{"id":30786,"date":"2024-11-27T01:46:00","date_gmt":"2024-11-26T22:16:00","guid":{"rendered":"https:\/\/www.apk.co.ir\/?post_type=manual_kb&p=30786"},"modified":"2024-11-26T12:56:23","modified_gmt":"2024-11-26T09:26:23","slug":"review-of-risks-and-protective-measures-for-llm-systems","status":"publish","type":"manual_kb","link":"https:\/\/www.apk.co.ir\/kb\/review-of-risks-and-protective-measures-for-llm-systems\/","title":{"rendered":"\u0628\u0631\u0631\u0633\u06cc \u062e\u0637\u0631\u0627\u062a \u0648 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062d\u0641\u0627\u0638\u062a\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc LLM"},"content":{"rendered":"\n

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\n

\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f:<\/strong><\/mark> \u0645\u062f\u0644 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0686\u06cc\u0633\u062a \u0648 \u0686\u0631\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0646\u06cc\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a\u061f<\/a><\/p>\n<\/blockquote>\n\n\n\n

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\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0633\u0637\u062d \u062d\u0645\u0644\u0647\u200c\u06cc \u06a9\u0648\u0686\u06a9 LLM\u0647\u0627\u060c \u0648\u0642\u062a\u06cc \u0627\u0645\u0646\u06cc\u062a \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u06cc LLM \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u0639\u0627\u0642\u0644\u0627\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647\u060c \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645 LLM \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0644 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n\n

\u0645\u0648\u0627\u0631\u062f <\/strong>Prompt Injections<\/strong><\/strong><\/h3>\n\n\n\n

\u0645\u0633\u0627\u0626\u0644 Prompt Injections \u062f\u0631 \u0645\u0627\u0647\u06cc\u062a LLM \u0630\u0627\u062a\u06cc \u0627\u0633\u062a \u0648 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0631\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a\u06cc \u062f\u06cc\u06af\u0631\u060c \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0645\u0639\u0645\u0648\u0644\u06cc \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a \u0686\u0631\u0627\u06a9\u0647 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u067e\u064e\u0686 \u06a9\u0631\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 Prompt Injections \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. \u062d\u062a\u06cc \u0627\u06af\u0631 \u06cc\u06a9 LLM \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0645\u0646 \u0628\u0648\u062f\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0628\u06cc\u0646\u062f \u0648 \u0647\u0645\u06cc\u0634\u0647 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u062f\u060c \u0647\u0645\u06cc\u0634\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0648\u0631 \u0632\u062f\u0646\u0650 \u0647\u0631 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u06cc \u0627\u0639\u0645\u0627\u0644 \u0634\u062f\u0647 \u06cc\u0627 Prompt Injections\u060c \u0628\u0647 LLM \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0645\u0627 \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0646\u0638\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u06cc\u06a9 LLM \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0646\u0627\u0627\u0645\u0646 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u060c \u0648 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0646\u0634\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062a\u0644\u0642\u06cc \u06a9\u0646\u06cc\u0645. \u06cc\u06a9 \u0645\u0634\u06a9\u0644 Prompt Injections \u062f\u0631 \u06cc\u06a9 LLM \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062d\u0627\u06a9\u06cc \u0627\u0632 \u06cc\u06a9 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM \u0628\u0627\u0634\u062f.<\/p>\n\n\n\n

\n

\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f: <\/mark><\/strong>\u0628\u0631\u0631\u0633\u06cc \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u06cc\u0645\u0646\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc<\/a><\/p>\n<\/blockquote>\n\n\n\n

\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc <\/strong>LLM<\/strong><\/strong><\/h3>\n\n\n\n

