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\u0627\u0646\u062f\u0631\u0648\u0646\u06cc \u0637\u0648\u0631 \u067e\u0631\u060c \u0645\u0627\u0688\u0644\u0632 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u06a9\u0648\u0688 \u067e\u0631 \u0639\u0645\u0644 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u062f\u0631\u0627\u0635\u0644 \u0627\u06cc\u06a9 \u0645\u0646\u0638\u0645 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u062e\u0627\u0631\u062c \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0633 \u0645\u06cc\u06ba \u06a9\u06c1\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u06a9\u06c1 "\u0627\u0646 \u062f\u0644\u0627\u0626\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u0633 \u0679\u0648\u0644 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4” \u062c\u0628 \u0622\u067e \u06a9\u0627 \u06a9\u0648\u0688 \u06a9\u0633\u06cc \u0641\u0646\u06a9\u0634\u0646 \u06a9\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0648\u0627\u067e\u0633 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0628\u06be\u06cc\u062c\u062a\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0645\u0627\u0688\u0644 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0622\u06af\u06d2 \u06a9\u06cc\u0627 \u06a9\u0631\u0646\u0627 \u06c1\u06d2: \u06a9\u0633\u06cc \u062f\u0648\u0633\u0631\u06d2 \u0679\u0648\u0644 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06cc\u0627 \u062d\u062a\u0645\u06cc \u062c\u0648\u0627\u0628 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n

\u062a\u0645\u0627\u0645 \u0645\u0627\u0688\u0644\u0632 \u0679\u0648\u0644 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0648 \u0627\u0686\u06be\u06cc \u0637\u0631\u062d \u0633\u06d2 \u0633\u067e\u0648\u0631\u0679 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06a9\u06cc\u0648\u06cc\u0646 \u06a9\u0648 \u06cc\u06c1\u0627\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0645\u0642\u0627\u0645\u06cc \u0679\u0648\u0644 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06d2 \u062a\u062c\u0631\u0628\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0637\u0627\u0642\u062a\u0648\u0631 \u0627\u0648\u067e\u0646 \u0648\u06cc\u0679\u0646\u06af \u0622\u067e\u0634\u0646 \u06c1\u06d2\u06d4<\/p>\n

LangChain v1 create_agent<\/code> \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0622\u067e \u0627\u0633\u06d2 \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644\u060c \u0679\u0648\u0644\u0632 \u06a9\u06cc \u0641\u06c1\u0631\u0633\u062a\u060c \u0627\u0648\u0631 \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u06cc\u06c1 \u0645\u0627\u0688\u0644 \u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u062a\u06a9 \u06a9\u0627\u0644 \u0627\u0648\u0631 \u0631\u0633\u067e\u0627\u0646\u0633 \u0633\u0627\u0626\u06cc\u06a9\u0644 \u06a9\u0648 \u06c1\u06cc\u0646\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0645\u06cc\u06ba \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/h2>\n

\u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u0628\u06d2 \u0648\u0637\u0646 \u06c1\u06d2\u06d4 \u06c1\u0631 \u06a9\u0627\u0644 \u067e\u0648\u0631\u06cc \u06af\u0641\u062a\u06af\u0648 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0627\u0646 \u067e\u0679 \u0628\u06be\u06cc\u062c\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u0627\u0688\u0644 \u0635\u0631\u0641 \u0627\u0633 \u0627\u0646 \u067e\u0679 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u062c\u0648\u0627\u0628 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc "\u0645\u06cc\u0645\u0648\u0631\u06cc” \u0635\u0631\u0641 \u0648\u06c1 \u067e\u06cc\u0679\u0631\u0646 \u06c1\u06d2 \u062c\u0633\u06d2 \u0648\u06c1 \u0627\u06af\u0644\u06cc \u06a9\u0627\u0644 \u067e\u0631 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0648\u0627\u067e\u0633 \u0628\u06be\u06cc\u062c\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

