0648 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0625\u0644\u0649 \u0627\u0644\u0628\u0634\u0631.<\/li>\n
- \u0627\u0644\u0645\u0635\u0627\u062f\u0642\u0629 \u0648\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d:<\/strong> \u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0622\u0645\u0646 \u0639\u0628\u0631 \u0645\u0641\u0627\u062a\u064a\u062d API\u060c \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0623\u0648 OAuth \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 (\u0627\u0646\u0638\u0631 \u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u062f\u0646\u0627\u0647).<\/li>\n
- \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u0627\u062b:<\/strong> \u0623\u062d\u062f\u0627\u062b \u063a\u064a\u0631 \u0645\u062a\u0632\u0627\u0645\u0646\u0629 \u0644\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0645\u0646 \u0627\u0644\u0642\u0646\u0648\u0627\u062a\u060c \u0625\u064a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u064a\u0645\u060c \u0648\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n
- \u0627\u0644\u0628\u062b \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0630\u0627\u062a \u0632\u0645\u0646 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0646\u062e\u0641\u0636:<\/strong> \u0628\u062b \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062c\u0632\u0626\u064a\u0629 \u0644\u0631\u062f\u0648\u062f LLM \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062f\u0631\u0643\u0629.<\/li>\n
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\u0645\u0641\u062a\u0627\u062d chatbot ai api: \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0645\u0641\u0627\u062a\u064a\u062d API\u060c \u062e\u064a\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0627\u062d chatbot ai api \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0648\u0623\u0641\u0636\u0644 \u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646<\/h3>\n
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- \n
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- \n
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<\/p>\n\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0644\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0628\u062f\u0626\u064a \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646<\/h2>\n
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- \n
- \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/strong> (Dialogflow\u060c IBM Watson Lite\u060c \u0628\u0639\u0636 \u0628\u0627\u0626\u0639\u064a LLM): \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u0628\u062f\u0621\u060c \u062a\u062a\u0636\u0645\u0646 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0623\u0648 \u0645\u0641\u062a\u0627\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644\u060c \u0648\u0644\u0643\u0646 \u062a\u0623\u062a\u064a \u0645\u0639 \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
- \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627<\/strong> (Rasa\u060c Botpress): \u0644\u0627 \u062a\u0648\u062c\u062f \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u0637\u0644\u0628 \u0648\u062a\u062d\u0643\u0645 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0627\u0645\u0644 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0643 \u062a\u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/li>\n
- \u0645\u0646\u0634\u0626\u0648 \u0641\u0631\u064a\u0645\u064a\u0648\u0645<\/strong> (\u0645\u0646\u0634\u0626\u0648 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0648\u0623\u062f\u0648\u0627\u062a \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 ManyChat): \u064a\u0633\u0645\u062d\u0648\u0646 \u0644\u0644\u0645\u0633\u0648\u0642\u064a\u0646 \u0648\u063a\u064a\u0631 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0628\u0625\u0637\u0644\u0627\u0642 \u062a\u062f\u0641\u0642\u0627\u062a API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0639 \u0648\u0635\u0648\u0644 \u0645\u062d\u062f\u0648\u062f \u0625\u0644\u0649 API\/webhook.<\/li>\n<\/ul>\n
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API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0645\u0642\u0627\u0628\u0644 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a: \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0639\u0644\u0649 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a<\/h3>\n
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- \n
- \u0637\u0644\u0628\u0627\u062a \u0648\u062d\u0635\u0635 \u0627\u0644\u0631\u0645\u0648\u0632:<\/strong> \u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u062d\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0623\u0648 \u0627\u0644\u0631\u0645\u0648\u0632 \u0641\u064a \u0627\u0644\u0634\u0647\u0631. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 \u062f\u0631\u062f\u0634\u0629 LLM\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u062f\u0639\u0645 \u0627\u0644\u0628\u062b - \u0628\u0639\u0636 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0640 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u062a\u0639\u0637\u0644 \u0627\u0644\u0628\u062b \u0623\u0648 \u062a\u062d\u062f \u0645\u0646 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n
- \u0645\u0633\u0627\u0648\u0627\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a:<\/strong> \u0642\u062f \u062a\u0642\u064a\u062f \u062e\u0637\u0637 \u0627\u0644\u0641\u0631\u064a\u0645\u064a\u0648\u0645 \u0645\u064a\u0632\u0627\u062a NLU (\u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a)\u060c \u0648\u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u0623\u0648 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0644\u0640 Messenger \u0648WhatsApp \u0648SMS. \u062a\u0623\u0643\u062f \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u0639\u0645\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \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\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627.<\/li>\n
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- \n
- \u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062d\u0635\u0635 \u0627\u0644\u062f\u0642\u064a\u0642\u0629\u060c \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0648\u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0641\u064a \u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u0645\u0632\u0648\u062f.<\/li>\n
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- \u0627\u062e\u062a\u0628\u0631 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0642\u0646\u0627\u0629 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643 (\u0648\u064a\u0628 \u0647\u0648\u0643 Messenger\u060c \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u060c \u062a\u0633\u0644\u0633\u0644 SMS) \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u062e\u0637\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629.<\/li>\n
- \u062a\u0642\u064a\u064a\u0645 \u0627\u0644\u0623\u0645\u0627\u0646: \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646 \u0627\u0644\u0645\u0632\u0648\u062f \u064a\u062f\u0639\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0641\u0627\u062a\u064a\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0634\u0643\u0644 \u0622\u0645\u0646 \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n
- \u062e\u0637\u0637 \u0644\u062a\u0635\u062f\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0627\u062d\u062a\u062c\u0627\u0632 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0628\u0627\u0626\u0639 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0639\u0644\u064a\u0643 \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0644\u0627\u062d\u0642\u064b\u0627.<\/li>\n<\/ol>\n
\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u0646\u0641\u064a\u0630 \u0645\u0631\u0643\u0632 \u062d\u0648\u0644 Messenger \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628\u060c \u0631\u0627\u062c\u0639 \u062f\u0644\u064a\u0644\u0646\u0627 \u0627\u0644\u0630\u064a \u064a\u0642\u0627\u0631\u0646 \u0623\u0641\u0636\u0644 \u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 Messenger \u0648\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0642\u064a\u0645\u0629 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u0646\u0634\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0639\u0644\u0649 Messenger \u0648\u0623\u062f\u0648\u0627\u062a GitHub \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0631\u0648\u0628\u0648\u062a Messenger \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0648\u0648\u0635\u0641\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644. \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0633\u0627\u0639\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0643\u0645\u0633\u062a\u0628\u062f\u0644\u060c \u062a\u0648\u0641\u0631 Brain Pod AI \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0645\u0639 \u062a\u0641\u0627\u0635\u064a\u0644 \u0627\u0644\u0639\u0631\u0636 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645\u0647\u0627 \u0628\u0639\u0636 \u0627\u0644\u0641\u0631\u0642 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0637\u0631\u0642 freemium \u0648\u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627.<\/p>\n
