{"id":2936,"date":"2026-06-09T18:27:25","date_gmt":"2026-06-09T15:27:25","guid":{"rendered":"https:\/\/shareai.now\/?p=2936"},"modified":"2026-06-09T18:34:34","modified_gmt":"2026-06-09T15:34:34","slug":"%d8%a8%db%81%d8%aa%d8%b1%db%8c%d9%86-llm-%d9%85%d8%b4%d8%a7%db%81%d8%af%d8%a7%d8%aa%db%8c-%d9%b9%d9%88%d9%84%d8%b2","status":"publish","type":"post","link":"https:\/\/shareai.now\/ur\/%d8%a8%d9%84%d8%a7%da%af\/%da%88%d9%88%db%8c%d9%84%d9%be%d8%b1%d8%b2\/%d8%a8%db%81%d8%aa%d8%b1%db%8c%d9%86-llm-%d9%85%d8%b4%d8%a7%db%81%d8%af%d8%a7%d8%aa%db%8c-%d9%b9%d9%88%d9%84%d8%b2\/","title":{"rendered":"2026 \u0645\u06cc\u06ba \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 AI \u0627\u06cc\u067e\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 7 \u0628\u06c1\u062a\u0631\u06cc\u0646 LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632"},"content":{"rendered":"<p>\u0622\u0631\u0679\u06cc\u06a9\u0644 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u06cc\u0627 \u06af\u06cc\u0627: \u062c\u0648\u0646 2026<\/p>\n\n\n\n<p>\u0628\u06c1\u062a\u0631\u06cc\u0646 LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062f\u06c1 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u0633\u0648\u0627\u0644 \u06a9\u0627 \u062c\u0648\u0627\u0628 \u062f\u06cc\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba: \u0627\u0633 AI \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0627\u0635\u0644 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u06c1\u0648\u0627\u061f<\/p>\n\n\n\n<p>\u06cc\u06c1 \u0633\u0648\u0627\u0644 \u062c\u0644\u062f \u06c1\u06cc \u0645\u0634\u06a9\u0644 \u06c1\u0648 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0648\u0627\u062d\u062f \u0635\u0627\u0631\u0641 \u0639\u0645\u0644 \u0627\u06cc\u06a9 \u067e\u0631\u0627\u0645\u067e\u0679\u060c \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0642\u062f\u0645\u060c \u0645\u0627\u0688\u0644 \u06a9\u0627\u0644\u060c \u0641\u0627\u0644 \u0628\u06cc\u06a9\u060c \u0679\u0648\u0644 \u06a9\u0627\u0644\u060c \u0622\u0624\u0679 \u067e\u0679 \u067e\u0627\u0631\u0633\u0631\u060c \u062a\u0634\u062e\u06cc\u0635\u06cc \u0627\u0633\u06a9\u0648\u0631\u060c \u0627\u0648\u0631 \u0628\u0644\u0646\u06af \u0627\u06cc\u0648\u0646\u0679 \u06a9\u0648 \u0645\u062a\u062d\u0631\u06a9 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u06cc\u06c1 \u0645\u0631\u0627\u062d\u0644 \u0644\u0627\u06af\u0632\u060c \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0646\u0646\u062f\u06c1 \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688\u0632\u060c \u06a9\u0633\u0679\u0645 \u0627\u0633\u067e\u0631\u06cc\u0688\u0634\u06cc\u0679\u0633\u060c \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u06a9\u06d2 \u0679\u0631\u06cc\u0633\u0632 \u0645\u06cc\u06ba \u0628\u06a9\u06be\u0631\u06d2 \u06c1\u0648\u0626\u06d2 \u06c1\u0648\u06ba\u060c \u062a\u0648 \u0688\u06cc\u0628\u06af\u0646\u06af \u0622\u062b\u0627\u0631 \u0642\u062f\u06cc\u0645\u06c1 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06c1\u0648 \u062c\u0627\u062a\u06cc \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p>AI \u0627\u06cc\u067e\u0633\u060c \u0627\u06cc\u062c\u0646\u0679\u0633\u060c \u06a9\u0648\u067e\u0627\u0626\u0644\u0679\u0633\u060c \u0627\u0648\u0631 RAG \u0633\u0633\u0679\u0645\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u06a9\u0648 \u067e\u0648\u0631\u0627 \u0631\u0627\u0633\u062a\u06c1 \u062f\u06a9\u06be\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2: \u067e\u0631\u0627\u0645\u067e\u0679\u0633\u060c \u0622\u0624\u0679 \u067e\u0679\u0633\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u0679\u0648\u06a9\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0644\u0627\u06af\u062a\u060c \u063a\u0644\u0637\u06cc\u0627\u06ba\u060c \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634\u06cc\u06ba\u060c \u0645\u0627\u0688\u0644 \u0631\u0627\u0633\u062a\u06d2\u060c \u0635\u0627\u0631\u0641 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627\u060c \u0627\u0648\u0631 \u0688\u0627\u0624\u0646 \u0627\u0633\u0679\u0631\u06cc\u0645 \u0679\u0648\u0644 \u0631\u0648\u06cc\u06c1\u06d4.