\u0627\u0635\u0644 \u0645\u06cc\u06ba \u062f\u0648 \u0627\u06c1\u0645 \u0627\u0642\u0633\u0627\u0645 \u06c1\u06cc\u06ba:<\/p>\n

    \n
  1. \n

    \u0634\u0627\u0631\u0679 \u0679\u0631\u0645 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u0648\u062c\u0648\u062f\u06c1 \u06af\u0641\u062a\u06af\u0648 \u06a9\u0627 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06c1\u06d2\u06d4 \u0627\u06af\u0644\u06cc \u06a9\u0627\u0644 \u067e\u0631 \u062f\u0648\u0628\u0627\u0631\u06c1 \u0628\u06be\u06cc\u062c\u0646\u0627 \u0648\u06c1\u06cc \u06c1\u06d2 \u062c\u0648 \u0645\u062a\u0639\u062f\u062f \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u0648 \u0645\u0633\u062a\u0642\u0644 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0633\u06cc\u0634\u0646 \u062e\u062a\u0645 \u06c1\u0648\u0646\u06d2 \u067e\u0631 \u06cc\u06c1 \u063a\u0627\u0626\u0628 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n

  2. \n

    \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u062d\u0642\u0627\u0626\u0642 \u0627\u0648\u0631 \u0645\u0627\u0636\u06cc \u06a9\u06d2 \u062a\u0628\u0627\u062f\u0644\u06d2 \u06c1\u06cc\u06ba \u062c\u0648 \u0622\u067e \u062a\u0645\u0627\u0645 \u0633\u06cc\u0634\u0646\u0648\u06ba \u0645\u06cc\u06ba \u0628\u062a\u0627\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u06cc\u0627 \u0648\u06cc\u06a9\u0679\u0631 \u0627\u0633\u0679\u0648\u0631 \u0645\u06cc\u06ba \u0631\u06c1\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0645\u062a\u0639\u0644\u0642\u06c1 \u06c1\u0648\u0646\u06d2 \u067e\u0631 \u0644\u0648\u0688 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n

    \u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba \u06c1\u0645 \u0634\u0627\u0631\u0679 \u0679\u0631\u0645 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 \u06cc\u06c1 \u0633\u0628 \u0633\u06d2 \u0622\u0633\u0627\u0646 \u0627\u0648\u0631 \u0645\u0641\u06cc\u062f \u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u06cc\u0633\u06cc \u0686\u06cc\u0632 \u0645\u06cc\u06ba \u0628\u062f\u0644 \u062f\u06cc\u062a\u06cc \u06c1\u06d2 \u062c\u0648 \u062d\u0642\u06cc\u0642\u06cc \u06af\u0641\u062a\u06af\u0648 \u06a9\u0631 \u0633\u06a9\u06d2\u06d4<\/p>\n

    LangChain v1 \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679\u0631\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0642\u0644\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u0633\u067e\u0648\u0631\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u06a9 \u0627\u06cc\u0633\u06cc \u0631\u06cc\u0627\u0633\u062a \u062c\u0648 \u062a\u06be\u0631\u06cc\u0688 ID \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u06a9\u0627\u0644() \u06a9\u0627\u0644\u0648\u06ba \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u06cc \u062a\u0627\u0631\u06cc\u062e \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 \u06c1\u0645 \u0645\u062e\u062a\u0635\u0631 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u0644\u0679 \u0627\u0646 InMemorySaver \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n

    \u062d\u0648\u0635\u0644\u06c1 \u0627\u0641\u0632\u0627\u0626\u06cc \u0627\u0648\u0631 \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631<\/h2>\n