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\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u201c\u0627\u0644\u0623\u0641\u0636\u0644\u201d \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0648\u0644 \u062d\u0644\u0647\u0627. \u0639\u0646\u062f\u0645\u0627 \u0623\u062e\u062a\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0645\u0634\u0631\u0648\u0639\u060c \u0623\u0628\u062f\u0623 \u0628\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u060c \u0623\u0648 NLU \u0627\u0644\u062d\u062a\u0645\u064a\u0629 \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0623\u0648 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0623\u0648 \u0645\u0648\u0635\u0644\u0627\u062a \u0642\u0646\u0648\u0627\u062a \u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0644\u062a\u0633\u0644\u064a\u0645 \u0639\u0628\u0631 \u0642\u0646\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629. \u0643\u0644 \u0641\u0626\u0629 \u0645\u0646 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u062a\u0631\u062a\u0628\u0637 \u0628\u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0636\u062d\u0629 \u0645\u0646 \u0627\u0644\u0645\u0633\u0627\u0648\u0645\u0627\u062a:<\/p>\n
- \n
- \u0646\u0645\u0627\u0630\u062c LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (OpenAI\u060c Hugging Face):<\/strong> \u0645\u062b\u0627\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629\u060c \u063a\u064a\u0631 \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0631\u0646\u0629 \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a. \u062a\u062a\u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062d\u0648\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0633\u064a\u0627\u0642 \u0627\u0644\u062c\u0644\u0633\u0629. \u0631\u0627\u062c\u0639 OpenAI \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \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.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 NLU + \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a (Dialogflow\u060c IBM Watson):<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648\u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629. \u0625\u0646\u0647\u0627 \u062a\u0628\u0633\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Messenger \u0648\u062a\u0642\u0644\u0644 \u0645\u0646 \u0639\u0628\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n
- \u0625\u0637\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 (Rasa\u060c Botpress):<\/strong> \u0627\u062e\u062a\u0631 \u0647\u0630\u0647 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0647\u0645\u0629. \u0625\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 API \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0628\u0648\u062a \u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637\u0647\u0627\u060c \u062a\u0648\u0633\u064a\u0639\u0647\u0627\u060c \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u062e\u0644\u0641 \u0628\u0646\u064a\u062a\u0643 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062e\u0627\u0635\u0629\u060c \u0644\u0643\u0646\u0643 \u062a\u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062a\u0634\u063a\u064a\u0644.<\/li>\n
- \u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0648\u0627\u0644\u062a\u0633\u0644\u064a\u0645 (Microsoft Bot Framework\u060c Twilio):<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0627\u0644\u0642\u0646\u0627\u0629\u060c \u0627\u0644\u0647\u0627\u062a\u0641\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0647\u064a \u0627\u0644\u0623\u0647\u0645 - \u0647\u0630\u0647 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u062a\u062a\u0646\u0627\u0633\u0628 \u062c\u064a\u062f\u064b\u0627 \u0645\u0639 LLM \u0623\u0648 NLU \u0643\u062e\u0644\u0641\u064a\u0629 \u0644\u0644\u0631\u062f\u0648\u062f \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0633\u0644\u064a\u0645 \u0648\u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633 \u0628\u0634\u0643\u0644 \u0642\u0648\u064a.<\/li>\n<\/ul>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u0623\u062c\u0645\u0639 \u0628\u064a\u0646 \u062e\u0644\u0641\u064a\u0629 \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0645\u062d\u062f\u062f\u0629 \u0644\u0640 Messenger\u061b \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0640 ChatGPT \u0645\u0639 Messenger \u064a\u0638\u0647\u0631 \u0627\u0644\u062a\u0648\u0627\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0642\u0646\u0627\u0629.<\/p>\n
\u0645\u0642\u0627\u0631\u0646\u0627\u062a API \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u0628\u0648\u062a: \u0639\u0645\u064a\u0644 API \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u062a\u0637\u0628\u064a\u0642 API \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0628\u0627\u0626\u0639 \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u062a\u0633\u0639\u064a\u0631 API \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\u0642\u0627\u0631\u0646\u0629 \u062e\u064a\u0627\u0631\u0627\u062a \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0623\u0642\u0648\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0623\u0631\u0628\u0639\u0629 \u0623\u0628\u0639\u0627\u062f: \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0637\u0648\u0631 (\u062f\u0639\u0645 SDKs \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646)\u060c \u0645\u062f\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 (\u0639\u0645\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629)\u060c \u0627\u0644\u062a\u062d\u0643\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 (\u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u0627\u0644\u062d\u0635\u0635\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629)\u060c \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 (\u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629). \u0623\u062f\u0646\u0627\u0647 \u0647\u0648 \u0646\u0647\u062c \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0630\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647 \u0648\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645.<\/p>\n
1. \u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0637\u0648\u0631<\/strong><\/p>\n
- \n
- \u062a\u062d\u0642\u0642 \u0645\u0646 SDKs \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0639\u0644\u0649 GitHub). \u064a\u0642\u0644\u0644 SDK \u0627\u0644\u0642\u0648\u064a \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0648\u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/li>\n
- \u0642\u0645 \u0628\u0642\u064a\u0627\u0633 \u062c\u0648\u062f\u0629 \u0645\u0633\u062a\u0648\u062f\u0639 \u0627\u0644\u0639\u064a\u0646\u0627\u062a - \u0647\u0644 \u0647\u0646\u0627\u0643 \u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0645\u062f\u0627\u0631\u0629 \u0623\u0648 \u062f\u0631\u0648\u0633 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629 \u062a\u0638\u0647\u0631 \u062a\u062f\u0641\u0642\u0627\u062a \u0634\u0627\u0645\u0644\u0629\u061f \u0623\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0628\u0648\u062a Messenger \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0648\u0627\u0631\u062f \u0628\u0648\u062a Messenger \u0639\u0644\u0649 GitHub \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a.<\/li>\n<\/ul>\n
2. \u0645\u062f\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0646\u0648\u0627\u062a<\/strong><\/p>\n
- \n
- \u0647\u0644 \u064a\u0648\u0641\u0631 \u0627\u0644\u0645\u0632\u0648\u062f \u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0640 Messenger \u0648WhatsApp \u0648\u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0648SMS\u061f \u0625\u0630\u0627 \u0643\u0646\u062a \u0623\u0628\u0646\u064a \u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629.<\/li>\n
- \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0634\u0627\u0631\u064a\u0639 Messenger\u060c \u0623\u062a\u062d\u0642\u0642 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0642\u0646\u0627\u0629 \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/li>\n<\/ul>\n
3. \u0627\u0644\u062a\u062d\u0643\u0645\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u0645\u0627\u0646<\/strong><\/p>\n
- \n
- \u0642\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0625\u062f\u0627\u0631\u0629 \u0645\u0641\u0627\u062a\u064a\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u0629 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 (\u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0645\u062c\u0627\u0646\u064a) \u0648\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0645\u0646\u0635\u0629 \u062a\u062f\u0639\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u062c\u0644\u060c \u0648\u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0633\u0645\u0627\u062d \u0644\u0639\u0646\u0627\u0648\u064a\u0646 IP\u060c \u0648\u0627\u0644\u0648\u0635\u0648\u0644 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0648\u0627\u0631.<\/li>\n
- \u0627\u0641\u062d\u0635 \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629\u060c \u0648\u0627\u062a\u0641\u0627\u0642\u064a\u0627\u062a \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 - \u0625\u0630\u0627 \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0648\u062b\u0648\u0642\u064a\u0629 \u0645\u0624\u0633\u0633\u064a\u0629\u060c \u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u062e\u062f\u0645\u0629 \u0648\u0637\u0631\u0642 \u0627\u0644\u062a\u0635\u0639\u064a\u062f.<\/li>\n<\/ul>\n
