{"id":259783,"date":"2025-12-15T14:29:32","date_gmt":"2025-12-15T22:29:32","guid":{"rendered":"https:\/\/messengerbot.app\/chatbot-experts-chatbot-jobs-salary-bot-costs-how-to-become-one-from-50k-entry-roles-to-900k-ai-jobs-free-chatbot-experts-picks\/"},"modified":"2025-12-15T14:29:32","modified_gmt":"2025-12-15T22:29:32","slug":"%d8%ae%d8%a8%d8%b1%d8%a7%d8%a1-%d8%a7%d9%84%d8%af%d8%b1%d8%af%d8%b4%d8%a9-%d9%88%d8%b8%d8%a7%d8%a6%d9%81-%d8%a7%d9%84%d8%af%d8%b1%d8%af%d8%b4%d8%a9-%d8%b1%d8%a7%d8%aa%d8%a8-%d8%a7%d9%84%d8%b1%d9%88","status":"publish","type":"post","link":"https:\/\/messengerbot.app\/ar\/chatbot-experts-chatbot-jobs-salary-bot-costs-how-to-become-one-from-50k-entry-roles-to-900k-ai-jobs-free-chatbot-experts-picks\/","title":{"rendered":"\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629: \u0631\u0648\u0627\u062a\u0628 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u062a\u0643\u0627\u0644\u064a\u0641 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Chatbot Experts Picks)\" data-essbishovercontainer=\"\"><div class=\"key-takeaways-box\">\n<h2>Puntos Clave<\/h2>\n<ul>\n<li>\u064a\u062d\u0642\u0642 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0631\u0648\u0627\u062a\u0628 \u0645\u062a\u0646\u0648\u0639\u0629: \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062f\u062e\u0648\u0644 \u0648\u0648\u0638\u0627\u0626\u0641 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u0642\u0644 \u0645\u0646 \u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u0647\u0646\u062f\u0633\u0629\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0635\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0639\u0644\u064a\u0627 \u0641\u064a \u0627\u0644\u0628\u062d\u062b \u0648\u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0625\u0644\u0649 \u062a\u0639\u0648\u064a\u0636\u0627\u062a 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(\u0645\u0624\u0633\u0633\u0629\u060c \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062e\u0635\u0635 \u0645\u0639 \u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0643\u0627\u0645\u0644\u0629 \u0648\u0628\u062d\u062b \u0648\u062a\u0637\u0648\u064a\u0631 \u0645\u0633\u062a\u0645\u0631). \u062a\u0639\u0643\u0633 \u0646\u0637\u0627\u0642\u0627\u062a \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0623\u0633\u0627\u0644\u064a\u0628 \u0645\u062a\u0645\u064a\u0632\u0629 \u0648\u062a\u062f\u0641\u0639\u0647\u0627 \u0631\u0633\u0648\u0645 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0648\u0648\u0642\u062a \u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\/\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0648\u0627\u0644\u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0648\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0635\u064a\u0627\u0646\u0629 \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629.<\/p>\n<ul>\n<li><strong>\u0645\u062c\u0627\u0646\u064a \/ \u0645\u062c\u0627\u0646\u064a \u062c\u0632\u0626\u064a:<\/strong> $0\u2013$100\/\u0634\u0647\u0631 \u2014 \u0645\u0646\u0634\u0626\u064a \u0628\u062f\u0648\u0646 \u0643\u0648\u062f\u060c \u062a\u062f\u0641\u0642\u0627\u062a \u0623\u0633\u0627\u0633\u064a\u0629 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0623\u0648 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0645\u062c\u0627\u0646\u064a\u0629 \u0645\u0646 \u0627\u0644\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0636\u0627\u0641\u0629\u061b \u0645\u0641\u064a\u062f\u0629 \u0644\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0623\u0648 \u062a\u062c\u0627\u0631\u0628 \u062e\u0628\u0631\u0627\u0621 \u062f\u0631\u062f\u0634\u0629 \u0645\u062c\u0627\u0646\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \/ \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629:<\/strong> $500\u2013$5,000 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0623\u0648 $20\u2013$300\/\u0634\u0647\u0631 \u2014 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0644\u0628\u060c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u064a\u0646 \u0627\u0644\u0628\u0633\u064a\u0637\u060c \u0627\u062d\u062a\u0648\u0627\u0621 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0648\u062a\u0643\u0627\u0645\u0644 CRM \u062e\u0641\u064a\u0641\u061b \u0645\u062b\u0627\u0644\u064a \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0648\u0627\u062a \u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0623\u0648 \u0645\u0646\u0634\u0626\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629.