    \u0627\u0633 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u06a9\u06d2 \u067e\u06cc\u0686\u06be\u06d2 \u0645\u062d\u0631\u06a9 \u0645\u0642\u0627\u0645\u06cc LLM \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 Claude \u06cc\u0627 ChatGPT \u0633\u06d2 \u0645\u0644\u062a\u06d2 \u062c\u0644\u062a\u06d2 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0642\u062f\u0645 \u0622\u06af\u06d2 \u0628\u0691\u06be\u0627\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u06d2\u06d4 \u06cc\u06c1 \u0645\u0632\u06cc\u062f \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u06a9\u06d2 \u0645\u0642\u0627\u0645\u06cc LLM \u06a9\u06cc \u0627\u0641\u0627\u062f\u06cc\u062a \u06a9\u0648 \u0628\u06be\u06cc \u0628\u0691\u06be\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n

    \u06cc\u06c1 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0627\u0648\u0644\u0627\u0645\u0627 \u06a9\u0648 \u0645\u0642\u0627\u0645\u06cc Qwen \u0686\u06cc\u0679 \u0645\u0627\u0688\u0644 \u0686\u0644\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u06c1\u0631 \u0686\u06cc\u0632 \u06a9\u0648 \u062c\u0648\u0691\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 LangChain v1\u060c \u0627\u0648\u0631 \u0628\u0644\u0679 \u0627\u0646 InMemorySaver<\/code> \u0642\u0644\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u06cc\u0633\u0679 \u067e\u0648\u0627\u0626\u0646\u0679\u0631\u06d4<\/p>\n

    \u062c\u0628 \u0635\u0627\u0631\u0641 \u067e\u06cc\u063a\u0627\u0645 \u0628\u06be\u06cc\u062c\u062a\u0627 \u06c1\u06d2\u060c \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679\u0631 \u0645\u0648\u062c\u0648\u062f\u06c1 \u062a\u06be\u0631\u06cc\u0688 \u0622\u0626\u06cc \u0688\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u067e\u0686\u06be\u0644\u06cc \u06af\u0641\u062a\u06af\u0648 \u06a9\u0648 \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u0627\u0688\u0644 \u0627\u06cc\u06a9 \u062c\u0648\u0627\u0628 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06cc\u0627 \u0679\u0648\u0644 \u06a9\u0627\u0644 \u06a9\u0627 \u0627\u062e\u0631\u0627\u062c \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632 \u0627\u06cc\u06a9 \u0645\u0639\u06cc\u0627\u0631\u06cc \u06a9\u0627\u0644 \u0627\u0648\u0631 \u0631\u0633\u067e\u0627\u0646\u0633 \u0633\u0627\u0626\u06cc\u06a9\u0644 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u06a9\u06cc \u062c\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0645\u0648\u0691 \u06a9\u06d2 \u0627\u062e\u062a\u062a\u0627\u0645 \u067e\u0631\u060c \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679\u0631 \u0627\u06cc\u06a9 \u0646\u06cc\u0627 \u067e\u06cc\u063a\u0627\u0645 \u0648\u0627\u067e\u0633 \u062f\u06be\u0627\u06af\u06d2 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u06af\u0644\u06cc \u0628\u0627\u0631\u06cc \u06a9\u0627 \u067e\u0648\u0631\u0627 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06c1\u0648\u06af\u0627\u06d4<\/p>\n

    \u0645\u0631\u062d\u0644\u06c1 1: \u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0645\u0627\u0688\u0644\u0632 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n

    \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u067e\u0646\u06d2 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 Ollama \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n