<\/p>\n\n\n\n<p>\u06cc\u06c1\u0627\u06ba \u0633\u0627\u062a \u0679\u0648\u0644\u0632 \u06c1\u06cc\u06ba \u062c\u0648 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 AI \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0642\u0627\u0628\u0644 \u063a\u0648\u0631 \u06c1\u06cc\u06ba\u060c \u062c\u0646 \u0645\u06cc\u06ba SigNoz \u067e\u06c1\u0644\u06d2 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0641\u0644 \u0627\u0633\u0679\u06cc\u06a9 \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0645\u0633\u0626\u0644\u06c1 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0635\u0631\u0641 LLM \u0633\u0644\u0627\u0626\u0633 \u062f\u06a9\u06be\u0627\u0646\u06d2 \u06a9\u06d2\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0628\u06c1\u062a\u0631\u06cc\u0646 LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u062f\u06cc\u06a9\u06be\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2<\/h2>\n\n\n\n<p>LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u0627\u0648\u0631 \u062c\u0648\u0627\u0628\u0627\u062a \u06a9\u0648 \u0630\u062e\u06cc\u0631\u06c1 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0645\u0641\u06cc\u062f \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u06a9\u0648 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af\u060c \u067e\u0631\u0648\u0688\u06a9\u0679\u060c \u0627\u0648\u0631 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0644\u0627\u06af\u062a\u060c \u0627\u0648\u0631 \u0622\u0624\u0679 \u067e\u0679 \u0645\u0639\u06cc\u0627\u0631 \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0633\u0645\u062c\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u062f\u06cc\u0646\u06cc \u0686\u0627\u06c1\u06cc\u06d2\u06d4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0679\u0631\u06cc\u0633\u0632:<\/strong> \u0645\u0627\u0688\u0644 \u06a9\u0627\u0644\u0632\u060c \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u0642\u062f\u0645\u060c \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632\u060c \u062f\u0648\u0628\u0627\u0631\u06c1 \u06a9\u0648\u0634\u0634\u06cc\u06ba\u060c \u0641\u0627\u0644 \u0628\u06cc\u06a9\u0633\u060c \u0627\u0648\u0631 \u0688\u0627\u0624\u0646 \u0627\u0633\u0679\u0631\u06cc\u0645 \u0633\u0631\u0648\u0633\u0632\u06d4.<\/li>\n\n\n\n<li><strong>\u0645\u06cc\u0679\u0631\u06a9\u0633:<\/strong> \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u062a\u06be\u0631\u0648\u067e\u0679\u060c \u063a\u0644\u0637\u06cc \u06a9\u06cc \u0634\u0631\u062d\u060c \u0679\u0648\u06a9\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0645\u0627\u0688\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0631\u0627\u0633\u062a\u06d2 \u06a9\u06cc \u0635\u062d\u062a\u060c \u0627\u0648\u0631 \u0644\u0627\u06af\u062a\u06d4.<\/li>\n\n\n\n<li><strong>\u0644\u0627\u06af\u0632:<\/strong> \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627\u060c \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u06cc\u0648\u0646\u0679\u0633\u060c \u0627\u0633\u062a\u062b\u0646\u0627\u062a\u060c \u0627\u0648\u0631 \u0648\u0627\u0642\u0639\u06c1 \u06a9\u0627 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642\u06d4.<\/li>\n\n\n\n<li><strong>\u062a\u0634\u062e\u06cc\u0635\u0627\u062a:<\/strong> \u0645\u0639\u06cc\u0627\u0631 \u06a9\u06d2 \u0627\u0633\u06a9\u0648\u0631\u0632\u060c \u06c1\u06cc\u0644\u0648\u0633\u06cc\u0646\u06cc\u0634\u0646 \u0686\u06cc\u06a9\u0633\u060c \u0645\u0637\u0627\u0628\u0642\u062a \u0686\u06cc\u06a9\u0633\u060c \u0627\u0648\u0631 \u0631\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0679\u06cc\u0633\u0679\u0633\u06d4.<\/li>\n\n\n\n<li><strong>\u0641\u0644\u0679\u0631\u0646\u06af:<\/strong> \u0635\u0627\u0631\u0641\u060c \u0648\u0631\u06a9 \u0627\u0633\u067e\u06cc\u0633\u060c \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679\u060c \u0645\u0627\u0688\u0644\u060c \u0631\u0627\u0633\u062a\u06c1\u060c \u0645\u0627\u062d\u0648\u0644\u060c \u0627\u0648\u0631 \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u06cc\u0679\u0627 \u0688\u06cc\u0679\u0627\u06d4.<\/li>\n\n\n\n<li><strong>\u0627\u0648\u067e\u0646 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc \u0633\u067e\u0648\u0631\u0679:<\/strong> AI \u06a9\u06d2 \u0646\u0634\u0627\u0646\u0627\u062a \u06a9\u0648 \u0628\u0627\u0642\u06cc \u0633\u0627\u0641\u0679 \u0648\u06cc\u0626\u0631 \u0627\u0633\u0679\u06cc\u06a9 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0635\u0627\u0641 \u0631\u0627\u0633\u062a\u06c1\u06d4.