<\/li>\n<li><strong>\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \/ \u0627\u0644\u0645\u062e\u0635\u0635\u0629:<\/strong> $5,000\u2013$75,000 \u0644\u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 + $50\u2013$1,000+\/\u0634\u0647\u0631 \u2014 \u062a\u0635\u0645\u064a\u0645 \u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u0636\u0628\u0637 NLP\u060c \u0646\u0634\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0642\u0646\u0648\u0627\u062a (\u0648\u064a\u0628\u060c \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u0627\u062a\u0633\u0627\u0628)\u060c \u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u062e\u0644\u0641\u064a\u0629 \u0645\u0639\u062a\u062f\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 \/ \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062a\u0642\u062f\u0645:<\/strong> $75,000\u2013$1,000,000+ \u2014 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0644\u0646\u0645\u0627\u0630\u062c LLM\u060c \u0647\u064a\u0627\u0643\u0644 RAG\u060c \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 (HIPAA\/GDPR)\u060c SSO\u060c \u062a\u0646\u0633\u064a\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0642\u0646\u0648\u0627\u062a\u060c \u0627\u0633\u062a\u0636\u0627\u0641\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0641\u0631 \u0648\u062f\u0639\u0645 \u0645\u062e\u0635\u0635.<\/li>\n<li><strong>\u0627\u0644\u0628\u062d\u062b \/ \u0623\u0646\u0638\u0645\u0629 LLM \u0630\u0627\u062a \u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0646\u062a\u062c:<\/strong> $250,000\u2013\u0645\u0644\u0627\u064a\u064a\u0646 \u0645\u062a\u0639\u062f\u062f\u0629 \u2014 \u062a\u0637\u0648\u064a\u0631 \u0646\u0645\u0627\u0630\u062c \u062e\u0627\u0635\u0629\u060c \u062d\u0633\u0627\u0628 \u062b\u0642\u064a\u0644\u060c \u0648\u0636\u0639 \u0639\u0644\u0627\u0645\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0633\u0639\u0629 \u0648\u0645\u0648\u0627\u0647\u0628 \u0645\u062a\u062e\u0635\u0635\u0629.<\/li>\n<\/ul>\n<p>\u062a\u0648\u0636\u062d \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0645\u0627\u0630\u0627 \u0627\u0644\u0646\u0637\u0627\u0642\u0627\u062a \u0648\u0627\u0633\u0639\u0629:<\/p>\n<ul>\n<li><strong>\u0631\u0633\u0648\u0645 \u0627\u0644\u0645\u0646\u0635\u0629 \/ \u0627\u0644\u062a\u0631\u062e\u064a\u0635:<\/strong> \u0645\u0633\u062a\u0648\u064a\u0627\u062a SaaS\u060c \u062a\u0633\u0639\u064a\u0631 \u0644\u0643\u0644 \u0645\u062d\u0627\u062f\u062b\u0629 \u0623\u0648 \u0644\u0643\u0644 \u0645\u0642\u0639\u062f \u2014 \u0628\u0639\u0636 \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646 \u064a\u062c\u0645\u0639\u0648\u0646 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0628\u064a\u0646\u0645\u0627 \u064a\u062a\u0642\u0627\u0636\u0649 \u0627\u0644\u0622\u062e\u0631\u0648\u0646 \u0631\u0633\u0648\u0645\u064b\u0627 \u0645\u0646\u0641\u0635\u0644\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u062a\u0635\u0645\u064a\u0645:<\/strong> \u0627\u0644\u0647\u0646\u062f\u0633\u0629\u060c \u0645\u0635\u0645\u0645\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u0648\u0643\u062a\u0651\u0627\u0628 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 (\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a) \u062a\u062a\u0648\u0633\u0639 \u0645\u0639 \u0627\u0644\u062a\u0639\u0642\u064a\u062f - \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0648\u0636\u0639 \u0627\u0644\u062e\u0628\u064a\u0631 \u0648\u0630\u0627\u0643\u0631\u0629 \u0648\u0627\u0639\u064a\u0629 \u0628\u0627\u0644\u0633\u064a\u0627\u0642 \u062a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0633\u0627\u0639\u0627\u062a.<\/li>\n<li><strong>\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 AI\/LLM:<\/strong> \u062a\u0643\u0627\u0644\u064a\u0641 \u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0631\u0645\u0648\u0632 \u0644\u062a\u0648\u0644\u064a\u062f \u0648\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u061b \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0643\u062b\u064a\u0641\u0629 \u0648\u0646\u0648\u0627\u0641\u0630 \u0633\u064a\u0627\u0642 \u0637\u0648\u064a\u0644\u0629 \u062a\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0641\u0648\u0627\u062a\u064a\u0631 \u0627\u0644\u0634\u0647\u0631\u064a\u0629.