    \u06c1\u0645 qwen3.5:4b \u0628\u0637\u0648\u0631 \u0645\u0627\u0688\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 \u06cc\u06c1 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632 \u06a9\u06cc \u062d\u0645\u0627\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0645\u06cc\u06ba \u0627\u0633\u06d2 \u0686\u06cc\u0679 \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u0645\u06cc\u06ba \u06a9\u0645 \u0631\u06cc\u0645 \u06c1\u06d2\u060c \u062a\u0648 \u0622\u067e \u0627\u0633 \u06a9\u06cc \u0628\u062c\u0627\u0626\u06d2 qwen3.5:0.8b \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n

    ollama pull qwen3.5:4b\n<\/code><\/pre>\n
    \u0645\u0631\u062d\u0644\u06c1 2: \u0627\u0632\u06af\u0631 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n
    python3 -m venv venv\nsource venv\/bin\/activate \n\npip install langchain langchain-core langchain-ollama langgraph\n<\/code><\/pre>\n
    \u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba langchain>=1.0.0<\/code>.<\/p>\n
    \u0645\u0631\u062d\u0644\u06c1 3: \u0627\u06cc\u062c\u0646\u0679 \u067e\u0627\u0626\u062a\u06be\u0646 \u06a9\u0648\u0688<\/h2>\n
    \u06a9\u0648\u0688 \u062a\u06cc\u0646 \u0686\u06cc\u0632\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2:<\/p>\n
    \u0633\u0628 \u0633\u06d2 \u0627\u0648\u067e\u0631 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0645\u0642\u0627\u0645\u06cc \u0627\u0648\u0644\u0627\u0645\u0627 \u0645\u0627\u0688\u0644 \u0627\u0648\u0631 \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n
    \u0679\u0648\u0644\u0632 \u0633\u06cc\u06a9\u0634\u0646 LangChain \u06a9\u06d2 \u0679\u0648\u0644\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u062f\u0648 \u0679\u0648\u0644\u0632 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 @tool<\/code> \u0688\u06cc\u06a9\u0648\u0631\u06cc\u0679\u0631\u06d4 current_time()<\/code> \u0645\u0648\u062c\u0648\u062f\u06c1 \u0645\u0642\u0627\u0645\u06cc \u062a\u0627\u0631\u06cc\u062e \u0627\u0648\u0631 \u0648\u0642\u062a \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u060c word_count(text)<\/code> \u0645\u062a\u0646 \u0645\u06cc\u06ba \u0627\u0644\u0641\u0627\u0638 \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0679\u0648\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 docstring \u0648\u06c1\u06cc \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0645\u0627\u0688\u0644 \u06cc\u06c1 \u0641\u06cc\u0635\u0644\u06c1 \u06a9\u0631\u062a\u06d2 \u0648\u0642\u062a \u062f\u06cc\u06a9\u06be\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u0633\u06d2 \u06a9\u0627\u0644 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u06cc\u0627 \u0646\u06c1\u06cc\u06ba\u060c \u0627\u0633 \u0644\u06cc\u06d2 \u0627\u0633 \u06a9\u06cc \u067e\u06cc\u0634\u06a9\u0634 \u0627\u06c1\u0645 \u06c1\u06d2\u06d4<\/p>\n
    \u06a9\u06c1 main()<\/code> \u0641\u0646\u06a9\u0634\u0646 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2: create_agent()<\/code>\u062a\u0627\u0631 InMemorySaver<\/code> \u0642\u0644\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679\u0631\u0632 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0646\u0679\u0631\u0627\u06cc\u06a9\u0679\u0648 \u0644\u0648\u067e\u0633 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u06c1\u0631 \u0645\u0648\u0691 \u067e\u0631\u060c \u0635\u0627\u0631\u0641 \u06a9\u0627 \u067e\u06cc\u063a\u0627\u0645 \u0627\u06cc\u06a9 \u0645\u0642\u0631\u0631\u06c1 \u062a\u06be\u0631\u06cc\u0688 \u0622\u0626\u06cc \u0688\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0628\u06be\u06cc\u062c\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0686\u06cc\u06a9 \u067e\u0648\u0627\u0626\u0646\u0679 \u06a9\u0648 \u0645\u0639\u0644\u0648\u0645 \u06c1\u0648 \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u06cc \u0628\u0627\u062a \u0686\u06cc\u062a \u06a9\u0648 \u0644\u0648\u0688 \u0627\u0648\u0631 \u0627\u0633\u0679\u0648\u0631 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n