4. \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639<\/strong><\/p>\n
- \n
- \u0642\u0627\u0631\u0646 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \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 \u062d\u0633\u0628 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629\u060c \u0648\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0631\u0645\u0648\u0632 LLM. \u062a\u0639\u062a\u0628\u0631 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \/ \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629) \u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0644\u0643\u0646 \u064a\u062c\u0628 \u062f\u0627\u0626\u0645\u064b\u0627 \u0646\u0645\u0630\u062c\u0629 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0642\u0628\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642.<\/li>\n
- \u0631\u0627\u0642\u0628 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0645\u062e\u0641\u064a\u0629: \u0645\u0648\u0635\u0644\u0627\u062a \u0644\u0643\u0644 \u0642\u0646\u0627\u0629\u060c \u062a\u062c\u0627\u0648\u0632\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638\u060c \u0623\u0648 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0644\u0646\u0648\u0627\u0641\u0630 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0645\u062a\u062f\u0629.<\/li>\n<\/ul>\n
\u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0628\u0627\u0626\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (\u0643\u064a\u0641 \u0623\u0642\u064a\u0645 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629)<\/strong><\/p>\n
- \n
- \u0642\u064a\u0645 \u0646\u0636\u062c SDK (\u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a)\u060c \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0639\u064a\u0646\u0627\u062a (\u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub)\u060c \u0648\u0648\u0636\u0648\u062d \u0627\u0644\u0648\u062b\u0627\u0626\u0642.<\/li>\n
- \u0642\u064a\u0645 \u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0643\u0627\u0645\u0644: \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c SMS\u060c \u0627\u0644\u0648\u064a\u0628\u060c \u0627\u0644\u0635\u0648\u062a.<\/li>\n
- \u0642\u064a\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u064a\u0629: \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u062f\u0639\u0645 \u0627\u0644\u0628\u062b\u060c \u0637\u0648\u0644 \u0627\u0644\u062c\u0644\u0633\u0629.<\/li>\n
- \u0642\u064a\u0645 \u0634\u0641\u0627\u0641\u064a\u0629 \u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 (\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629).<\/li>\n<\/ol>\n
\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0631\u063a\u0628 \u0641\u064a \u0628\u062f\u064a\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u0645\u0636\u064a\u0641 \u0644\u0644\u0645\u0633\u0627\u0639\u062f \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629\u060c \u062a\u0648\u0641\u0631 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 \u0648\u0637\u0628\u0642\u0627\u062a \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u0636\u062d\u0629 \u062a\u0642\u0648\u0645 \u0628\u0639\u0636 \u0627\u0644\u0641\u0631\u0642 \u0628\u062a\u0642\u064a\u064a\u0645\u0647\u0627 \u062c\u0646\u0628\u064b\u0627 \u0625\u0644\u0649 \u062c\u0646\u0628 \u0645\u0639 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648LLM-first. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0641\u0636\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0627\u0633\u062a\u0634\u0631 \u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0627\u0644\u0645\u062c\u062a\u0645\u0639\u064a\u0629 \u0648\u0648\u062b\u0627\u0626\u0642 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0632\u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0642\u0628\u0644 \u0623\u0646 \u062a\u062d\u062f\u062f \u0627\u062e\u062a\u064a\u0627\u0631\u0643 \u0644\u0648\u0627\u062c\u0647\u0629 \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. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0648\u062f\u0631\u0648\u0633 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0631\u0627\u062c\u0639 \u062f\u0644\u064a\u0644\u0646\u0627 \u0644\u062a\u062d\u0648\u064a\u0644 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u062f\u0644\u064a\u0644 \u062a\u0643\u0627\u0645\u0644\u0646\u0627 \u0645\u0639 \u0641\u064a\u0633\u0628\u0648\u0643 \u0644\u0631\u0628\u0637 \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0639\u0644\u0649 \u0646\u0645\u0637 ChatGPT \u0645\u0639 \u0645\u0627\u0633\u0646\u062c\u0631.<\/p>\n
<\/p>\n\u0627\u0644\u062a\u0643\u0644\u0641\u0629\u060c \u0627\u0644\u0648\u0635\u0648\u0644\u060c \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0627\u0644\u0639\u0645\u0644\u064a<\/h2>\n
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- \n
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- \n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0628\u0646\u064a\u0629 \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0637\u0628\u0642\u064a\u0629:<\/strong> \u0648\u062c\u0647 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0627\u0644\u062e\u0641\u064a\u0641\u0629 \u0648\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0625\u0644\u0649 \u0645\u062d\u0631\u0643 \u0646\u0648\u0627\u064a\u0627 \u0645\u062e\u0632\u0646 \u0623\u0648 \u0631\u062f\u0648\u062f \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a LLM (\u0648\u0627\u062c\u0647\u0629 \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) \u0644\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629. \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u064a\u062d\u0627\u0641\u0638 \u0639\u0644\u0649 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646\u062e\u0641\u0636\u064b\u0627.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0648\u0641\u064a\u0631 \u0645\u0641\u0627\u062a\u064a\u062d \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0645\u0641\u0627\u062a\u064a\u062d \u0625\u0646\u062a\u0627\u062c \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0639 \u062d\u0635\u0635 \u0648\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0623\u0643\u062b\u0631 \u0635\u0631\u0627\u0645\u0629.<\/li>\n
- \u0642\u0645 \u0628\u0646\u0645\u0630\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0623\u0645\u062b\u0644\u0629 GitHub:<\/strong> \u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0637\u0644\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SDKs \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub \u0644\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u0645\u062d\u0627\u062f\u062b\u0629 \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u062c\u0644\u0633\u0629:<\/strong> \u062a\u062e\u0632\u064a\u0646 \u0631\u062f\u0648\u062f \u0627\u0644\u0628\u0648\u062a \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629\u060c \u062a\u0642\u0635\u064a\u0631 \u0623\u0648 \u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644\u0647\u0627 \u0625\u0644\u0649 LLM\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0627\u0644\u0629 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0623\u062c\u0644 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062d\u062c\u0645 \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n
- \u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u062a\u0646\u0628\u064a\u0647:<\/strong> \u062a\u0643\u0648\u064a\u0646 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0639\u0644\u0649 \u0644\u0648\u062d\u0629 \u0627\u0644\u062a\u062d\u0643\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0632\u0648\u062f \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u062f\u064a\u0643 \u0648\u062a\u062d\u062f\u064a\u062f \u062d\u062f\u0648\u062f \u0645\u0631\u0646\u0629 \u062d\u062a\u0649 \u062a\u062a\u0644\u0642\u0649 \u0625\u0634\u0639\u0627\u0631\u064b\u0627 \u0642\u0628\u0644 \u0627\u0633\u062a\u0646\u0641\u0627\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a - \u0647\u0630\u0627 \u064a\u0645\u0646\u0639 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629 \u0641\u064a \u0623\u0633\u0639\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \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.<\/li>\n
- \u0645\u0632\u062c \u0627\u0644\u0645\u0632\u0648\u062f\u064a\u0646 \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629:<\/strong> \u062f\u0645\u062c NLU \u0645\u062c\u0627\u0646\u064a (Dialogflow\/Watson Lite) \u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u0648\u0627\u064a\u0627 \u0645\u0639 \u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a \u0645\u062d\u062f\u0648\u062f \u0645\u0646 LLM \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u061b \u0647\u0630\u0627 \u0627\u0644\u0647\u062c\u064a\u0646 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0625\u062c\u0645\u0627\u0644\u064a \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u062c\u0648\u062f\u0629 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<\/ul>\n
\u0623\u0645\u062b\u0644\u0629 \u0642\u0645\u062a \u0628\u062a\u0634\u063a\u064a\u0644\u0647\u0627 \u0628\u0646\u062c\u0627\u062d:<\/p>\n