<\/li>\n<li><strong>\u0627\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0648\u0627\u0644\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u062e\u0644\u0641\u064a\u0629:<\/strong> \u0623\u0646\u0638\u0645\u0629 \u0625\u062f\u0627\u0631\u0629 \u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0633\u0644\u0629 WooCommerce\u060c 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loading=\"lazy\" decoding=\"async\" title=\"\"><\/p>\n<h2>\u0645\u0633\u0627\u0631 \u0627\u0644\u062d\u064a\u0627\u0629 \u0627\u0644\u0645\u0647\u0646\u064a\u0629: \u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u062f\u062e\u0648\u0644 \u0648\u0627\u0644\u0627\u0631\u062a\u0642\u0627\u0621 \u0643\u062e\u0628\u064a\u0631 \u062f\u0631\u062f\u0634\u0629<\/h2>\n<h3>\u0643\u064a\u0641 \u062a\u0635\u0628\u062d \u062e\u0628\u064a\u0631 \u062f\u0631\u062f\u0634\u0629\u061f<\/h3>\n<ul>\n<li><strong>\u062a\u0639\u0644\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/strong>\n<ul>\n<li>\u0627\u062a\u0642\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 (\u0627\u0644\u0645\u0641\u0636\u0644 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \/ \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a) \u0648\u062c\u0627\u0641\u0627 \u0633\u0643\u0631\u064a\u0628\u062a \u0644\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629\u061b \u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0627\u062a \u0645\u062b\u0644 TensorFlow \u0648PyTorch \u0648\u0627\u0628\u0646\u0650 \u062e\u0648\u0627\u062f\u0645 webhook \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Node.js.<\/li>\n<li>\u0627\u0644\u0645\u0648\u0627\u0631\u062f: \u062f\u0648\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0648\u0648\u062b\u0627\u0626\u0642 - \u062f\u0631\u0648\u0633 TensorFlow \u0648\u0648\u062b\u0627\u0626\u0642 PyTorch \u0647\u064a \u0646\u0642\u0627\u0637 \u0627\u0646\u0637\u0644\u0627\u0642 \u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0641\u0647\u0645 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629<\/strong>\n<ul>\n<li>\u0627\u062f\u0631\u0633 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641\u060c \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629 (NER)\u060c \u0648\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0642\u064a\u064a\u0645 (\u0627\u0644\u062f\u0642\u0629\/\u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u060c F1\u060c \u0627\u0644\u062a\u0639\u0642\u064a\u062f).<\/li>\n<li>\u0627\u0644\u0645\u0648\u0627\u0631\u062f: \u062f\u0648\u0631\u0629 CS224N \u0645\u0646 \u062c\u0627\u0645\u0639\u0629 \u0633\u062a\u0627\u0646\u0641\u0648\u0631\u062f\u060c \u062f\u0631\u0648\u0633 Hugging Face\u060c \u0648\u0645\u0648\u0627\u062f \u0645\u0637\u0648\u0631\u064a OpenAI \u0644\u0639\u0645\u0644\u064a\u0627\u062a LLM \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u062d\u0635\u0644 \u0639\u0644\u0649 \u062a\u062c\u0631\u0628\u0629 \u0639\u0645\u0644\u064a\u0629 \u0645\u0639 \u0623\u0637\u0631 \u0639\u0645\u0644 \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/strong>\n<ul>\n<li>\u062a\u0639\u0644\u0645 Rasa \u0644\u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0648Dialogflow \u0644\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0648\u0625\u0637\u0627\u0631 \u0639\u0645\u0644 Microsoft Bot \u0644\u0644\u062a\u0643\u0627\u0645\u0644\u0627\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629.<\/li>\n<li>\u0645\u0627\u0631\u0633 \u0628\u0646\u0627\u0621 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0646\u0634\u0626\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0628\u062f\u0648\u0646 \u0643\u0648\u062f \u0648\u0645\u0646\u062e\u0641\u0636\u064a \u0627\u0644\u0643\u0648\u062f \u0644\u0641\u0647\u0645 \u0642\u064a\u0648\u062f \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0627\u0644\u0633\u0631\u064a\u0639.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u0643\u0627\u0645\u0644\u0629 (\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0641\u0638\u0629)<\/strong>\n<ul>\n<li>\u0623\u0646\u0634\u0626 4-6 \u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u062f\u0631\u062f\u0634\u0629 \u0628\u0623\u0633\u0644\u0648\u0628 \u0627\u0644\u0625\u0646\u062a\u0627\u062c: \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629\u060c \u0645\u0633\u0627\u0639\u062f \u0627\u0644\u062d\u062c\u0632\u060c \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0633\u0644\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629\u060c \u0631\u0648\u0628\u0648\u062a \u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0645\u0633\u0627\u0639\u062f \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0633\u064a\u0627\u0642\u064a\u060c \u0648\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0639\u0632\u0632 \u0628\u0640 LLM (RAG).<\/li>\n<li>\u0642\u0645 \u0628\u0646\u0634\u0631 \u0631\u0648\u0628\u0648\u062a \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0641\u064a \u0642\u0646\u0627\u0629 \u0639\u0627\u0645\u0629 (\u0641\u064a\u0633\u0628\u0648\u0643 \u0645\u0627\u0633\u0646\u062c\u0631\u060c \u0648\u0627\u062a\u0633\u0627\u0628\u060c \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0648\u0642\u0639) \u0648\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a (\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u062d\u062a\u0648\u0627\u0621\u060c \u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u0643\u062a\u0645\u0627\u0644\u060c \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0643\u0644 \u0639\u0645\u064a\u0644 \u0645\u062d\u062a\u0645\u0644).