\u0633\u06cc\u0633\u062a\u0645 LLM \u0642\u0637\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u062c\u0632\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0634\u0627\u0645\u0644 \u0627\u062c\u0632\u0627\u06cc LLM \u0648 \u063a\u06cc\u0631 AI \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM\u060c \u062e\u0631\u0648\u062c\u06cc LLM \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0634\u0648\u062f\u060c \u0648 \u06cc\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0632\u0621 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f. \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0631\u0627 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u062a\u0644\u0642\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627 \u0646\u06cc\u0633\u062a \u06a9\u0647 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0645\u0641\u06cc\u062f \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0633\u062a\u0647 \u0628\u0647 \u0646\u062d\u0648\u0647\u200c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u200c\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0627\u0632 \u0622\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u0648\u062f. \u0627\u06af\u0631 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM \u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u0648 \u0628\u0631 \u0645\u062d\u0631\u0645\u0627\u0646\u0647 \u0628\u0648\u062f\u0646\u060c \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u06cc\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0628\u0648\u062f\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0628\u06af\u0630\u0627\u0631\u062f\u060c \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n\n\n\n

\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 LLM \u06a9\u062f \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0622\u0646 \u06a9\u062f\u060c \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u06cc\u06a9 \u06a9\u0627\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0644\u06cc\u062f\u0650 \u06cc\u06a9 \u0646\u0645\u0648\u062f\u0627\u0631\u060c \u06af\u0631\u062f\u0622\u0648\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u06a9\u062f\u0650 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 LLM \u062f\u0627\u0631\u0627\u06cc \u0646\u0642\u0635 \u06cc\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0628\u0627\u0634\u062f. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0627\u0647\u06cc\u062a \u063a\u06cc\u0631 \u0642\u0637\u0639\u06cc \u06cc\u06a9 LLM\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u0642\u0648\u0639 \u0622\u0646 \u0631\u0627 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0641\u0631 \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u06cc\u0646 \u0631\u06cc\u0633\u06a9\u060c \u0637\u0631\u0627\u062d\u06cc\u0650 \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u0650 \u00ab\u067e\u0633 \u0627\u0632 \u0641\u0631\u0622\u06cc\u0646\u062f\u00bb \u0627\u0633\u062a. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0634\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06a9\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 sandbox \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u06cc\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0645\u0646\u06cc\u062a \u0627\u06cc\u0633\u062a\u0627 \u0631\u0627 \u0631\u0648\u06cc \u06a9\u062f \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u067e\u0644\u062a\u200c\u0641\u0631\u0645 \u0642\u0648\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0637\u0631\u0627\u062d\u06cc pipeline \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u06cc\u0627 ML\u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0633\u06cc\u0633\u062a\u0645 LLM \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0647\u200c\u06af\u0632\u06cc\u0646\u06cc<\/strong> \u0633\u06cc\u0633\u062a\u0645 LLM<\/h3>\n\n\n\n