- \n
- \u062a\u062f\u0641\u0642 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0648\u062c\u0647 \u0625\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0646\u064a\u0629 \u0635\u063a\u064a\u0631 (\u0645\u0633\u062a\u0648\u0649 \u0645\u062c\u0627\u0646\u064a) \u0645\u0639 \u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 LLM \u0644\u0644\u062a\u0641\u0635\u064a\u0644 - \u0627\u0644\u0646\u062a\u064a\u062c\u0629: 70% \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM \u0623\u0642\u0644 \u0648\u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u062a\u0648\u0642\u0639\u0629.<\/li>\n
- Botpress \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u060c \u0645\u0639 \u062a\u0639\u0632\u064a\u0632 \u0627\u062e\u062a\u064a\u0627\u0631\u064a \u0645\u0646 LLM \u0639\u0628\u0631 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0641\u0642\u0637 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 - \u0647\u0630\u0627 \u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0627\u0644\u0645\u0641\u062a\u0648\u062d \u0648\u064a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629.<\/li>\n<\/ol>\n
\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u062f\u0631\u0648\u0633\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 \u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u062d\u062f\u062f \u0645\u0639 Messenger \u0648\u0637\u0631\u0642 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629\u060c \u0627\u0646\u0638\u0631 \u062f\u0644\u064a\u0644\u0646\u0627 \u062d\u0648\u0644 \u062e\u064a\u0627\u0631\u0627\u062a \u0628\u0648\u062a Messenger \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0648\u062f\u0648\u0631\u0629 Python \u0644\u0628\u0648\u062a Messenger \u0644\u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub \u0648\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0639\u0645\u0644\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0642\u064a\u0645 \u0645\u0633\u0627\u0639\u062f\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u064a\u0646 \u0627\u0644\u0644\u063a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u064a\u0646 \u0643\u0628\u062f\u064a\u0644\u060c \u062a\u0642\u062f\u0645 Brain Pod AI \u0645\u0633\u0627\u0639\u062f \u062f\u0631\u062f\u0634\u0629 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0648\u062a\u0633\u0639\u064a\u0631 \u0634\u0641\u0627\u0641 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u062a\u0647 \u0628\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a freemium \u0648\u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627.<\/p>\n
\u062f\u0648\u0631 \u0648\u062a\u0648\u0627\u0641\u0631 ChatGPT \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n
\u0647\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT \u0645\u062c\u0627\u0646\u064a\u0629\u061f<\/h3>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u0644\u0627 \u2014 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT (\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a OpenAI \u0644\u0646\u0645\u0627\u0630\u062c GPT) \u0644\u064a\u0633\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0639\u0627\u0645 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u061b \u0625\u0646\u0647\u0627 \u062e\u062f\u0645\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u062a\u064f\u062d\u0627\u0633\u0628 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (\u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0637\u0644\u0628)\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646 OpenAI \u062a\u0635\u062f\u0631 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0623\u0648 \u0623\u0631\u0635\u062f\u0629 \u062a\u0631\u0648\u064a\u062c\u064a\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u062d\u062a\u0649 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u062e\u062a\u0628\u0627\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629 \u0641\u0648\u0631\u064a\u0629. \u0639\u0646\u062f\u0645\u0627 \u0623\u0642\u0648\u0645 \u0628\u062a\u0642\u064a\u064a\u0645 \u0645\u0642\u062f\u0645\u064a \u0627\u0644\u062e\u062f\u0645\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a Messenger\u060c \u0623\u0639\u062a\u0628\u0631 \u0623\u064a \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0643\u0623\u062f\u0648\u0627\u062a \u0646\u0645\u0630\u062c\u0629 \u0645\u0624\u0642\u062a\u0629 \u0648\u0623\u062e\u0637\u0637 \u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/p>\n
\u0645\u0627\u0630\u0627 \u062a\u062a\u0648\u0642\u0639:<\/p>\n
- \n
- \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0633\u0639\u064a\u0631:<\/strong> \u062a\u0642\u0648\u0645 OpenAI \u0628\u062a\u062d\u0635\u064a\u0644 \u0631\u0633\u0648\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a\/\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u2014 \u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u0633\u0639\u064a\u0631 OpenAI \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>. \u064a\u0624\u062b\u0631 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0628\u062b \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629\u060c \u0644\u0630\u0627 \u0642\u0645 \u0628\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a.<\/li>\n
- \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0648\u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644:<\/strong> \u0642\u062f \u062a\u062d\u0635\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0639\u0644\u0649 \u0623\u0631\u0635\u062f\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0645\u062c\u0627\u0646\u064b\u0627 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0644\u0643\u0646 \u0644\u0627 \u062a\u0641\u062a\u0631\u0636 \u0623\u0646 \u0627\u0644\u0623\u0631\u0635\u062f\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0633\u062a\u063a\u0637\u064a \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n
- \u0645\u0646\u062a\u062c ChatGPT \u0645\u0642\u0627\u0628\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a:<\/strong> \u0645\u0646\u062a\u062c ChatGPT \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\/\u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643\u064a \u0648\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a ChatGPT \u0645\u062a\u0645\u064a\u0632\u0627\u0646 \u2014 \u0642\u062f \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0639\u0628\u0631 \u0627\u0644\u0645\u062a\u0635\u0641\u062d \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u064b\u0627 \u0645\u062c\u0627\u0646\u064a\u064b\u0627 \u0645\u062d\u062f\u0648\u062f\u064b\u0627\u060c \u0644\u0643\u0646 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062f\u0645\u062c\u0647\u0627 \u0641\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062a\u064f\u062d\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644.<\/li>\n
- \u0628\u062f\u0627\u0626\u0644 \u0628\u062a\u0643\u0644\u0641\u0629 \u0645\u0646\u062e\u0641\u0636\u0629\/\u0628\u062f\u0648\u0646 \u062a\u0643\u0644\u0641\u0629:<\/strong> \u062a\u0642\u062f\u0645 \u0627\u0644\u0623\u0637\u0631 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 (Rasa\u060c Botpress) \u0648\u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0644\u0645\u062c\u062a\u0645\u0639 (Hugging Face) \u0637\u0631\u0642\u064b\u0627 \u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u2014 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0648\u0641\u0631 \u0647\u0630\u0647 \u062a\u062c\u0631\u0628\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0628\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629\u060c \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629\u060c \u0623\u0648 SLAs \u0645\u062e\u0641\u0636\u0629.<\/li>\n<\/ul>\n
\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0628\u0646\u064a \u062a\u062c\u0627\u0631\u0628 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Messenger \u0623\u0648\u0644\u0627\u064b\u060c \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0632\u064a\u062c \u0645\u0646 \u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f (\u0644\u062a\u0642\u0644\u064a\u0644 \u0645\u0643\u0627\u0644\u0645\u0627\u062a LLM) \u0648\u0645\u0643\u0627\u0644\u0645\u0627\u062a API \u0627\u0644\u0645\u062d\u062f\u0648\u062f\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641. \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062f\u0631\u0648\u0633 \u0639\u0645\u0644\u064a\u0629 \u0648\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u0631\u0627\u062c\u0639 \u062f\u0631\u0633 Python \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0648\u0627\u0644\u062f\u0644\u064a\u0644 \u062d\u0648\u0644 \u062f\u0645\u062c \u062f\u0631\u062f\u0634\u0629 Facebook Messenger \u0644\u062f\u0639\u0645 \u0627\u0644\u0645\u0648\u0642\u0639 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0633\u0644\u0648\u0643 webhook \u0648\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062d\u0635\u0629.<\/p>\n
\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648ChatGPT: \u0648\u0627\u0642\u0639 \u0627\u0644\u062a\u0633\u0639\u064a\u0631\u060c \u062d\u062f\u0648\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u0627\u0644\u0628\u062f\u0627\u0626\u0644 \u0644\u0646\u0634\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0628\u0623\u0633\u0639\u0627\u0631 \u0645\u0639\u0642\u0648\u0644\u0629<\/h3>\n
