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\u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0644\u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0643\u0628\u064a\u0631 \u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u060c \u0647\u064a \u0645\u0647\u0627\u0631\u0629 \u062c\u062f\u064a\u062f\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0639\u0635\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u0648\u0647\u064a \u0645\u0641\u064a\u062f\u0629 \u062d\u062a\u0649 \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0639\u0627\u062f\u064a\u064a\u0646 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0648\u0644\u0643\u0646\u0647\u0627 \u0636\u0631\u0648\u0631\u064a\u0629 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\u062c\u0648\u062c\u0644<\/a>. \u0627\u0644\u0634\u0627\u0639\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u064a\u0628\u0633\u0637 \u0647\u0646\u062f\u0633\u0629 \u0645\u062a\u0642\u062f\u0645\u0629<\/a> \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0642\u062f\u064a\u0645 \u0646\u0638\u0627\u0645 \u0642\u0648\u0627\u0644\u0628 \u0633\u0647\u0644 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0645\u0646\u062e\u0641\u0636 \u0627\u0644\u0643\u0648\u062f \u064a\u062f\u064a\u0631 \u0627\u0644\u0633\u064a\u0627\u0642 \u0628\u0634\u0643\u0644 \u0641\u0639\u0627\u0644 \u0648\u064a\u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062e\u0627\u0631\u062c\u064a\u0629 \u0628\u0633\u0644\u0627\u0633\u0629. \u064a\u062a\u064a\u062d \u0644\u0643 \u0647\u0630\u0627 \u0625\u0646\u0634\u0627\u0621 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 LLM \u0644\u0633\u064a\u0627\u0642 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0645\u0645\u0627 \u064a\u0641\u062a\u062d \u0623\u0641\u0642\u064b\u0627 \u062c\u062f\u064a\u062f\u064b\u0627 \u0644\u0644\u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u0639 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n \u062a\u062a\u0645\u064a\u0632 \u0623\u062f\u0627\u0629 Immediate Poet \u0628\u062a\u0643\u0627\u0645\u0644\u0647\u0627 \u0627\u0644\u0633\u0644\u0633 \u0645\u0639 “\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a”\u060c \u0648\u0647\u064a \u062a\u0642\u0646\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u0644\u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0633\u0631\u064a\u0639 \u0644\u0640 LLMs \u062f\u0648\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0636\u0628\u0637 \u062f\u0642\u064a\u0642 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u0639\u0642\u062f \u0648\u0645\u0643\u0644\u0641. \u062a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0627\u0629 Immediate Poet \u0644\u062a\u0642\u062f\u064a\u0645 \u062a\u0641\u0627\u0639\u0644\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0645\u062f\u0641\u0648\u0639\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0633\u0647\u0648\u0644\u0629 \u0648\u0643\u0641\u0627\u0621\u0629.<\/p>\n\n\n\n \u0647\u0644 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 Immediate Poet \u0628\u0645\u062b\u0627\u0628\u0629 \u0644\u0645\u062d\u0629 \u0639\u0646 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a \u0644\u0634\u0631\u0643\u0629 Google \u0641\u064a \u0645\u062c\u0627\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0639\u0628\u0631 Gemini \u0648\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0631\u0649\u061f \u0625\u0646 \u0647\u0630\u0647 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062b\u064a\u0631\u0629 \u062a\u0633\u062a\u062d\u0642 \u0646\u0638\u0631\u0629 \u0641\u0627\u062d\u0635\u0629.<\/p>\n\n\n\n \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0644\u0642\u0637\u0627\u062a \u0642\u0644\u064a\u0644\u0629\u060c \u0646\u0639\u0637\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0639\u062f\u062f\u064b\u0627 \u0642\u0644\u064a\u0644\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0636\u062d \u0646\u0648\u0639 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0631\u064a\u062f\u0647\u0627 \u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0645\u062d\u062a\u0645\u0644\u0629 \u0645\u062e\u062a\u0644\u0641\u0629. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0628\u0636\u0639 “\u0644\u0642\u0637\u0627\u062a” \u0644\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u0631\u0641\u0647 \u0641\u064a \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629.<\/p>\n\n\n\n \u062a\u0643\u0645\u0646 \u0631\u0648\u0639\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0641\u064a \u0643\u0641\u0627\u0621\u062a\u0647. \u064a\u062a\u0636\u0645\u0646 \u0627\u0644\u0636\u0628\u0637 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0625\u0639\u0627\u062f\u0629 \u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u062c\u062f\u064a\u062f\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u0642\u062f \u064a\u0643\u0648\u0646 \u0645\u0643\u062b\u0641\u064b\u0627 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0648\u064a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0637\u0648\u064a\u0644\u0627\u064b\u060c \u0648\u0645\u0643\u0644\u0641\u064b\u0627\u060c \u0648\u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629. \u0645\u0646 \u0646\u0627\u062d\u064a\u0629 \u0623\u062e\u0631\u0649\u060c \u064a\u0648\u0641\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0629 \u0635\u063a\u064a\u0631\u0629 \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0645\u0639 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u0628\u062a\u0639\u062f\u064a\u0644 \u0633\u0644\u0648\u0643 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0648\u0641\u0642\u064b\u0627 \u0644\u0633\u064a\u0627\u0642 \u0645\u0639\u064a\u0646. \u062d\u062a\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u0636\u0628\u0637\u0647\u0627 \u0628\u062f\u0642\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0644\u062a\u0643\u064a\u064a\u0641 \u0633\u0644\u0648\u0643\u0647\u0627 \u0645\u0639 \u0633\u064a\u0627\u0642 \u0623\u0643\u062b\u0631 \u062a\u062d\u062f\u064a\u062f\u064b\u0627.<\/p>\n\n\n\n \u064a\u062a\u0645\u064a\u0632 \u0628\u0631\u0646\u0627\u0645\u062c Immediate Poet \u0628\u0642\u062f\u0631\u062a\u0647 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a. \u0641\u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0627\u0644\u0628 YAML \u0648Jinja2\u060c \u064a\u062a\u064a\u062d \u0644\u0643 \u0628\u0631\u0646\u0627\u0645\u062c Immediate Poet \u0625\u0646\u0634\u0627\u0621 \u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0648\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629 \u062a\u062a\u0636\u0645\u0646 \u0623\u0645\u062b\u0644\u0629 \u0645\u0646 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629 \u0641\u064a \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629.<\/p>\n\n\n\n \u0644\u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0645\u062b\u0627\u0644\u060c \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0643 \u062a\u0631\u064a\u062f \u062a\u0637\u0648\u064a\u0631 \u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0644\u062e\u062f\u0645\u0629 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0644\u0634\u0631\u0643\u0629 \u0628\u064a\u0639 \u0628\u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Immediate Poet\u060c \u064a\u0645\u0643\u0646\u0643 \u0628\u0633\u0647\u0648\u0644\u0629 \u062a\u0636\u0645\u064a\u0646 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0645\u062b\u0644 \u0633\u062c\u0644 \u0627\u0644\u0637\u0644\u0628\u0627\u062a \u0648\u062d\u0627\u0644\u0629 \u0623\u064a \u0637\u0644\u0628\u0627\u062a \u062d\u0627\u0644\u064a\u0629\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0631\u0648\u064a\u062c\u064a\u0629 \u0648\u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n \u0648\u0644\u0643\u0646 \u0645\u0627\u0630\u0627 \u0639\u0646 \u0627\u0644\u0646\u0628\u0631\u0629\u061f \u0647\u0644 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u0623\u0643\u062b\u0631 \u0648\u062f\u064a\u0629 \u0648\u0645\u0631\u062d\u064b\u0627\u060c \u0623\u0645 \u0631\u0633\u0645\u064a\u0629\u061f \u0623\u0645 \u0623\u0643\u062b\u0631 \u0625\u064a\u062c\u0627\u0632\u064b\u0627 \u0623\u0645 \u0625\u0639\u0644\u0627\u0645\u064b\u0627\u061f \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0636\u0645\u064a\u0646 “\u0628\u0636\u0639 \u0644\u0642\u0637\u0627\u062a” \u0645\u0646 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0646\u0627\u062c\u062d\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0636\u0628\u0637 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0631\u0648\u0628\u0648\u062a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0644\u062a\u062a\u0646\u0627\u0633\u0628 \u0645\u0639 \u0627\u0644\u0635\u0648\u062a \u0627\u0644\u0645\u0645\u064a\u0632 \u0644\u0643\u0644 \u0639\u0644\u0627\u0645\u0629 \u062a\u062c\u0627\u0631\u064a\u0629.<\/p>\n\n\n\n \u0642\u062f \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u064a \u0647\u064a:<\/p>\n\n\n\n \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u062a\u0632\u0648\u064a\u062f \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u0627\u0621 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629\u060c \u062d\u062a\u0649 \u064a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0648\u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u0648\u0625\u0630\u0627 \u0644\u0632\u0645 \u0627\u0644\u0623\u0645\u0631\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u0628\u064a\u0639\u0627\u062a \u0648\u0627\u0644\u0639\u0631\u0648\u0636 \u0627\u0644\u062a\u0631\u0648\u064a\u062c\u064a\u0629 \u0627\u0644\u062d\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n \u0644\u0643\u0646 \u0623\u0648\u0644\u0627\u064b\u060c \u0639\u0644\u064a\u0646\u0627 \u0623\u0646 \u0646\u0642\u062f\u0645 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u0623\u0633\u0644\u0648\u0628 \u0648\u0646\u0628\u0631\u0629 \u0627\u0644\u0635\u0648\u062a \u0627\u0644\u062a\u064a \u0648\u0639\u062f\u0646\u0627 \u0628\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/p>\n\n\n\n \u062a\u062a\u0645\u062a\u0639 \u0628\u0639\u0636 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0628\u0646\u0628\u0631\u0629 \u0623\u0643\u062b\u0631 \u0648\u062f\u064a\u0629 \u0648\u0645\u0631\u062d\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u0641\u0636\u0644 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0623\u0646\u0627\u0642\u0629 \u0623\u0643\u062b\u0631 \u0631\u0642\u064a\u064b\u0627.<\/p>\n\n\n\n \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0645\u062a\u0639 \u0628\u0646\u0628\u0631\u0629 \u0648\u062f\u064a\u0629 \u0648\u063a\u064a\u0631 \u0631\u0633\u0645\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0628\u062f\u0648 \u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/p>\n\n\n\n \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0624\u0643\u062f \u0639\u0644\u0649 \u0644\u0647\u062c\u0629 \u0623\u0643\u062b\u0631 \u0631\u0633\u0645\u064a\u0629 \u0648\u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629\u060c \u064a\u0645\u0643\u0646 \u062a\u0642\u062f\u064a\u0645 \u0625\u062c\u0627\u0628\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0646\u0641\u0633 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0648\u062c\u0647 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u062d\u0648 \u0623\u0633\u0644\u0648\u0628 \u0645\u062e\u062a\u0644\u0641:<\/p>\n\n\n\n \u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0643\u0648\u062f \u0623\u062f\u0646\u0627\u0647 \u0641\u0626\u0629 `Immediate` \u0645\u0646 Immediate Poet \u0644\u062a\u0634\u0643\u064a\u0644 \u0645\u0648\u062c\u0647 \u0648\u0627\u062d\u062f \u0645\u062a\u0645\u0627\u0633\u0643 \u0645\u0646 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0648\u0623\u0645\u062b\u0644\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0642\u0644\u064a\u0644\u0629\u060c \u0648\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0641\u0639\u0644\u064a\u0629. \u064a\u062a\u064a\u062d \u0644\u0646\u0627 \u0647\u0630\u0627 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0625\u0639\u0644\u0627\u0645\u0647\u0627 \u0628\u062f\u0642\u0629 \u0648\u064a\u062a\u0645 \u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u0628\u062f\u0642\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u063a\u0631\u0636 \u0648\u0627\u0644\u0623\u0633\u0644\u0648\u0628.