\u0627\u06cc\u0645\u0646\u06cc\u0650 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a \u06a9\u0644\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 LLM \u0645\u0647\u0645 \u0627\u0633\u062a. \u06cc\u06a9 \u0645\u0634\u06a9\u0644 \u0627\u06cc\u0645\u0646\u06cc \u062f\u0631 \u06cc\u06a9 \u0645\u062f\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0632\u0631\u06cc\u0642 \u0641\u0648\u0631\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0639\u062b \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 LLM \u0634\u0648\u062f. \u0647\u0631 \u0686\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u06cc\u0645\u0646\u200c\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0627\u0645\u0646\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645 LLM \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 LLM \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u0632 \u0627\u06cc\u0645\u0646 \u0628\u0648\u062f\u0646 \u0622\u0646 \u0622\u06af\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0645\u0646\u06cc \u06cc\u06a9 LLM\u060c \u067e\u0631\u0633\u06cc\u062f\u0646 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0624\u0627\u0644 \u0637\u0631\u0627\u062d\u06cc\u200c\u0634\u062f\u0647 \u062e\u0627\u0635 \u0627\u0632 \u0645\u062f\u0644 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0646\u062d\u0648\u0647\u200c\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0622\u0646 \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0645\u06cc\u0632\u0627\u0646\u0650 \u0627\u06cc\u0645\u0646 \u0628\u0648\u062f\u0646\u0650 \u06cc\u06a9 \u067e\u0627\u0633\u062e\u0650 \u0628\u0627\u0632 \u0627\u0632 LLM\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u0633\u062e \u0631\u0627 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646\u200c\u0647\u0627 \u06cc\u0627 \u0628\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f LLM \u062f\u06cc\u06af\u0631\u06cc \u06a9\u0647 \u0645\u062e\u0635\u0648\u0635 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0646\u06cc\u062f \u06a9\u0647 LLM \u062f\u0631 \u0641\u0631\u0645\u062a \u062e\u0627\u0635\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0648\u0633\u0637 regex \u062a\u062c\u0632\u06cc\u0647 \u0634\u0648\u062f\u060c \u067e\u0627\u0633\u062e \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 LLM \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u00ab\u0628\u0644\u0647\u00bb \u06cc\u0627 \u00ab\u062e\u06cc\u0631\u00bb \u067e\u0627\u0633\u062e \u062f\u0647\u062f \u0648 \u0628\u0633\u062a\u0647 \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc\u060c \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u067e\u0627\u0633\u062e \u0627\u0645\u0646 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631. \u0647\u0631 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062f\u0627\u0631\u0627\u06cc \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u0639\u0627\u06cc\u0628\u06cc \u0627\u0633\u062a \u0648 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0628\u0631\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0627\u0635 \u0634\u0645\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u0648\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u062e\u0627\u0631\u062c \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u0647\u200c\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u062d\u062f\u060c \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc e2e \u0631\u0627 \u062f\u0631 pipeline \u062a\u0648\u0633\u0639\u0647\u200c\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0645\u0639\u0645\u0648\u0644\u06cc \u062f\u0627\u0631\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0645\u0646\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0647\u0631 \u0645\u062f\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 LLM \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n\n\n\n

\u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0642\u0628\u0644 \u0634\u0627\u0645\u0644 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u06cc\u0645\u0646\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc LLM \u0647\u0633\u062a\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c lm-evaluation-harness \u062f\u0631 \u062d\u0627\u0644 \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 TrustyAI \u0627\u0633\u062a.<\/p>\n\n\n\n

\u0645\u062d\u0627\u0641\u0638\u200c\u0647\u0627<\/strong><\/strong><\/h3>\n\n\n\n

\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c \u0647\u06cc\u0686 \u06a9\u0633 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u062f \u06a9\u0647 \u06cc\u06a9 LLM \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0627\u06cc\u0645\u0646\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06af\u0631 \u0628\u0627\u06cc\u062f \u0628\u0647 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM <\/a>\u0627\u0639\u062a\u0645\u0627\u062f \u06a9\u0646\u06cc\u062f\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f. \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u06a9\u0647 \u0645\u062d\u0627\u0641\u0638\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647\u200c\u0627\u06cc (\u0628\u0647 \u0637\u0648\u0631 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u062a\u0648\u0633\u0637 \u067e\u0644\u062a\u200c\u0641\u0631\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062c\u0632\u0621 \u0627\u0632 \u0633\u06cc\u0633\u062a\u0645 LLM \u06af\u0646\u062c\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 Guardrails\u060c \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc LLM \u0631\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0646\u062f\u060c \u0648 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0633\u0627\u0644\u0650 \u0622\u0646 \u0628\u0647 \u062c\u0632\u0621 \u0628\u0639\u062f\u06cc \u0633\u06cc\u0633\u062a\u0645\u060c \u0622\u0646 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 Guardrails \u0642\u0627\u0628\u0644\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u0631\u0648\u062f\u06cc \u06cc\u0627 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644\u060c \u0647\u0646\u06af\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u0631\u0648\u062f\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u062e\u0631\u0628 \u0627\u0633\u062a \u06cc\u0627 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u0632 \u06cc\u06a9 \u062a\u0632\u0631\u06cc\u0642 \u0641\u0648\u0631\u06cc \u0633\u0648\u0621 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u062c\u0632\u0621 \u0645\u062d\u0627\u0641\u0638 \u062f\u0631 \u062d\u0627\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0644\u0627\u0634 \u06a9\u0646\u062f \u062a\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u062e\u0631\u0648\u062c\u06cc \u0646\u0627\u0627\u0645\u0646 \u0627\u0633\u062a \u06cc\u0627 \u062e\u06cc\u0631 \u0648 \u062d\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647\u060c \u0645\u0633\u062f\u0648\u062f \u06a9\u0646\u062f\u060c \u062b\u0628\u062a \u06a9\u0646\u062f \u0648 \u0632\u0646\u06af \u0647\u0634\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0635\u062f\u0627 \u062f\u0631\u0622\u0648\u0631\u062f.<\/p>\n\n\n\n