    \u06a9\u0648\u0688 agent.py<\/em> \u0641\u0627\u0626\u0644<\/p>\n
    from datetime import datetime\n\nfrom langchain.agents import create_agent\nfrom langchain_core.tools import tool\nfrom langchain_ollama import ChatOllama\nfrom langgraph.checkpoint.memory import InMemorySaver\n\nCHAT_MODEL = \"qwen3.5:4b\"   # Ollama chat model. Must support tool calling.\n\nSYSTEM_PROMPT = (\n    \"You are a helpful assistant with access to tools for getting the current time and counting words in text. \"\n    \"Use tools when the user's request needs one. \"\n    \"If the question doesn't need a tool, answer directly. \"\n    \"If a tool returns an error, explain the error plainly.\"\n)\n\n# ----- Tools -----\n@tool\ndef current_time() -> str:\n    \"\"\"Return the current local date and time.\n    Use this when the user asks what time or date it is.\n    \"\"\"\n    return datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\n\n@tool\ndef word_count(text: str) -> int:\n    \"\"\"Count the number of words in a piece of text.\n    Use this when the user asks how long a piece of writing is,\n    or asks you to count the words in something they've shared.\n    Returns the word count as an integer.\n    \"\"\"\n    return len(text.split())\n\n\nTOOLS = [current_time, word_count]\n\n\n# ----- Agent -----\n\ndef build_agent():\n    model = ChatOllama(model=CHAT_MODEL, temperature=0)\n\n    # InMemorySaver keeps conversation history in memory, keyed by thread ID.\n    # When the process exits, the history is gone because of short-term memory.\n    checkpointer = InMemorySaver()\n\n    return create_agent(\n        model=model,\n        tools=TOOLS,\n        system_prompt=SYSTEM_PROMPT,\n        checkpointer=checkpointer,\n    )\n\n\ndef main():\n    agent = build_agent()\n\n    # The thread ID tells the checkpointer which conversation to load and save.\n    config = {\"configurable\": {\"thread_id\": \"thread\"}}\n\n    print(\"Ready! Ask the agent something. It remembers the conversation.\\n\")\n\n    # Track how many messages existed before this turn, so we can slice out\n    # only the new ones (tool calls + final answer) from the returned state.\n    prev_message_count = 0\n\n    while True:\n        question = input(\"You: \").strip()\n        if not question or question.lower() == \"exit\":\n            break\n\n        result = agent.invoke(\n            {\"messages\": [{\"role\": \"user\", \"content\": question}]},\n            config=config,\n        )\n\n        # Only look at messages added during this turn, not the full history.\n        new_messages = result[\"messages\"][prev_message_count:]\n\n        # Print any tool calls made in this turn.\n        for msg in new_messages:\n            tool_calls = getattr(msg, \"tool_calls\", None)\n            if tool_calls:\n                for call in tool_calls:\n                    print(f\"[tool call] {call['name']}({call['args']})\")\n\n        print(f\"\\nAnswer: {result['messages'][-1].content}\\n\")\n\n        # Update the count for the next turn.\n        prev_message_count = len(result[\"messages\"])\n<\/code><\/pre>\n
    \u0645\u0631\u062d\u0644\u06c1 4: \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/h2>\n
    python agent.py\n<\/code><\/pre>\n