<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u062a\u0639\u0644\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0648\u0639\u0645\u0644\u064a\u0627\u062a LLM.<\/strong>\n<ul>\n<li>\u0645\u0627\u0631\u0633 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0648\u062a\u062d\u0641\u064a\u0632 \u0633\u0644\u0633\u0644\u0629 \u0627\u0644\u0623\u0641\u0643\u0627\u0631\u060c \u0648\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0623\u0645\u0627\u0646\u060c \u0648\u0636\u0628\u0637 \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629\u060c \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 API (\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a + \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639).<\/li>\n<li>\u062f\u0631\u0627\u0633\u0629 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\u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062f\u0641\u0639\u060c \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u061b \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0648\u064a\u0628 \u0647\u0648\u0643\u0633\u060c \u0648OAuth\/SSO\u060c \u0648\u0637\u0648\u0627\u0628\u064a\u0631 \u0627\u0644\u0631\u0633\u0627\u0626\u0644.<\/li>\n<li>\u0625\u0636\u0627\u0641\u0629 \u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629: \u0627\u0644\u062a\u0633\u062c\u064a\u0644\u060c \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0646\u062d\u0631\u0627\u0641 \u0627\u0644\u0646\u064a\u0629\u060c \u0648\u0627\u062e\u062a\u0628\u0627\u0631 A\/B \u0627\u0644\u0622\u0644\u064a.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a \u0648\u0627\u0644\u0643\u062a\u0627\u0628\u0629<\/strong>\n<ul>\n<li>\u062a\u0639\u0644\u0645 \u0645\u0628\u0627\u062f\u0626 \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a (\u062a\u0628\u0627\u062f\u0644 \u0627\u0644\u0623\u062f\u0648\u0627\u0631\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621\u060c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u0627\u0631\u0626)\u060c \u0648\u0645\u0645\u0627\u0631\u0633\u0629 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0644\u0635\u064a\u0627\u063a\u0629 \u062d\u0648\u0627\u0631 \u0637\u0628\u064a\u0639\u064a \u064a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/li>\n<li>\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0645\u0639 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u062d\u0642\u064a\u0642\u064a\u064a\u0646 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0627\u0644\u0645\u0642\u0627\u0633\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0643\u062a\u0633\u0627\u0628 \u0627\u0644\u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0648\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644<\/strong>\n<ul>\n<li>\u0627\u0644\u062a\u062e\u0635\u0635 \u0641\u064a \u0627\u0644\u0642\u0637\u0627\u0639\u0627\u062a (\u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629\u060c \u0627\u0644\u0645\u0627\u0644\u064a\u0629\u060c \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629) \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0623\u062c\u0631 \u0623\u0639\u0644\u0649 \u0648\u0636\u0645\u0627\u0646 \u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0645\u062a\u0648\u0627\u0641\u0642\u0629 (HIPAA\/GDPR).<\/li>\n<li>\u062a\u0639\u0644\u0645 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0625\u0642\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u0634\u0641\u064a\u0631\u060c \u0648\u0627\u0644\u062a\u062f\u0642\u064a\u0642 \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u0646\u0638\u0645\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0633\u0627\u0647\u0645 \u0648\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0645\u062c\u062a\u0645\u0639<\/strong>\n<ul>\n<li>\u0627\u0646\u0634\u0631 \u0643\u0648\u062f \u0645\u0641\u062a\u0648\u062d \u0627\u0644\u0645\u0635\u062f\u0631\u060c \u0627\u0643\u062a\u0628 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\u0648\u062a\u0623\u0643\u064a\u062f \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a<\/strong>\n<ul>\n<li>\u0623\u0643\u0645\u0644 \u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0648\u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u062b\u0644 \u0634\u0647\u0627\u062f\u0629 Rasa\u060c \u062a\u062f\u0631\u064a\u0628 Google Cloud Dialogflow\u060c \u0645\u0624\u0647\u0644\u0627\u062a Microsoft Azure AI\u060c \u0623\u0648 \u0645\u0633\u0627\u0631\u0627\u062a ML \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0627\u0633\u062a\u0639\u062f \u0644\u0644\u0648\u0638\u0627\u0626\u0641 \u0648\u062a\u0641\u0627\u0648\u0636 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0648\u064a\u0636\u0627\u062a<\/strong>\n<ul>\n<li>\u0627\u0633\u062a\u0647\u062f\u0641 \u0627\u0644\u0623\u062f\u0648\u0627\u0631 \u0639\u0628\u0631 \u0627\u0644\u0637\u064a\u0641: \u0648\u0638\u0627\u0626\u0641 \u0648\u0643\u0644\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0645\u0637\u0648\u0631\u064a \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629\u060c \u0645\u0647\u0646\u062f\u0633\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u060c \u0648\u0648\u0638\u0627\u0626\u0641 \u062e\u0628\u0631\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0623\u0648 \u0627\u0644\u0642\u064a\u0627\u062f\u0629.<\/li>\n<li>\u0639\u0631\u0636 \u0646\u062a\u0627\u0626\u062c \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 (\u062a\u0642\u0644\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629\u060c 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\u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629\u061b \u0627\u0646\u0634\u0631 \u0623\u0639\u0645\u0627\u0644 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u0631\u0627\u0631 \u0648\u0648\u062c\u0647 \u0627\u0644\u0622\u062e\u0631\u064a\u0646 \u0644\u062a\u0639\u0632\u064a\u0632 \u0645\u0639\u0646\u0649 \u0648\u062e\u0628\u0631\u0629 \u0633\u0645\u0639\u0629 \u062e\u0628\u0631\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629.<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u062a\u062d\u0642\u0642 \u0644\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629<\/strong>\n<ol>\n<li>\u0623\u0643\u0645\u0644 \u062f\u0648\u0631\u0629 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0648\u062f\u0644\u064a\u0644 \u0625\u0637\u0627\u0631 \u0627\u0644\u0639\u0645\u0644 (Rasa\/Dialogflow).<\/li>\n<li>\u0642\u0645 \u0628\u0628\u0646\u0627\u0621 \u0648\u0646\u0634\u0631 \u0631\u0648\u0628\u0648\u062a\u064a\u0646 \u0641\u064a \u0627\u0644\u0645\u062d\u0641\u0638\u0629 (\u0648\u0627\u062d\u062f \u064a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0642\u0648\u0627\u0639\u062f\u060c \u0648\u0627\u0644\u0622\u062e\u0631 \u0645\u0639\u0632\u0632 \u0628\u0640 LLM).<\/li>\n<li>\u0642\u0645 \u0628\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645.<\/li>\n<li>\u062a\u0642\u062f\u0645 \u0644\u0644\u0648\u0638\u0627\u0626\u0641 \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0648\u0638\u0627\u0626\u0641 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u0648\u0627\u0635\u0644 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0639\u0627\u0644\u0645\u064a.<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<h3>\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0648\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062f\u0631\u062f\u0634\u0629: \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (\u0625\u0646\u0634\u0627\u0621 \u062f\u0631\u062f\u0634\u0629\u060c \u0643\u062a\u0627\u0628\u0629 \u062f\u0631\u062f\u0634\u0629)<\/h3>\n<p>\u0623\u0648\u0635\u064a \u0628\u062e\u0637\u0629 \u062a\u0639\u0644\u0645 \u0645\u0631\u062d\u0644\u064a\u0629 \u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0639 \u0625\u0634\u0627\u0631\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0644\u0648\u0638\u0627\u0626\u0641 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629. \u0627\u0628\u062f\u0623 \u0628\u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u062b\u0645 \u0623\u0636\u0641 \u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0645\u0624\u0647\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u0625\u0646\u0634\u0627\u0621 \u0623\u0645\u062b\u0644\u0629 \u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0644\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0644\u062c\u0630\u0628 \u0627\u0644\u0645\u062c\u0646\u062f\u064a\u0646 \u0648\u0645\u062f\u064a\u0631\u064a \u0627\u0644\u062a\u0648\u0638\u064a\u0641.<\/p>\n<h4>\u0623\u0639\u0645\u062f\u0629 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/h4>\n<ul>\n<li><strong>\u062a\u0642\u0646\u064a:<\/strong> Python\u060c JavaScript\/Node.js\u060c REST APIs\u060c Docker\u060c \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0648\u0627\u0644\u0625\u0644\u0645\u0627\u0645 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644 \u0628\u0625\u0637\u0627\u0631 \u0645\u062d\u0627\u062f\u062b\u0629 \u0648\u0627\u062d\u062f (Rasa\u060c Dialogflow\u060c \u0623\u0648 Microsoft Bot Framework).