\u0628\u0631\u062e\u06cc \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc Guardrails \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0627\u0646\u0646\u062f Guardrails AI \u0648 NeMo-Guardrails \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u067e\u0631\u0648\u0698\u0647\u200c\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc TrustyAI \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u200c\u0647\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0628\u0631\u0631\u0633\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062d\u0641\u0627\u0638\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u0650 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a. IBM \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0646\u06af\u0647\u0628\u0627\u0646 \u06af\u0631\u0627\u0646\u06cc\u062a\u06cc \u0631\u0627 \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0647\u200c\u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062e\u0637\u0631\u0627\u062a \u062f\u0631 \u067e\u06cc\u0627\u0645\u200c\u0647\u0627 \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n\n\n\n

\u0647\u0646\u06af\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0645\u0646\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0628\u0632\u0631\u06af LLM \u0648 LLM\u0647\u0627\u060c \u0628\u0627\u06cc\u062f \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc LLM \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645\u0650 LLM \u0628\u0647 \u0639\u0646\u0648\u0627\u0646\u0650 \u06cc\u06a9 \u06a9\u0644 \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0631\u062f. \u0647\u0645\u06cc\u0634\u0647 \u062e\u0631\u0648\u062c\u06cc \u06cc\u06a9 LLM \u0631\u0627 \u0622\u0644\u0648\u062f\u0647 \u062a\u0644\u0642\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0628\u0627\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0622\u0646 \u0631\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0627\u0631\u0627\u0626\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u0627\u06cc\u0646 \u0627\u0645\u0631\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0632\u0645\u0627\u0646\u06cc \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f \u06a9\u0647 \u0622\u0646 \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u06cc\u06a9 \u062c\u0632\u0621\u0650 \u062f\u06cc\u06af\u0631 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f. \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f granite-guardian \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639\u200c\u0628\u0627\u0632 \u0645\u0627\u0646\u0646\u062f lm-evaluation-harness \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0648 \u0645\u062d\u06a9 \u0632\u062f\u0646 \u0627\u06cc\u0645\u0646\u06cc LLM\u0647\u0627\u060c \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TrustyAI \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc LLM\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u200c\u06cc \u0627\u0645\u0646\u06cc\u062a LLM \u0648 AI \u0648 \u0627\u06cc\u0645\u0646\u06cc \u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n

\u00a0<\/p>\n","protected":false},"author":1004068,"featured_media":0,"parent":0,"menu_order":0,"template":"","format":"standard","manualknowledgebasecat":[2970],"manual_kb_tag":[],"class_list":{"0":"post-30786","1":"manual_kb","2":"type-manual_kb","3":"status-publish","4":"format-standard","6":"manualknowledgebasecat-security"},"yoast_head":"\n\u0628\u0631\u0631\u0633\u06cc \u062e\u0637\u0631\u0627\u062a \u0648 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062d\u0641\u0627\u0638\u062a\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc LLM<\/title>\n<meta name=\"description\" content=\"\u0645\u062f\u0644 \u0633\u06cc\u0633\u062a\u0645 LLM\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u062e\u0635\u0635\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634\u200e\u0628\u06cc\u0646\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u062c\u0631\u06cc\u0627\u0646\u0650 \u062f\u0627\u062f\u0647\u060c \u0646\u0633\u0628\u062a\u0627\u064b \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.apk.co.ir\/knowledgebase\/review-of-risks-and-protective-measures-for-llm-systems\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0628\u0631\u0631\u0633\u06cc \u062e\u0637\u0631\u0627\u062a \u0648 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u062d\u0641\u0627\u0638\u062a\u06cc 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