\u0641\u0647\u0645 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u062d\u062f\u0648\u062f \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0639\u0644\u0649 \u0646\u0645\u0637 ChatGPT \u0623\u0645\u0631 \u0623\u0633\u0627\u0633\u064a \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0645\u0641\u0627\u062c\u0622\u062a. \u0641\u064a \u0645\u0634\u0627\u0631\u064a\u0639\u064a\u060c \u0623\u0642\u0648\u0645 \u0628\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0639\u0628\u0631 \u062b\u0644\u0627\u062b\u0629 \u0645\u062a\u063a\u064a\u0631\u0627\u062a: \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0648\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0644\u0643\u0644 \u062c\u0644\u0633\u0629 \u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0648\u0630\u0631\u0648\u0629 \u0627\u0644\u062a\u0632\u0627\u0645\u0646.<\/p>\n
\u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u062a\u0643\u062a\u064a\u0643\u0627\u062a \u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641:<\/p>\n
- \n
- \u062a\u0642\u062f\u064a\u0631 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632:<\/strong> \u0642\u0645 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 Python SDKs \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0639\u064a\u0646\u0629 \u0639\u0644\u0649 GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u062f\u0648\u0631\u061b \u0627\u0636\u0631\u0628 \u0641\u064a \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0644\u0643\u0644 \u0634\u0647\u0631 \u0644\u062a\u0648\u0642\u0639 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0642\u0645 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0639\u0627\u0644\u064a \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0645\u0624\u0642\u062a\u0629 \u0623\u0648 \u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (LLM) \u0644\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 - \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0645\u0648\u0632.<\/li>\n
- \u0627\u062e\u062a\u0635\u0631 \u0623\u0648 \u0644\u062e\u0635 \u0627\u0644\u062a\u0627\u0631\u064a\u062e:<\/strong> \u0642\u0645 \u0628\u062a\u0644\u062e\u064a\u0635 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062e\u0627\u062f\u0645 \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0633\u064a\u0627\u0642 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0644\u062a\u0642\u0644\u064a\u0644 \u0639\u062f\u062f \u0627\u0644\u0631\u0645\u0648\u0632 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0630\u064a \u0627\u0644\u0635\u0644\u0629.<\/li>\n
- \u0631\u0627\u0642\u0628 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0627\u0644\u062d\u0635\u0635:<\/strong> \u0642\u0645 \u0628\u062a\u0643\u0648\u064a\u0646 \u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0648\u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0644\u064a\u0646\u0629 \u0641\u064a \u0644\u0648\u062d\u0629 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0632\u0648\u062f \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u0627\u062a\u064a\u062d API \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0639\u0631\u0636\u064a.<\/li>\n
- \u0627\u0639\u062a\u0628\u0631 \u0627\u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627:<\/strong> \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 NLU \u0623\u0648 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062d\u0648\u0627\u0631 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Rasa\/Botpress \u0648\u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM \u0641\u0642\u0637 \u0639\u0646\u062f \u0627\u0644\u0636\u0631\u0648\u0631\u0629\u061b \u0647\u0630\u0627 \u064a\u0645\u0632\u062c \u0628\u064a\u0646 \u0646\u0647\u062c API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627 \u0648\u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0639 \u062c\u0648\u062f\u0629 LLM \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n<\/ul>\n
\u0628\u062f\u0627\u0626\u0644 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0644\u0644\u0645\u0642\u0627\u0631\u0646\u0629:<\/p>\n
- \n
- \u0623\u0643\u0648\u0627\u0645 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0644\u0623\u0645\u062b\u0644\u0629 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641).<\/li>\n
- \u0628\u0627\u0626\u0639\u0648 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0622\u062e\u0631\u0648\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0642\u062f\u0645\u0648\u0646 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0623\u0648 \u0646\u0645\u0627\u0630\u062c \u062a\u0633\u0639\u064a\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 - \u0642\u0627\u0631\u0646 \u0635\u0641\u062d\u0627\u062a \u062a\u0633\u0639\u064a\u0631 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0642\u0628\u0644 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631.<\/li>\n
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\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062c\u0648\u0644\u0629 \u0645\u0631\u0643\u0632\u0629 \u062d\u0648\u0644 \u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0646\u0634\u0631 Messenger\u060c \u0627\u0633\u062a\u0634\u0631 \u062f\u0644\u064a\u0644\u0646\u0627 \u062d\u0648\u0644 \u0642\u0627\u0626\u0645\u0629 \u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u062f\u0631\u0648\u0633 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0640 Messenger \u0644\u0636\u0628\u0637 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0648\u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0644\u0625\u0646\u062a\u0627\u062c \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645 \u0628\u0645\u0632\u0648\u062f ChatGPT \u0623\u0648 LLM \u0645\u0639\u064a\u0646.<\/p>\n
<\/p>\n\u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u062f\u0631\u062f\u0634\u0629 \u0630\u0643\u064a\u0629 \u062e\u0627\u0635\u0629 \u0628\u0643<\/h2>\n
\u0643\u064a\u0641 \u062a\u0634\u063a\u0644 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u061f<\/h3>\n
\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0642\u0635\u064a\u0631\u0629: \u0634\u063a\u0644 \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 (\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 \u0645\u0642\u0627\u0628\u0644 \u0645\u0633\u062a\u0636\u0627\u0641 LLM + \u062a\u0646\u0633\u064a\u0642)\u060c \u0648\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c NLU\/LLM \u0623\u0648 \u062a\u062f\u0631\u064a\u0628\u0647\u0627\u060c \u0648\u062a\u0646\u0641\u064a\u0630 \u0648\u0635\u0648\u0644 API \u0622\u0645\u0646 (\u0645\u0641\u062a\u0627\u062d API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a)\u060c \u0648\u062a\u0648\u0635\u064a\u0644 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a (Messenger\u060c \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u060c SMS)\u060c \u0648\u0627\u0644\u0646\u0634\u0631 \u0645\u0639 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0639\u0644\u0649 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0627\u0644\u0633\u0644\u0627\u0645\u0629. \u0623\u062f\u0646\u0627\u0647 \u0647\u0648 \u0645\u062e\u0637\u0637 \u0639\u0645\u0644\u064a \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629 \u064a\u0645\u0643\u0646\u0643 \u0627\u062a\u0628\u0627\u0639\u0647.<\/p>\n
- \n
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- \u0627\u062e\u062a\u0631 \u0645\u062c\u0645\u0648\u0639\u062a\u0643:<\/strong> \u0627\u062e\u062a\u0631 \u0628\u064a\u0646 NLU\/dialog \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 (Rasa\u060c Botpress) \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 LLMs \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 (OpenAI\u060c Hugging Face) \u0644\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u061b \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062c\u0645\u0639 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0637\u0628\u0642\u0629 \u062a\u0646\u0633\u064a\u0642 API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0645\u0639 \u062a\u0639\u0632\u064a\u0632 LLM.<\/li>\n
- \u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u0645\u0641\u0627\u062a\u064a\u062d API \u0648\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0631\u0645\u0644:<\/strong> \u0623\u0646\u0634\u0626 \u0642\u064a\u0645 \u0645\u0641\u0627\u062a\u064a\u062d API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\/\u0627\u0644\u0645\u0631\u062d\u0644\u0629\/\u0627\u0644\u0625\u0646\u062a\u0627\u062c (\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u0627\u062a\u064a\u062d API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631). \u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u062e\u0627\u062f\u0645\u060c \u0648\u062a\u062f\u0648\u064a\u0631\u0647\u0627 \u0628\u0627\u0646\u062a\u0638\u0627\u0645\u060c \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0644\u062a\u062c\u0646\u0628 \u0627\u0644\u0631\u0633\u0648\u0645 \u063a\u064a\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u0629.<\/li>\n
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- \n