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0627\u0688\u0644 <a href=\"https:\/\/opentelemetry.io\/docs\/concepts\/signals\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0627\u0648\u067e\u0646 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc \u0633\u06af\u0646\u0644\u0632 \u0645\u0627\u0688\u0644<\/a> \u0627\u06cc\u06a9 \u0645\u0641\u06cc\u062f \u0628\u0646\u06cc\u0627\u062f \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u062c\u062f\u06cc\u062f \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u0688\u06cc\u0628\u06af\u0646\u06af \u0646\u0634\u0627\u0646\u0627\u062a\u060c \u0645\u06cc\u0679\u0631\u06a9\u0633\u060c \u0644\u0627\u06af\u0632\u060c \u0627\u0648\u0631 \u0633\u06cc\u0627\u0642 \u0648 \u0633\u0628\u0627\u0642 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0644 \u06a9\u0631 \u0686\u0644\u0646\u06d2 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u0633\u06af\u0646\u0648\u0632<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"485\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg\" alt=\"\" class=\"wp-image-2937\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x485.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x364.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x727.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/signoz.io\/llm-observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0633\u06af\u0646\u0648\u0632<\/a> \u0648\u06c1 \u067e\u06c1\u0644\u0627 \u0679\u0648\u0644 \u06c1\u06d2 \u062c\u0633\u06d2 \u06c1\u0645 \u0627\u0646 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u0627\u0646\u0686\u06cc\u06ba \u06af\u06d2 \u062c\u0648 \u0648\u0633\u06cc\u0639 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u0622\u0628\u0632\u0631\u0648\u06cc\u0628\u0644\u0679\u06cc \u0627\u0633\u0679\u06cc\u06a9 \u06a9\u06d2 \u0627\u0646\u062f\u0631 LLM \u0622\u0628\u0632\u0631\u0648\u06cc\u0628\u0644\u0679\u06cc \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u0648\u067e\u0646 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc-\u0646\u06cc\u0679\u0648 \u06c1\u06d2 \u0627\u0648\u0631 \u0646\u0634\u0627\u0646\u0627\u062a\u060c \u0645\u06cc\u0679\u0631\u06a9\u0633\u060c \u0644\u0627\u06af\u0632\u060c \u0627\u0633\u062a\u062b\u0646\u0627\u062a\u060c \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688\u0632\u060c \u0627\u0648\u0631 \u0627\u0644\u0631\u0679\u0633 \u06a9\u0648 \u0627\u06cc\u06a9 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u0645\u06cc\u06ba \u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p>ShareAI \u0645\u06cc\u06ba\u060c \u06c1\u0645 SigNoz \u06a9\u0648 \u0627\u067e\u0646\u06cc \u0645\u0631\u06a9\u0632\u06cc \u0622\u0644-\u0627\u0646-\u0648\u0646 \u0622\u0628\u0632\u0631\u0648\u06cc\u0628\u0644\u0679\u06cc \u0627\u0648\u0631 \u0679\u0631\u06cc\u0633\u0646\u06af \u0644\u06cc\u0626\u0631 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u06c1\u0645 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 AI \u06a9\u06d2 \u0645\u0633\u0627\u0626\u0644 \u0634\u0627\u0630 \u0648 \u0646\u0627\u062f\u0631 \u06c1\u06cc \u0627\u06cc\u06a9 \u0645\u0627\u0688\u0644 \u06a9\u0627\u0644 \u06a9\u06d2 \u0627\u0646\u062f\u0631 \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u062e\u0631\u0627\u0628 \u062c\u0648\u0627\u0628 API \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u067e\u0631\u0648\u0648\u0627\u0626\u06cc\u0688\u0631 \u0631\u0648\u0679\u0646\u06af\u060c \u0631\u06cc\u0679\u0631\u06cc\u0632\u060c \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633 \u0679\u0627\u0626\u0645\u0646\u06af\u060c \u0642\u0637\u0627\u0631 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2\u060c \u0628\u0644\u0646\u06af \u0627\u06cc\u0648\u0646\u0679\u0633\u060c \u0627\u0648\u0631 \u0627\u06cc\u067e \u0644\u06cc\u0648\u0644 \u06a9\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4 SigNoz \u0679\u06cc\u0645 \u06a9\u0648 \u0627\u0646 \u0633\u06af\u0646\u0644\u0632 \u06a9\u0648 \u062c\u0648\u0691\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u062c\u06af\u06c1 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u0627\u0633 \u06a9\u06d2 \u06a9\u06c1 \u0645\u062e\u062a\u0644\u0641 \u0679\u0648\u0644\u0632 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u0686\u06be\u0644\u0627\u0646\u06af \u0644\u06af\u0627\u0626\u06cc \u062c\u0627\u0626\u06d2\u06d4.