<\/p>\n\n\n\n \u064a\u0639\u062f Immediate Poet \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0623\u062f\u0627\u0629 \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0641\u064a \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0641\u0647\u0648 \u0628\u0645\u062b\u0627\u0628\u0629 \u0628\u0648\u0627\u0628\u0629 \u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0633\u0647\u064a\u0644 \u062a\u0623\u0644\u064a\u0641 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0642\u0648\u0629 \u062a\u062e\u0635\u064a\u0635 \u0627\u0644\u0635\u0648\u062a \u0644\u0623\u0645\u062b\u0644\u0629 \u0642\u0644\u064a\u0644\u0629 \u0627\u0644\u0644\u0642\u0637\u0627\u062a\u060c \u064a\u0645\u0643\u0651\u0646\u0643 Immediate Poet \u0645\u0646 \u0625\u0646\u0634\u0627\u0621 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062a\u0637\u0648\u0631\u0629 \u0645\u0641\u064a\u062f\u0629 \u0648\u0645\u062e\u0635\u0635\u0629 \u0644\u0639\u0644\u0627\u0645\u062a\u0643 \u0627\u0644\u062a\u062c\u0627\u0631\u064a\u0629.<\/p>\n\n\n\n \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0637\u0648\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0641\u0625\u0646 \u0625\u062a\u0642\u0627\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0644\u0642\u0637\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0633\u064a\u0643\u0648\u0646 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u0628\u0642\u0627\u0621 \u0641\u064a \u0627\u0644\u0645\u0642\u062f\u0645\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0633\u0627\u0639\u062f\u0643 Immediate Poet \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0625\u0645\u0643\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u0640 LLMs\u060c \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0646\u0634\u0627\u0621 \u062d\u0644\u0648\u0644 \u0642\u0648\u064a\u0629 \u0648\u0639\u0645\u0644\u064a\u0629.<\/p>\n
\n<\/div>\u0642\u0648\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u0644\u0642\u0637\u0627\u062a<\/strong><\/h2>\n\n\n\n
\u0643\u064a\u0641 \u064a\u062c\u0639\u0644 \u0627\u0644\u0634\u0627\u0639\u0631 \u0627\u0644\u0633\u0631\u064a\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0644\u0642\u0637\u0627\u062a \u0642\u0644\u064a\u0644\u0629 \u0645\u062a\u0627\u062d\u064b\u0627<\/strong><\/h2>\n\n\n\n
\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/strong><\/h2>\n\n\n\n
- title: system directions \n function: system \n content material: | \n You're a customer support chatbot for a retail website. Your job is to help prospects by answering their questions, offering useful info, and resolving points. Under you may be offered some instance consumer inputs paired with responses which might be fascinating by way of tone, type, and voice. Emulate these examples in your responses to the consumer.\nIn these examples, placeholders marked with double query marks like '??placeholder??' shall be used as a substitute of actual consumer knowledge. After the examples, you will be supplied with actual knowledge in regards to the consumer's present and previous orders as a buyer, which you have to use faithfully in coping with the consumer. <\/code><\/pre>\n\n\n\n- title: buyer knowledge\n function: system\n content material: | \n present orders:\n {% for order in current_orders %}\n - {{ order.description }}\n {% endfor %}\n Previous orders:\n {% for order in past_orders %}\n - {{ order.description }}\n {% endfor %}\n\n- title: promotions\n function: system\n content material: | \n promotions:\n {% for promotion in promotions %}\n - {{ promotion.description }}\n {% endfor %}<\/code><\/pre>\n\n\n\n\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0646\u063a\u0645\u0629: \u0648\u062f\u064a\u0629 \u0623\u0645 \u0631\u0633\u0645\u064a\u0629\u061f<\/strong><\/h2>\n\n\n\n