    \u0627\u06cc\u062c\u0646\u0679 \u0627\u06cc\u06a9 \u0627\u0646\u0679\u0631\u0627\u06cc\u06a9\u0679\u0648 \u0644\u0648\u067e \u0634\u0631\u0648\u0639 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0628 \u0622\u067e \u06a9\u0648\u0626\u06cc \u0633\u0648\u0627\u0644 \u062f\u0631\u062c \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u06cc\u06c1 \u06cc\u0627 \u062a\u0648 \u0627\u0633 \u06a9\u0627 \u0628\u0631\u0627\u06c1 \u0631\u0627\u0633\u062a \u062c\u0648\u0627\u0628 \u062f\u06d2 \u06af\u0627 \u06cc\u0627 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u06cc\u06a9 \u06cc\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0679\u0648\u0644\u0632 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u06d2 \u06af\u0627\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0637\u06d2 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u0679\u0648\u0644 \u06a9\u0627\u0644 \u06a9\u0648 \u0645\u062a\u062d\u0631\u06a9 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4 \u06a9\u06c1 [tool call] \u0644\u0627\u0626\u0646\u06cc\u06ba \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06c1 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u062f\u06c1 \u0679\u0648\u0644 \u0627\u0648\u0631 \u062f\u0644\u0627\u0626\u0644 \u06a9\u0648 \u062f\u06a9\u06be\u0627\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u062a\u0627\u06a9\u06c1 \u0622\u067e \u062f\u06cc\u06a9\u06be \u0633\u06a9\u06cc\u06ba \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4<\/p>\n
    \u062c\u0648\u0627\u0628 \u067e\u0631 \u0628\u06be\u0631\u0648\u0633\u06c1 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0627\u0633\u06d2 \u0641\u0648\u0631\u0627\u064b \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u06d4 [tool call] \u06cc\u06c1 \u0644\u0627\u0626\u0646 \u0627\u0633 \u0628\u0627\u062a \u06a9\u06cc \u062a\u0635\u062f\u06cc\u0642 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0646\u06d2 \u0635\u062d\u06cc\u062d \u062f\u0644\u0627\u0626\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0635\u062d\u06cc\u062d \u0679\u0648\u0644 \u0628\u0644\u0627\u06cc\u0627 \u06c1\u06d2\u06d4 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644\u0632 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0641\u0631\u0646\u0679\u06cc\u0626\u0631 \u0645\u0627\u0688\u0644\u0632 \u0633\u06d2 \u0686\u06be\u0648\u0679\u06d2 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba \u0627\u0648\u0631 \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0679\u0648\u0644 \u0622\u0631\u06af\u06cc\u0645\u0646\u0679\u0633 \u0645\u06cc\u06ba \u0632\u06cc\u0627\u062f\u06c1 \u0641\u0631\u06cc\u0628 \u0646\u0638\u0631 \u0622\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
    \u0622\u0626\u06cc\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0679\u06cc\u0633\u0679 \u0631\u0646 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0627\u0648\u0632\u0627\u0631 \u0627\u0648\u0631 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0628\u063a\u06cc\u0631<\/strong> \u062f\u0631\u062c \u0630\u06cc\u0644 \u062a\u06cc\u0646 \u0633\u0637\u0631\u0648\u06ba \u067e\u0631 \u062a\u0628\u0635\u0631\u06c1 \u06a9\u0631\u06cc\u06ba:<\/p>\n
    return create_agent(\n        model=model,\n        # tools=TOOLS,\n        # system_prompt=SYSTEM_PROMPT,\n        # checkpointer=checkpointer,\n    )\n<\/code><\/pre>\n
    \u06cc\u06c1 \u0645\u06cc\u0631\u0627 \u0686\u06cc\u0679 \u0633\u06cc\u0634\u0646 \u06c1\u06d2:<\/p>\n
    You: hi my name is Darsh\n\nAnswer: Hi Darsh! Nice to meet you. How can I help you today?\n\nYou: What is my name\n\nAnswer: I don't have access to personal information like your name! \n\nYou: what is the current time\n\nAnswer: I don't have access to real-time data, so I can't provide the exact current time. \n\nYou: What is the capital of USA\n\nAnswer: The capital of the United States is Washington, D.C.\n<\/code><\/pre>\n