<\/li>\n<li><strong>ML\/NLP:<\/strong> \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a\u060c \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0648\u0627\u064a\u0627\u060c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u0645\u0627\u0629\u060c \u0625\u062f\u0627\u0631\u0629 \u062d\u0627\u0644\u0629 \u0627\u0644\u062d\u0648\u0627\u0631\u060c \u0648\u0627\u0644\u062e\u0628\u0631\u0629 \u0645\u0639 \u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a LLM.<\/li>\n<li><strong>\u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0648\u0627\u0644\u0643\u062a\u0627\u0628\u0629:<\/strong> \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0627\u062a\u060c \u0627\u062e\u062a\u0628\u0627\u0631 \u062a\u062c\u0631\u0628\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0644\u0637\u0648\u0627\u0631\u0626\u060c \u0648\u0645\u0647\u0627\u0631\u0627\u062a \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u0627\u0644\u0646\u063a\u0645\u0629 \u0648\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0627\u062d\u062a\u0643\u0627\u0643.<\/li>\n<li><strong>\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0648\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a:<\/strong> \u0645\u0624\u0634\u0631\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 (\u0645\u0639\u062f\u0644 \u0627\u0644\u0627\u062d\u062a\u0648\u0627\u0621\u060c \u0631\u0636\u0627 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u0627\u0644\u062a\u062d\u0648\u064a\u0644)\u060c \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062a\u062c\u0627\u0631\u0628\u060c \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0644\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u0633\u062a\u0645\u0631.<\/li>\n<\/ul>\n<h4>\u0627\u0644\u062f\u0648\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0648\u0635\u064a\u0627\u062a \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639<\/h4>\n<ul>\n<li>\u0627\u062a\u0628\u0639 \u0645\u0646\u0647\u062c\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 - \u0627\u062c\u0645\u0639 \u0628\u064a\u0646 \u062f\u0648\u0631\u0629 NLP \u0648\u062f\u0631\u0648\u0633 \u0639\u0645\u0644\u064a\u0629. \u0623\u0634\u064a\u0631 \u0627\u0644\u0645\u062a\u0639\u0644\u0645\u064a\u0646 \u0625\u0644\u0649 <a href=\"https:\/\/messengerbot.app\/ar\/%d8%af%d8%b1%d9%88%d8%b3-%d8%b1%d9%88%d8%a8%d9%88%d8%aa-%d8%a7%d9%84%d9%85%d8%b1%d8%a7%d8%b3%d9%84%d8%a9\/\">\u062f\u0631\u0648\u0633 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062d\u0648\u0644 \u0628\u0631\u0646\u0627\u0645\u062c Messenger Bot<\/a> \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0644\u0644\u0645\u0646\u0635\u0629 \u0648\u0625\u0644\u0649 <a href=\"https:\/\/messengerbot.app\/ar\/%d8%af%d9%88%d8%b1%d8%a9-%d9%85%d8%b7%d9%88%d8%b1-%d8%a7%d9%84%d8%af%d8%b1%d8%af%d8%b4%d8%a9-%d9%83%d9%8a%d9%81-%d8%aa%d8%b5%d8%a8%d8%ad-%d9%85%d8%b7%d9%88%d8%b1-%d8%af%d8%b1%d8%af%d8%b4%d8%a9-%d8%a7\/\">\u062f\u0648\u0631\u0629 \u0645\u0637\u0648\u0631 \u0627\u0644\u062f\u0631\u062f\u0634\u0629<\/a> \u0644\u062a\u0631\u062a\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0647\u0646\u064a.<\/li>\n<li>\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0645\u0634\u0631\u0648\u0639: \u0628\u0646\u0627\u0621 \u0631\u0648\u0628\u0648\u062a FAQ \u0644\u062f\u0639\u0645 \u0627\u0644\u0639\u0645\u0644\u0627\u0621\u060c \u062a\u062f\u0641\u0642 \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0639\u0631\u0628\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u0629 \u0627\u0644\u0625\u0644\u0643\u062a\u0631\u0648\u0646\u064a\u0629 \u0627\u0644\u0645\u062f\u0645\u062c \u0645\u0639 WooCommerce\u060c \u0648\u0643\u064a\u0644 \u062f\u0639\u0645 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a\u060c \u0648\u0645\u0633\u0627\u0639\u062f \u0645\u0639\u0631\u0641\u064a \u0645\u062f\u0639\u0648\u0645 \u0628\u0640 LLM. \u0648\u062b\u0642 \u0643\u0644 \u0630\u0644\u0643 \u0643\u0623\u0645\u062b\u0644\u0629 \u0639\u0644\u0649 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0641\u064a \u0627\u0644\u0645\u062d\u0641\u0638\u0629 \u0645\u0639 \u0645\u0642\u0627\u064a\u064a\u0633 \u0648\u0645\u062e\u0637\u0637\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u064a\u0629.<\/li>\n<li>\u0646\u0634\u0631 \u0645\u0634\u0631\u0648\u0639 \u0648\u0627\u062d\u062f \u0639\u0644\u0649 \u0642\u0646\u0627\u0629 \u0645\u0628\u0627\u0634\u0631\u0629 (\u062a\u0636\u0645\u064a\u0646\u0647 \u0641\u064a \u0645\u0648\u0642\u0639 \u0648\u064a\u0628 \u0623\u0648 \u0631\u0628\u0637\u0647 \u0628\u0640 Facebook Messenger) \u0648\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a - \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0644\u0629 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u062a\u0646\u0642\u0644 \u0627\u0644\u0645\u0631\u0634\u062d\u064a\u0646 \u0645\u0646 \u201c\u0627\u0644\u0646\u0638\u0631\u064a\u201d \u0625\u0644\u0649 \u0627\u0644\u0642\u0627\u0628\u0644\u064a\u0646 \u0644\u0644\u062a\u0648\u0638\u064a\u0641 \u0644\u0648\u0638\u0627\u0626\u0641 \u062e\u0628\u0631\u0627\u0621 \u0631\u0648\u0628\u0648\u062a\u0627\u062a \u0627\u0644\u062f\u0631\u062f\u0634\u0629.