- \u0645\u062d\u0648\u0644 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u2014 webhooks \u0644\u0640 Messenger\u060c WhatsApp\u060c SMS\u061b \u0642\u0645 \u0628\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062d\u0645\u0648\u0644\u0629 \u0627\u0644\u0648\u0627\u0631\u062f\u0629.<\/li>\n
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- \u0637\u0628\u0642\u0629 NLU\/LLM \u2014 \u062f\u0645\u062c \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 SDKs \u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u0648 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 HTTP\u061b \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u0643\u0634\u0641 \u0646\u0642\u0627\u0637 \u0646\u0647\u0627\u064a\u0629 REST\/websocket \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0623\u0645\u062b\u0644\u0629 \u0648\u0627\u062c\u0647\u0629 \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 \u0639\u0644\u0649 GitHub.<\/li>\n
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- \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0648\u0642\u064a\u0627\u0633:<\/strong> \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0639\u064a\u0646\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u0643\u0644 \u062f\u0648\u0631\u0629\u060c \u0648\u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0648\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0631\u0627\u062c\u0639\u061b \u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0627\u0644\u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u062a\u0643\u0631\u0627\u0631.<\/li>\n
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- \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 \u0648\u0627\u0644\u062a\u0643\u0644\u0641\u0629:<\/strong> \u062a\u0646\u0641\u064a\u0630 \u062a\u0648\u062c\u064a\u0647 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a (\u0627\u0644\u0623\u0648\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u062b\u0645 LLM \u0643\u062e\u064a\u0627\u0631 \u0627\u062d\u062a\u064a\u0627\u0637\u064a)\u060c \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0631\u062f\u0648\u062f \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 \u0641\u064a \u0627\u0644\u0630\u0627\u0643\u0631\u0629\u060c \u062a\u0644\u062e\u064a\u0635 \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0642\u0628\u0644 \u0625\u0631\u0633\u0627\u0644\u0647 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u062a\u0639\u064a\u064a\u0646 \u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0645\u0632\u0648\u062f.<\/li>\n
- \u0627\u0644\u0631\u0635\u062f \u0648\u0627\u0644\u062c\u0648\u062f\u0629:<\/strong> \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u062b\u0642\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u061b \u062a\u062a\u0628\u0639 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 (\u0627\u0644\u0643\u0645\u0648\u0646\u060c \u0627\u0644\u062d\u0644\u060c CSAT)\u061b \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a A\/B \u0639\u0644\u0649 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0641\u0642\u0627\u062a.<\/li>\n
- \u0627\u0644\u0633\u0644\u0627\u0645\u0629 \u0648\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645:<\/strong> \u0625\u0636\u0627\u0641\u0629 \u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0627\u0639\u062a\u062f\u0627\u0644\u060c \u0639\u062a\u0628\u0627\u062a \u0627\u0644\u062b\u0642\u0629\u060c \u0648\u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0635\u0639\u064a\u062f \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0644\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0623\u0648 \u0627\u0644\u0641\u0627\u0634\u0644\u0629.<\/li>\n
- \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u062a\u062d\u0648\u064a\u0644 \u0625\u0644\u0649 \u062d\u0627\u0648\u064a\u0627\u062a\u060c \u0627\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u060c \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062e\u0627\u0632\u0646 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0627\u0644\u0645\u0648\u0632\u0639\u0629 \u0648\u0627\u0644\u0630\u0627\u0643\u0631\u0627\u062a \u0627\u0644\u0645\u0624\u0642\u062a\u0629\u060c \u0648\u0625\u0639\u062f\u0627\u062f \u0643\u062a\u064a\u0628\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0644\u0644\u0627\u0646\u0642\u0637\u0627\u0639\u0627\u062a \u0648\u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641.<\/li>\n
- \u0627\u0644\u0635\u064a\u0627\u0646\u0629:<\/strong> \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 NLU \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644\u0627\u062a\u060c \u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u062a\u062f\u0648\u064a\u0631 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d\u060c \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0633\u0639 - \u0627\u0644\u0646\u0638\u0631 \u0641\u064a \u0646\u0642\u0644 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062d\u0645\u0627\u0644 \u0625\u0644\u0649 \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0641\u0627\u0648\u0636 \u0639\u0644\u0649 SLAs \u0645\u0624\u0633\u0633\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u064a\u0632\u062f\u0627\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/li>\n<\/ol>\n
\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0642\u0628\u0644 \u0627\u0644\u0625\u0637\u0644\u0627\u0642: \u0645\u0641\u0627\u062a\u064a\u062d \u0627\u0644\u062a\u0637\u0648\u064a\u0631\/\u0627\u0644\u0645\u0631\u062d\u0644\u0629\/\u0627\u0644\u0625\u0646\u062a\u0627\u062c \u062a\u0645 \u062a\u0643\u0648\u064a\u0646\u0647\u0627\u060c \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0644\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0645\u0641\u0639\u0644\u0629\u060c \u062a\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0648\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062e\u0635\u0648\u0635\u064a\u0629\/\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644\u060c \u062a\u0645 \u0625\u0643\u0645\u0627\u0644 \u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641\u060c \u0648\u0627\u0646\u062a\u0647\u062a \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0645\u064a\u0644.<\/p>\n
\u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \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 \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0645\u0648\u0627\u0631\u062f GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \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 \u0644\u0644\u0646\u0634\u0631\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0623\u0646\u0645\u0627\u0637 \u062a\u0643\u0627\u0645\u0644 \u0648\u0627\u062c\u0647\u0629 \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\u062a\u0646\u0638\u064a\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/h3>\n
\u0623\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u0648\u0623\u0646\u0645\u0627\u0637 GitHub \u0644\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a \u0625\u0644\u0649 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u0643\u0632 \u0639\u0644\u0649 Messenger\u060c \u0623\u0633\u062a\u062e\u062f\u0645 \u062f\u0631\u0633 \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0648\u0645\u0648\u0627\u0631\u062f GitHub \u0644\u0631\u0648\u0628\u0648\u062a Messenger \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 webhooks\u060c \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0637\u0639\u0627\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629\u060c \u0648\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0639\u062a\u062f\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0642\u0628\u0644 \u0627\u0644\u062a\u0648\u0633\u0639.<\/p>\n
\u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u064a \u0623\u0633\u062a\u062e\u062f\u0645\u0647\u0627:<\/p>\n
- \n
- SDKs \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u0623\u0645\u062b\u0644\u0629:<\/strong> \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0645\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SDKs \u0628\u0627\u064a\u062b\u0648\u0646 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a\u060c \u0648\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632\u2014\u0647\u0630\u0627 \u064a\u0633\u0631\u0639 \u062f\u0648\u0631\u0627\u062a \u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u064a\u0633\u0627\u0639\u062f \u0641\u064a \u062a\u0648\u0642\u0639 \u062a\u0633\u0639\u064a\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n
- \u0642\u0648\u0627\u0644\u0628 GitHub:<\/strong> \u0627\u0633\u062a\u0646\u0633\u0627\u062e \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 GitHub \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0623\u0646\u0645\u0627\u0637 CI\/CD\u060c \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u0646\u0634\u0631\u061b \u062a\u0639\u062f\u064a\u0644 \u0643\u0648\u062f \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0645 \u0644\u062a\u0646\u0627\u0633\u0628 \u0628\u0646\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/li>\n
- \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644:<\/strong>\n
- \n