    \u0645\u062c\u06be\u06d2 \u0627\u067e\u0646\u0627 \u0646\u0627\u0645 \u06cc\u0627\u062f \u0646\u06c1\u06cc\u06ba\u06d4 \u0622\u067e \u06a9\u06d2 \u067e\u0627\u0633 \u06a9\u0633\u06cc \u0679\u0648\u0644\u0632 \u062a\u06a9 \u0628\u06be\u06cc \u0631\u0633\u0627\u0626\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0622\u067e \u06a9\u0648 \u0648\u0642\u062a \u06a9\u0627 \u0639\u0644\u0645 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n
    \u0627\u0628 \u0627\u06cc\u062c\u0646\u0679 \u0686\u0644\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0679\u0648\u0644\u0632 \u0627\u0648\u0631 \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be<\/strong>. \u062a\u0628\u0635\u0631\u06c1 \u06a9\u06cc \u06af\u0626\u06cc \u062a\u06cc\u0646 \u0644\u0627\u0626\u0646\u0648\u06ba \u06a9\u0648 \u063a\u06cc\u0631 \u062a\u0628\u0635\u0631\u06c1 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4 \u0627\u0628 \u0622\u067e \u0630\u06cc\u0644 \u0645\u06cc\u06ba \u0641\u0631\u0642 \u062f\u06cc\u06a9\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
    You: hi my name is Darsh\n\nAnswer: Hello Darsh! Nice to meet you. How can I help you today?\n\nYou: What is my name\n\nAnswer: Your name is Darsh!\n\nYou: what is the current time\n[tool call] current_time({})\n\nAnswer: The current time is 21:30:58 on July 1, 2026.\n\nYou: what is the length of my name\n[tool call] word_count({'text': 'Darsh'})\n\nAnswer: Your name \"Darsh\" has:\n- **1 word** (it's a single word)\n- **5 letters** (D-a-r-s-h)\n\nSo depending on what you meant by \"length,\" it's either 1 word or 5 letters!\n\nYou: What is the capital of USA\n\nAnswer: The capital of the USA is Washington, D.C.\n<\/code><\/pre>\n
    \u0627\u06cc\u062c\u0646\u0679 \u0646\u06d2 4B \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0639\u0642\u0648\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0627 \u0645\u0638\u0627\u06c1\u0631\u06c1 \u06a9\u06cc\u0627\u06d4 \u0627\u0633\u06d2 \u0628\u0644\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u062a\u06be\u0627 current_time<\/code> \u0648\u0642\u062a \u06a9\u06d2 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u0644\u06cc\u06d2\u060c word_count<\/code> \u0645\u06cc\u0631\u06d2 \u0646\u0627\u0645 \u06a9\u06d2 \u062d\u0631\u0648\u0641 \u06a9\u06cc \u062a\u0639\u062f\u0627\u062f \u06af\u0646\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4<\/p>\n
    \u0679\u0648\u0644 \u06a9\u0627\u0644 \u06a9\u06d2 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0622\u067e \u062f\u0631\u062c \u0630\u06cc\u0644 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u062c\u0631\u0628\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba:<\/p>\n
      \n
    1. \n
      \u0679\u0648\u0644 \u0679\u067e\u0633: \u06c1\u0631 \u0679\u0648\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 docstrings \u0632\u06cc\u0627\u062f\u06c1 \u062a\u0631 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u0645\u062e\u0635\u0648\u0635\u060c \u06a9\u0627\u0631\u0631\u0648\u0627\u0626\u06cc \u067e\u0631 \u0645\u0628\u0646\u06cc \u06c1\u062f\u0627\u06cc\u0627\u062a \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0635\u062d\u06cc\u062d \u0679\u0648\u0644 \u0645\u0646\u062a\u062e\u0628 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4<\/p>\n<\/li>\n
    2. \n