- title: consumer immediate \n function: consumer \n content material: | \n Hello, I ordered ??product_name?? however have not obtained it but. What\u2019s occurring? \n\n- title: response \n function: assistant \n content material: | \n Hey ??user_name??! Sorry for the trouble\u2014let\u2019s get this sorted out ASAP. ? I\u2019m pulling up your order for ??product_name?? positioned on ??order_date??. Cling tight whereas I test the place it\u2019s at! \n\n- title: consumer immediate \n function: consumer \n content material: | \n I have to replace my transport tackle for an order I made right now, it needs to be ??new_address?? \n\n- title: response \n function: assistant \n content material: | \n Gotcha, ??user_name??! Let\u2019s be certain that your ??product_name?? will get to the fitting place. I\u2019ll change your transport to ??new_address?? immediately. All set\u2014the rest I can do for you? \n\n- title: consumer immediate \n function: consumer \n content material: | \n What\u2019s your return coverage? Unsure I\u2019m going to like ??product_name??. \n\n- title: response \n function: assistant \n content material: | \n No worries, ??user_name??! If ??product_name?? doesn\u2019t knock your socks off, we\u2019ve obtained an excellent simple return course of. Simply let me know, and I\u2019ll show you how to get it sorted out. ?<\/code><\/pre>\n\n\n\n- title: consumer immediate \n function: consumer \n content material: | \n Hello, I ordered ??product_name?? however have not obtained it but. Are you able to help? \n\n- title: response \n function: assistant \n content material: | \n Thanks for reaching out, ??user_name??. I apologize for any inconvenience this will have brought about. I'll promptly assessment the standing of your order for ??product_name?? positioned on ??order_date?? and supply an replace shortly. \n\n- title: consumer immediate \n function: consumer \n content material: | \n I have to replace my transport tackle for an order I made right now, it needs to be ??new_address?? \n\n- title: response \n function: assistant \n content material: | \n Definitely, ??user_name??. I'll replace your transport info to ??new_address?? for the order positioned right now. The modifications have been efficiently utilized. Is there the rest I can help you with? \n\n- title: consumer immediate \n function: consumer \n content material: | \n Might you clarify your return coverage? I\u2019m unsure about retaining ??product_name??. \n\n- title: response \n function: assistant \n content material: | \n Definitely, ??user_name??. If ??product_name?? doesn't meet your expectations, chances are you'll provoke a return inside our specified timeframe. I'll information you thru the method to make sure it's dealt with easily and effectively.<\/code><\/pre>\n\n\n\n\u062c\u0645\u0639\u0647\u0627 \u0645\u0639\u0627<\/strong><\/h2>\n\n\n\n
# Consumer knowledge\nuser_past_orders = get_past_orders(consumer)\nuser_current_orders = get_current_orders(consumer)\npromotions = get_promotions(consumer)\n\ntemplate_data = {\n \"past_orders\": user_past_orders,\n \"current_orders\": user_current_orders,\n \"promotions\": promotions\n}\n\n# Create the immediate utilizing Immediate Poet\n\ncombined_template = base_instructions + few_shot_examples + customer_data\n\nimmediate = Immediate(\n raw_template=combined_template,\n template_data=template_data\n)\n\n# Get response from OpenAI\nmodel_response = openai.ChatCompletion.create(\n mannequin=\"gpt-4\",\n messages=immediate.messages\n)<\/code><\/pre>\n\n\n\n\u0627\u0644\u0627\u0631\u062a\u0642\u0627\u0621 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Immediate Poet<\/strong><\/h2>\n\n\n\n