- \u062a\u0635\u0645\u064a\u0645 \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 Webhook: \u0628\u0646\u0627\u0621 Webhooks \u0645\u0631\u0646\u0629 \u0645\u0639 \u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629\/\u0627\u0644\u062a\u0631\u0627\u062c\u0639 \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u062a\u0648\u0642\u064a\u0639 \u0644\u0642\u0646\u0648\u0627\u062a Messenger \u0648SMS.<\/li>\n
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- \u0637\u0628\u0642\u0629 \u0627\u0644\u0645\u062d\u0648\u0644: \u062a\u0646\u0641\u064a\u0630 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0631\u062c\u0645 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0625\u0644\u0649 \u062d\u0645\u0648\u0644\u0627\u062a Messenger\u060c \u0642\u0648\u0627\u0644\u0628 WhatsApp\u060c \u0623\u0648 \u0646\u0635\u0648\u0635 SMS \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644.<\/li>\n<\/ul>\n<\/li>\n
- CI\/CD \u0648\u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631:<\/strong> \u062a\u0636\u0645\u064a\u0646 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0648\u062d\u062f\u0629 \u0644\u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0639\u0642\u0648\u062f \u0644\u062d\u0645\u0648\u0644\u0627\u062a Webhook\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u062a\u064a \u062a\u062d\u0627\u0643\u064a \u0630\u0631\u0648\u0627\u062a \u0627\u0644\u062d\u0645\u0644 \u0644\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0633\u0639\u0629 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629 \u0648\u0633\u0644\u0648\u0643 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/li>\n<\/ul>\n
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- \n
- \u0631\u0633\u0627\u0644\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u2192 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (Messenger) \u2192 \u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a (\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f) \u2192 \u0631\u062f \u0633\u0631\u064a\u0639 \u0623\u0648 \u0645\u0646\u0637\u0642 \u0627\u0644\u0623\u0639\u0645\u0627\u0644.<\/li>\n
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- \n
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- \u0645\u0648\u0627\u0631\u062f \u0631\u0648\u0628\u0648\u062a Messenger \u0639\u0644\u0649 GitHub<\/a><\/li>\n
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- \n
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- \u0625\u0639\u062f\u0627\u062f\u0627\u062a CI\/CD \u0648\u062d\u0627\u0648\u064a\u0627\u062a \u0644\u0644\u062a\u0648\u0633\u0639 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0627\u0644\u0646\u0634\u0631 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 (\u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0634\u0627\u0631\u064a\u0639 GitHub \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0643\u0646\u0642\u0637\u0629 \u0627\u0646\u0637\u0644\u0627\u0642).<\/li>\n<\/ul>\n
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- \n
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- \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644: \u062a\u0645\u0643\u064a\u0646 HTTPS\u060c \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u062a\u0637\u0628\u064a\u0642 \u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0639\u062f\u0644\u060c \u0648\u062a\u0648\u062b\u064a\u0642 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0644\u0628\u064a\u0629 \u0645\u062a\u0637\u0644\u0628\u0627\u062a GDPR\/CCPA.<\/li>\n
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- \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631: \u0625\u062c\u0631\u0627\u0621 \u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u062a\u062d\u0645\u064a\u0644 \u0644\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639 \u0648\u0630\u0631\u0648\u0627\u062a \u0627\u0644\u062d\u0645\u0644\u061b \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0627\u0629 (\u0642\u0648\u0627\u0626\u0645 Messenger \u0627\u0644\u062b\u0627\u0628\u062a\u0629\u060c \u0627\u0639\u062a\u062f\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a).<\/li>\n<\/ol>\n
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- \n
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Key Takeaways Understand the chatbot ai api: it exposes REST\/websocket endpoints for message send\/receive, session\/context management, NLU outputs, streaming, and channel formatting for Messenger, web, and SMS. Protect and manage keys: obtain a chatbot ai api key, use chatbot ai api key free or sandbox keys for dev, store keys server\u2011side, rotate regularly, and enforce […]<\/p>\n","protected":false},"author":14928,"featured_media":258999,"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-259000","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\/259000","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=259000"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259000\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/258999"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=259000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=259000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=259000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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- \u0642\u0648\u0627\u0644\u0628 GitHub:<\/strong> \u0627\u0633\u062a\u0646\u0633\u0627\u062e \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u0644\u0649 GitHub \u0627\u0644\u062a\u064a \u062a\u0638\u0647\u0631 \u0623\u0646\u0645\u0627\u0637 CI\/CD\u060c \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a\u060c \u0648\u0627\u0644\u0646\u0634\u0631\u061b \u062a\u0639\u062f\u064a\u0644 \u0643\u0648\u062f \u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u0645 \u0644\u062a\u0646\u0627\u0633\u0628 \u0628\u0646\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0631\u0648\u0628\u0648\u062a.<\/li>\n
- \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644:<\/strong> \u0644\u0627 \u062a\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0639\u0644\u0649 \u062c\u0627\u0646\u0628 \u0627\u0644\u0639\u0645\u064a\u0644\u061b \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062e\u0644\u0641\u064a\u064a\u0646\u060c \u0627\u0644\u0631\u0645\u0648\u0632 \u0642\u0635\u064a\u0631\u0629 \u0627\u0644\u0639\u0645\u0631\u060c \u0642\u0648\u0627\u0626\u0645 \u0627\u0644\u0633\u0645\u0627\u062d IP\u060c \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0631\u0627\u062d\u0629\u060c \u0648RBAC. \u0642\u0645 \u0628\u0645\u062d\u0627\u0630\u0627\u0629 \u0633\u064a\u0627\u0633\u0627\u062a \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0648PII \u0645\u0639 GDPR\/CCPA \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629.<\/li>\n
- \u0627\u062e\u062a\u0631 \u0645\u062c\u0645\u0648\u0639\u062a\u0643:<\/strong> \u0627\u062e\u062a\u0631 \u0628\u064a\u0646 NLU\/dialog \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627 (Rasa\u060c Botpress) \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 LLMs \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629 (OpenAI\u060c Hugging Face) \u0644\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629\u061b \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u062c\u0645\u0639 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0637\u0628\u0642\u0629 \u062a\u0646\u0633\u064a\u0642 API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a \u0645\u0639 \u062a\u0639\u0632\u064a\u0632 LLM.<\/li>\n
- \u062d\u062f\u062f \u0627\u0644\u0646\u0637\u0627\u0642 \u0648\u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a:<\/strong> \u062d\u062f\u062f \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 (\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646\u060c \u0627\u0644\u062f\u0639\u0645\u060c \u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0633\u0644\u0629 \u0627\u0644\u062a\u0633\u0648\u0642 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629)\u060c \u0648\u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 (Messenger\u060c \u0627\u0644\u0648\u064a\u0628\u060c SMS)\u060c \u0648\u0627\u0644\u062a\u0632\u0627\u0645\u0646 \u0627\u0644\u0645\u062a\u0648\u0642\u0639\u060c \u0648\u0645\u0643\u0627\u0646 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0642\u0645 \u0628\u0631\u0633\u0645 \u0627\u0644\u0631\u062d\u0644\u0627\u062a \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0643\u0648\u0646 \u0641\u064a\u0647 LLM \u0623\u0648 \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0645\u0646\u0637\u0642\u064a\u064b\u0627 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062a\u0633\u0639\u064a\u0631 API \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a.<\/li>\n
- \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0647\u062c\u064a\u0646:<\/strong> \u0642\u0645 \u0628\u062a\u0648\u062c\u064a\u0647 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0630\u0627\u062a \u0627\u0644\u062a\u0631\u062f\u062f \u0627\u0644\u0639\u0627\u0644\u064a \u0625\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0645\u0624\u0642\u062a\u0629 \u0623\u0648 \u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0648\u0627\u062d\u062a\u0641\u0638 \u0628\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 (LLM) \u0644\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0642\u064a\u0645\u0629 - \u0647\u0630\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0625\u0646\u0641\u0627\u0642 \u0627\u0644\u0631\u0645\u0648\u0632.<\/li>\n