      \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679\u0633: \u0627\u067e\u0646\u06d2 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0648\u0627\u0636\u062d \u0631\u06c1\u0646\u0645\u0627\u0626\u06cc \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u06cc\u06ba \u06a9\u06c1 \u0679\u0648\u0644\u0632 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0628 \u06a9\u0631\u0646\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u06a9\u0627\u0644\u0632 \u06a9\u0648 \u06a9\u0628 \u06a9\u0645 \u06a9\u0631\u0646\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ol>\n
      \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc<\/h2>\n
      \u0627\u0633 \u0645\u062b\u0627\u0644 \u0645\u06cc\u06ba \u0634\u0627\u0631\u0679 \u0679\u0631\u0645 \u0645\u06cc\u0645\u0648\u0631\u06cc \u0635\u0631\u0641 \u0645\u0648\u062c\u0648\u062f\u06c1 \u06af\u0641\u062a\u06af\u0648 \u06a9\u06d2 \u062a\u06be\u0631\u06cc\u0688 \u067e\u0631 \u0644\u0627\u06af\u0648 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0639\u0644\u06cc\u062d\u062f\u06c1 \u0686\u06cc\u0679\u0633 \u0633\u06d2 \u0645\u0648\u0627\u062f \u06cc\u0627\u062f \u0631\u06a9\u06be\u0646\u06d2 \u06a9\u0648 \u06cc\u0642\u06cc\u0646\u06cc \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n
      LangChain v1 \u0645\u06cc\u06ba\u060c \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u067e\u0648\u0633\u0679\u06af\u0631\u06cc\u0633 \u062c\u06cc\u0633\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u0627\u0633\u0679\u0648\u0631 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0627\u0633\u06d2 \u0645\u0633\u062a\u0642\u0628\u0644 \u06a9\u06cc \u0628\u0627\u062a \u0686\u06cc\u062a \u0645\u06cc\u06ba \u062f\u0648\u0628\u0627\u0631\u06c1 \u062d\u0627\u0635\u0644 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u06d2\u06d4<\/p>\n
      \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u0648 \u0646\u0627\u0641\u0630 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u062f\u0648 \u0637\u0631\u06cc\u0642\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u06cc\u06a9 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u06cc\u0627 \u062a\u0648 \u0645\u0627\u0688\u0644 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u0627\u0648\u0631 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0679\u0648\u0644 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0646\u0627\u0645 \u0627\u0648\u0631 \u062c\u0648\u0627\u0628\u06cc \u062a\u0631\u062c\u06cc\u062d\u0627\u062a \u062c\u06cc\u0633\u06d2 \u062d\u0642\u0627\u0626\u0642 \u06a9\u0648 \u062e\u0648\u062f \u0628\u062e\u0648\u062f \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0688\u0644 \u0648\u06cc\u0626\u0631 \u06cc\u0627 \u0622\u0633 \u067e\u0627\u0633 \u06a9\u06d2 \u067e\u0627\u0626\u062a\u06be\u0648\u0646 \u06a9\u0648\u0688 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n
      \u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062e\u062a\u0635\u0631 \u0645\u062f\u062a \u06a9\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u0627\u06cc\u06a9 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0633\u06cc\u0634\u0646\u0648\u06ba \u0645\u06cc\u06ba \u06a9\u0686\u06be \u06cc\u0627\u062f \u0631\u06a9\u06be\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648 \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u0642\u062f\u0631\u062a\u06cc \u0627\u06af\u0644\u0627 \u0645\u0631\u062d\u0644\u06c1 \u06c1\u06d2\u06d4 \u0622\u067e LangChain \u062f\u0633\u062a\u0627\u0648\u06cc\u0632\u0627\u062a \u0645\u06cc\u06ba \u0637\u0648\u06cc\u0644 \u0645\u062f\u062a\u06cc \u0645\u06cc\u0645\u0648\u0631\u06cc \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f \u067e\u0691\u06be \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n
      \u0646\u062a\u06cc\u062c\u06c1<\/h2>\n
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[…]<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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