<\/li>\n<\/ul>\n<h2>\u0646\u062a\u0627\u0626\u062c \u0645\u062a\u0637\u0631\u0641\u0629: \u0623\u0639\u0644\u0649 \u0627\u0644\u0631\u0648\u0627\u062a\u0628 \u0648\u0623\u062f\u0648\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u0644\u062d\u0648\u0638\u0629<\/h2>\n<h3>\u0645\u0627 \u0647\u064a \u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a $900,000\u061f<\/h3>\n<p>\u0639\u0627\u062f\u0629\u064b \u0645\u0627 \u062a\u0634\u064a\u0631 \u201c\u0648\u0638\u064a\u0641\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a $900,000\u201d \u0625\u0644\u0649 \u0645\u0646\u0635\u0628 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\/\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0642\u062a\u0631\u0628 \u0627\u0644\u062a\u0639\u0648\u064a\u0636\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a\u0629 (TTComp) - \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0643\u0627\u0641\u0623\u0629 \u0648\u0645\u0646\u062d\u0629 \u0627\u0644\u0623\u0633\u0647\u0645 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 - \u0645\u0646 $900,000 \u0645\u0646 \u0627\u0644\u0642\u064a\u0645\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062c\u0631\u0628\u062a\u064a \u0641\u064a \u0628\u0646\u0627\u0621 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u062a\u0641\u0627\u0639\u0644\u064a\u0629\u060c \u0641\u0625\u0646 \u0647\u0630\u0627 \u0627\u0644\u0631\u0642\u0645 \u0627\u0644\u0631\u0626\u064a\u0633\u064a \u064a\u0645\u062b\u0644 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u062f\u0627\u0626\u0645\u064b\u0627 \u0627\u0644\u062a\u0639\u0648\u064a\u0636 \u0627\u0644\u0625\u062c\u0645\u0627\u0644\u064a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0631\u0627\u062a\u0628 \u0627\u0644\u0623\u0633\u0627\u0633\u064a \u0641\u0642\u0637. \u0627\u0644\u062a\u0631\u0643\u064a\u0628\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629 \u062a\u0628\u062f\u0648 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href=\"https:\/\/messengerbot.app\/ar\/%d8%a3%d9%81%d8%b6%d9%84-%d9%85%d9%86%d8%b5%d8%a9-%d8%af%d8%b1%d8%af%d8%b4%d8%a9-%d8%b9%d9%84%d9%89-%d9%81%d9%8a%d8%b3%d8%a8%d9%88%d9%83-%d8%af%d9%84%d9%8a%d9%84-%d8%b9%d9%85%d9%84%d9%8a-%d9%84%d8%a7\/\">\u0623\u0641\u0636\u0644 \u062f\u0644\u064a\u0644 \u0644\u0645\u0646\u0635\u0629 \u062f\u0631\u062f\u0634\u0629 \u0641\u064a\u0633\u0628\u0648\u0643<\/a> \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0642\u0631\u0627\u0621 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0628\u0646\u0627\u0621 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0634\u0631\u0627\u0621.<\/li>\n<li>\u0642\u062f\u0645 \u0623\u0635\u0648\u0644\u064b\u0627 \u0639\u0645\u0644\u064a\u0629 - \u0642\u0648\u0627\u0644\u0628 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0632\u064a\u0644 \u0644\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0623\u062f\u0644\u0629 \u0623\u0633\u0644\u0648\u0628 \u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u062f\u0631\u062f\u0634\u0629\u060c \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u062f\u0621 \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 - \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0632\u0648\u0627\u0631 \u0630\u0648\u064a \u0627\u0644\u0630\u064a\u0644 \u0627\u0644\u0637\u0648\u064a\u0644 \u0625\u0644\u0649 \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0645\u062a\u0641\u0627\u0639\u0644\u064a\u0646.<\/li>\n<\/ol>\n<p>\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0633\u064a\u0627\u0642 \u0645\u0648\u062b\u0648\u0642 \u062d\u0648\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0648\u062e\u064a\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u0627\u0626\u0639\u064a\u0646\u060c \u0623\u0633\u062a\u0639\u0631\u0636 \u0627\u0644\u0645\u0631\u0627\u062c\u0639 \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0645\u062b\u0644 <a href=\"https:\/\/openai.com\" target=\"_blank\" rel=\"noopener\">\u0623\u0648\u0628\u0646 \u0623\u064a\u0647 \u0622\u064a<\/a>, <a href=\"https:\/\/www.ibm.com\/watson\" target=\"_blank\" rel=\"noopener\">\u0622\u064a \u0628\u064a \u0625\u0645 \u0648\u0627\u062a\u0633\u0648\u0646<\/a>, \u0648\u0639\u0631\u0648\u0636 Brain Pod AI \u0627\u0644\u0645\u0624\u0633\u0633\u064a\u0629 (\u0627\u0646\u0638\u0631 \u0627\u0644\u0635\u0641\u062d\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0640 Brain Pod AI) \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0627\u0644\u0641\u0631\u0642 \u0641\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0642\u062f\u0631\u0627\u062a \u0648\u0627\u0644\u0627\u0645\u062a\u062b\u0627\u0644 \u0644\u0646\u0634\u0631 \u0627\u0644\u0625\u0646\u062a\u0627\u062c. \u0639\u0646\u062f\u0645\u0627 \u062a\u062d\u062a\u0627\u062c \u0627\u0644\u0641\u0631\u0642 \u0625\u0644\u0649 \u0625\u0631\u0634\u0627\u062f\u0627\u062a \u0639\u0645\u0644\u064a\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0635\u0629\u060c \u0623\u0648\u062c\u0647\u0647\u0645 \u0625\u0644\u0649 <a href=\"https:\/\/messengerbot.app\/ar\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%a5%d9%86%d8%b4%d8%a7%d8%a1-%d8%a8%d9%88%d8%aa-%d9%85%d8%a7%d8%b3%d9%86%d8%ac%d8%b1-%d8%af%d9%84%d9%8a%d9%84-%d8%b9%d9%85%d9%84%d9%8a-%d9%84%d8%a8%d9%86%d8%a7%d8%a1\/\">\u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0631\u0648\u0628\u0648\u062a \u0639\u0644\u0649 \u0645\u0627\u0633\u0646\u062c\u0631<\/a> \u0627\u0644\u062f\u0644\u064a\u0644 \u0648 \u0627\u0644 <a href=\"https:\/\/messengerbot.app\/ar\/%d9%83%d9%8a%d9%81%d9%8a%d8%a9-%d8%b9%d9%85%d9%84-%d9%88%d8%a7%d8%ac%d9%87%d8%a9-%d8%a8%d8%b1%d9%85%d8%ac%d8%a9-%d8%a7%d9%84%d8%aa%d8%b7%d8%a8%d9%8a%d9%82%d8%a7%d8%aa-%d9%84%d9%84%d8%b0%d9%83%d8%a7\/\">\u062f\u0644\u064a\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0630\u0643\u064a<\/a> \u0644\u0645\u0648\u0627\u0621\u0645\u0629 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u0645\u064a\u0632\u0627\u0646\u064a\u0629 \u0648\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 (\u0631\u0648\u0627\u062a\u0628 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629).<\/p>\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629\u060c \u0648\u0646\u0634\u0631 \u0623\u0645\u062b\u0644\u0629 \u0645\u0644\u0645\u0648\u0633\u0629 \u0644\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0648\u062a\u0642\u062f\u064a\u0645 \u0645\u0648\u0627\u0631\u062f \u0645\u062c\u0627\u0646\u064a\u0629 \u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629\u060c \u0623\u0633\u062a\u0642\u0637\u0628 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0648\u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a\u064a \u0637\u0648\u064a\u0644 \u0627\u0644\u0630\u064a\u0644 - \u0645\u062d\u0648\u0644\u064b\u0627 \u0627\u0644\u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u063a\u0631\u064a\u0628\u0629 \u0645\u062b\u0644 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0644\u0644\u0643\u0644\u0627\u0628 \u0627\u0644\u062c\u0627\u0641\u0629 \u0623\u0648 \u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u062f\u0631\u062f\u0634\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0628\u064a\u0646 \u0642\u0648\u0633\u064a\u0646 \u0625\u0644\u0649 \u062d\u0631\u0643\u0629 \u0645\u0631\u0648\u0631 \u0639\u0636\u0648\u064a\u0629 \u0645\u062a\u0648\u0642\u0639\u0629 \u062a\u062a\u062c\u0647 \u0625\u0644\u0649 \u0635\u0641\u062d\u0627\u062a \u0627\u0644\u062a\u0648\u0638\u064a\u0641 \u0648\u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629.<\/p>","protected":false},"excerpt":{"rendered":"<input type=\"hidden\" value=\"\" data-essbisPostContainer=\"\" data-essbisPostUrl=\"https:\/\/messengerbot.app\/ar\/chatbot-experts-chatbot-jobs-salary-bot-costs-how-to-become-one-from-50k-entry-roles-to-900k-ai-jobs-free-chatbot-experts-picks\/\" data-essbisPostTitle=\"Chatbot Experts: Chatbot Jobs Salary, Bot Costs, How to Become One \u2014 From $50K Entry Roles to $900K AI Jobs (Free Chatbot Experts Picks)\" data-essbisHoverContainer=\"\"><p>Key Takeaways Chatbot experts command wide-ranging pay: entry roles and chatbot agent jobs often sit below engineering bands, while senior research and leadership roles can reach high-six to seven-figure total comp\u2014benchmark chatbot jobs salary by role and region. Typical salary bands: junior chatbot developers ~$70K\u2013$110K (US) \/ \u20b94L\u2013\u20b913.5L (India); mid-level conversational AI $110K\u2013$170K; senior ML\/AI [&hellip;]<\/p>\n","protected":false},"author":14928,"featured_media":259782,"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-259783","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\/259783","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=259783"}],"version-history":[{"count":0,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/posts\/259783\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media\/259782"}],"wp:attachment":[{"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/media?parent=259783"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/categories?post=259783"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/messengerbot.app\/ar\/wp-json\/wp\/v2\/tags?post=259783"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}