- \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0648\u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644:<\/strong> \u0642\u062f \u062a\u062d\u0635\u0644 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0639\u0644\u0649 \u0623\u0631\u0635\u062f\u0629 \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631. \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0645\u062c\u0627\u0646\u064b\u0627 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0644\u0643\u0646 \u0644\u0627 \u062a\u0641\u062a\u0631\u0636 \u0623\u0646 \u0627\u0644\u0623\u0631\u0635\u062f\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0633\u062a\u063a\u0637\u064a \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u0641\u064a \u0627\u0644\u0625\u0646\u062a\u0627\u062c.<\/li>\n
- \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062a\u0633\u0639\u064a\u0631:<\/strong> \u062a\u0642\u0648\u0645 OpenAI \u0628\u062a\u062d\u0635\u064a\u0644 \u0631\u0633\u0648\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a\/\u0627\u0644\u0637\u0644\u0628\u0627\u062a \u2014 \u062a\u062d\u0642\u0642 \u0645\u0646 \u062a\u0633\u0639\u064a\u0631 OpenAI \u0627\u0644\u0631\u0633\u0645\u064a \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0648\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>. \u064a\u0624\u062b\u0631 \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0633\u064a\u0627\u0642\u060c \u0648\u0627\u0644\u0628\u062b \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0641\u0639\u0627\u0644\u0629\u060c \u0644\u0630\u0627 \u0642\u0645 \u0628\u0627\u0644\u0646\u0645\u0630\u062c\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0642\u064a\u0627\u0633 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0627\u0644\u062a\u0648\u0643\u0646\u0627\u062a.<\/li>\n
- \u0642\u0645 \u0628\u062a\u0648\u0641\u064a\u0631 \u0645\u0641\u0627\u062a\u064a\u062d \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u0628\u064a\u0626\u0627\u062a:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0645 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0623\u0648 \u0645\u0641\u0627\u062a\u064a\u062d sandbox \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0645\u0641\u0627\u062a\u064a\u062d \u0625\u0646\u062a\u0627\u062c \u0645\u0646\u0641\u0635\u0644\u0629 \u0645\u0639 \u062d\u0635\u0635 \u0648\u062a\u0646\u0628\u064a\u0647\u0627\u062a \u0623\u0643\u062b\u0631 \u0635\u0631\u0627\u0645\u0629.<\/li>\n
- \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u0648\u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0630\u0627\u062a\u064a\u064b\u0627:<\/strong> \u062a\u062a\u064a\u062d \u0644\u0643 \u0623\u0637\u0631 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u0644 Rasa \u0623\u0648 Botpress \u062a\u0634\u063a\u064a\u0644 \u0631\u0648\u0628\u0648\u062a \u0628\u062f\u0648\u0646 \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u0637\u0644\u0628 (\u062a\u062f\u0641\u0639 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629). \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u062a\u0645\u0646\u062d\u0643 \u0627\u0644\u0633\u064a\u0637\u0631\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u060c \u0648\u0633\u0637\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/li>\n
- \u062e\u0637\u0637 \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u062a\u062c\u0631\u064a\u0628\u064a\u0629:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0642\u062f\u0645 \u0627\u0644\u0628\u0627\u0626\u0639\u0648\u0646 \u0645\u0641\u062a\u0627\u062d \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0635\u0646\u062f\u0648\u0642 \u0631\u0645\u0644 \u0645\u062c\u0627\u0646\u064a\u060c \u0648\u0631\u0645\u0648\u0632 \u0634\u0647\u0631\u064a\u0629 \u0645\u062d\u062f\u0648\u062f\u0629\u060c \u0623\u0648 \u0623\u0631\u0635\u062f\u0629 \u062a\u062c\u0631\u064a\u0628\u064a\u0629 \u0642\u0635\u064a\u0631\u0629 \u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u0644\u0627\u062e\u062a\u0628\u0627\u0631. \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u0628\u0646\u0627\u0621 \u0646\u0645\u0648\u0630\u062c \u0623\u0648\u0644\u064a \u0644\u062a\u0637\u0628\u064a\u0642 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 NLU + \u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a (Dialogflow\u060c IBM Watson):<\/strong> \u0627\u0644\u0623\u0641\u0636\u0644 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\/\u0627\u0644\u0643\u064a\u0627\u0646\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0648\u0627\u0631 \u0627\u0644\u0645\u0646\u0638\u0645\u0629\u060c \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648\u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0644\u062c\u0627\u0647\u0632\u0629 \u0644\u0642\u0646\u0648\u0627\u062a \u0627\u0644\u0645\u0631\u0627\u0633\u0644\u0629. \u0625\u0646\u0647\u0627 \u062a\u0628\u0633\u0637 \u0627\u0644\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 Messenger \u0648\u062a\u0642\u0644\u0644 \u0645\u0646 \u0639\u0628\u0621 \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/li>\n
- \u0646\u0645\u0627\u0630\u062c LLM \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a\u0629 (OpenAI\u060c Hugging Face):<\/strong> \u0645\u062b\u0627\u0644\u064a\u0629 \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0637\u0628\u064a\u0639\u064a\u0629\u060c \u063a\u064a\u0631 \u0645\u062d\u062f\u062f\u0629 \u0648\u0645\u0631\u0646\u0629 \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a. \u062a\u062a\u0641\u0648\u0642 \u0647\u0630\u0647 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0641\u064a \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0625\u0628\u062f\u0627\u0639\u064a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u062a\u0637\u0644\u0628 \u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u062d\u0648\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0633\u064a\u0627\u0642 \u0627\u0644\u062c\u0644\u0633\u0629. \u0631\u0627\u062c\u0639 OpenAI \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \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.<\/li>\n
- \u0645\u0633\u0627\u0648\u0627\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a:<\/strong> \u0642\u062f \u062a\u0642\u064a\u062f \u062e\u0637\u0637 \u0627\u0644\u0641\u0631\u064a\u0645\u064a\u0648\u0645 \u0645\u064a\u0632\u0627\u062a NLU (\u062f\u0642\u0629 \u0627\u0644\u0646\u064a\u0629\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a)\u060c \u0648\u0633\u0631\u0639\u0629 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u060c \u0623\u0648 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0642\u0646\u0648\u0627\u062a \u0644\u0640 Messenger \u0648WhatsApp \u0648SMS. \u062a\u0623\u0643\u062f \u0645\u0646 \u0642\u062f\u0631\u0627\u062a \u0639\u0645\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \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\u0648\u0627\u062c\u0647\u0629 \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 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0627\u062c\u0647\u0627.<\/li>\n
- \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631 \u0645\u0633\u062a\u0636\u0627\u0641 \u0630\u0627\u062a\u064a\u064b\u0627<\/strong> (Rasa\u060c Botpress): \u0644\u0627 \u062a\u0648\u062c\u062f \u0631\u0633\u0648\u0645 \u0644\u0643\u0644 \u0637\u0644\u0628 \u0648\u062a\u062d\u0643\u0645 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0643\u0627\u0645\u0644 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0623\u0646\u0643 \u062a\u062a\u062d\u0645\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/li>\n
- \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629<\/strong> (Dialogflow\u060c IBM Watson Lite\u060c \u0628\u0639\u0636 \u0628\u0627\u0626\u0639\u064a LLM): \u0633\u0631\u064a\u0639\u0629 \u0644\u0644\u0628\u062f\u0621\u060c \u062a\u062a\u0636\u0645\u0646 \u0646\u0642\u0637\u0629 \u0646\u0647\u0627\u064a\u0629 API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0648\u0645\u0641\u062a\u0627\u062d API \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0630\u0643\u064a\u0629 \u0623\u0648 \u0645\u0641\u062a\u0627\u062d \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0631\u0645\u0644\u060c \u0648\u0644\u0643\u0646 \u062a\u0623\u062a\u064a \u0645\u0639 \u062d\u062f\u0648\u062f \u0645\u0639\u062f\u0644\u0627\u062a \u0648\u0627\u0639\u062a\u0628\u0627\u0631\u0627\u062a \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n
- \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062c\u0644\u0633\u0627\u062a \u0648\u0627\u0644\u0633\u064a\u0627\u0642:<\/strong> \u062a\u0627\u0631\u064a\u062e \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0645\u0639\u0631\u0641\u0627\u062a \u0627\u0644\u062c\u0644\u0633\u0629\u060c \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u0633\u0645\u062d \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0628\u0625\u0646\u062a\u0627\u062c \u0631\u062f\u0648\u062f \u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u0639\u0628\u0631 \u0627\u0644\u0623\u062f\u0648\u0627\u0631.<\/li>\n