<\/p>\n\n\n\n<p>SigNoz \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0636\u0628\u0648\u0637 \u06c1\u06d2 \u062c\u0628 \u0622\u067e \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06c1 LLM \u06a9\u06d2 \u0646\u0634\u0627\u0646\u0627\u062a \u0639\u0627\u0645 \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0627\u0648\u0631 \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0631\u06c1\u06cc\u06ba\u06d4 \u0627\u0646 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u062c\u0648 \u067e\u06c1\u0644\u06d2 \u06c1\u06cc \u0627\u0648\u067e\u0646 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc\u060c \u0633\u0631\u0648\u0633 \u0645\u06cc\u067e\u0633\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc \u0679\u0631\u06cc\u0633\u0632\u060c \u0644\u0627\u06af \u06a9\u0648\u0631\u0644\u06cc\u0634\u0646\u060c \u0627\u0648\u0631 \u0627\u0644\u0631\u0679\u0646\u06af \u06a9\u06d2 \u0628\u0627\u0631\u06d2 \u0645\u06cc\u06ba \u0633\u0648\u0686 \u0631\u06c1\u06d2 \u06c1\u06cc\u06ba\u060c \u06cc\u06c1 SigNoz \u06a9\u0648 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 AI \u0633\u0633\u0679\u0645\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0639\u0645\u0644\u06cc \u0628\u0646\u06cc\u0627\u062f \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0648\u06c1 \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 LLM \u0622\u0628\u0632\u0631\u0648\u06cc\u0628\u0644\u0679\u06cc\u060c \u0627\u06cc\u067e \u0622\u0628\u0632\u0631\u0648\u06cc\u0628\u0644\u0679\u06cc\u060c \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u0633\u06af\u0646\u0644\u0632\u060c \u0627\u0648\u0631 \u0679\u0631\u06cc\u0633\u0646\u06af \u06a9\u0648 \u0627\u06cc\u06a9 \u062c\u06af\u06c1 \u0645\u06cc\u06ba \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u0644\u06cc\u0646\u06af\u0641\u06cc\u0648\u0632<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg\" alt=\"\" class=\"wp-image-2938\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1024x472.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-300x138.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-768x354.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-1536x707.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1-18x8.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1.jpg 1904w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/langfuse.com\/docs\/observability\/overview?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0644\u06cc\u0646\u06af \u0641\u06cc\u0648\u0632<\/a> LLM \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0679\u0631\u06cc\u0633\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0645\u0636\u0628\u0648\u0637 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0622\u067e\u0634\u0646 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0646\u0634\u0627\u0646\u0627\u062a\u060c \u0633\u06cc\u0634\u0646\u0632\u060c \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u060c \u0679\u0648\u06a9\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679\u060c \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679\u0633\u060c \u062a\u062c\u0631\u0628\u0627\u062a\u060c \u0627\u0648\u0631 \u062a\u0634\u062e\u06cc\u0635\u0627\u062a \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0628\u0646\u0627\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p>Langfuse \u0627\u06cc\u06a9 \u0627\u0686\u06be\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06c1\u06d2 \u062c\u0628 AI \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af \u0648\u0631\u06a9 \u0641\u0644\u0648 \u062e\u0648\u062f \u06a9\u0634\u0634 \u06a9\u0627 \u0645\u0631\u06a9\u0632 \u06c1\u0648\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06cc \u0679\u06cc\u0645 \u067e\u0631\u0627\u0645\u067e\u0679 \u0627\u06cc\u0679\u0631\u06cc\u0634\u0646\u060c \u0679\u0631\u06cc\u0633 \u0627\u0646\u0633\u067e\u06cc\u06a9\u0634\u0646\u060c \u0644\u0627\u06af\u062a \u06a9\u06cc \u0679\u0631\u06cc\u06a9\u0646\u06af\u060c \u0627\u0648\u0631 \u0627\u06cc\u0648\u0627\u0644 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u0648 \u0627\u06cc\u06a9 \u0645\u0642\u0635\u062f \u0633\u06d2 \u0628\u0646\u0627\u0626\u06d2 \u06af\u0626\u06d2 LLM \u0627\u0646\u0679\u0631\u0641\u06cc\u0633 \u0645\u06cc\u06ba \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0648 Langfuse \u0633\u0628 \u0633\u06d2 \u0648\u0627\u0636\u062d \u0622\u067e\u0634\u0646\u0632 \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u06cc\u06a9 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0688\u0648\u06cc\u0644\u067e\u0631 \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 LLM \u0679\u0631\u06cc\u0633\u0646\u06af\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679\u060c \u0627\u0648\u0631 \u0627\u06cc\u0648\u0627\u0644 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u0644\u06cc\u0646\u06af\u0633\u0645\u062a\u06be<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png\" alt=\"\" class=\"wp-image-2939\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1024x484.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-300x142.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-768x363.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-1536x726.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-4.png 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/info.langchain.com\/AI-Observability?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0644\u06cc\u0646\u06af\u0633\u0645\u062a\u06be<\/a> \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0642\u062f\u0631\u062a\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06c1\u06d2 \u062c\u0648 LangChain \u06cc\u0627 LangGraph \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062a\u0639\u0645\u06cc\u0631 \u06a9\u0631 \u0631\u06c1\u06cc \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 LLM \u0627\u06cc\u067e\u0633 \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0679\u0631\u06cc\u0633\u0646\u06af\u060c \u0645\u0627\u0646\u06cc\u0679\u0631\u0646\u06af\u060c \u062a\u0634\u062e\u06cc\u0635\u060c \u0627\u0644\u0631\u0679\u0633\u060c \u0627\u0648\u0631 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u0688\u06cc\u0628\u06af\u0646\u06af \u067e\u0631 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p>\u0628\u0646\u06cc\u0627\u062f\u06cc \u0641\u0627\u0626\u062f\u06c1 \u0645\u0627\u062d\u0648\u0644\u06cc\u0627\u062a\u06cc \u0646\u0638\u0627\u0645 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06c1\u0648\u0646\u0627 \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06cc \u0679\u06cc\u0645 \u067e\u06c1\u0644\u06d2 \u06c1\u06cc LangChain \u06a9\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u060c \u062a\u0648 LangSmith \u0679\u0631\u06cc\u0633\u0632\u060c \u062a\u0634\u062e\u06cc\u0635 \u06a9\u06d2 \u0631\u0646\u0632\u060c \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0688\u06cc\u0628\u06af\u0646\u06af \u06a9\u0648 \u062a\u0631\u0642\u06cc\u0627\u062a\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u0645\u062d\u0633\u0648\u0633 \u06a9\u0631\u0648\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> LangChain \u0627\u0648\u0631 LangGraph \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 \u0627\u067e\u0646\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0648 \u0645\u0636\u0628\u0648\u0637\u06cc \u0633\u06d2 \u0645\u0631\u0628\u0648\u0637 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u06c1\u06cc\u0644\u06cc \u06a9\u0648\u0646<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"490\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg\" alt=\"\" class=\"wp-image-2943\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1024x490.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-300x144.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-768x368.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-1536x736.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1.jpg 1896w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Helicone \u0627\u0646 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0641\u06cc\u062f \u06c1\u06d2 \u062c\u0648 OpenAI-\u0645\u0637\u0627\u0628\u0642 API \u0679\u0631\u06cc\u0641\u06a9 \u06a9\u06d2 \u0627\u0631\u062f \u06af\u0631\u062f \u0627\u06cc\u06a9 \u06c1\u0644\u06a9\u06cc \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u067e\u0631\u062a \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0627\u06a9\u062b\u0631 \u067e\u0631\u06a9\u0634\u0634 \u06c1\u0648\u062a\u0627 \u06c1\u06d2 \u062c\u0628 \u067e\u06c1\u0644\u0627 \u0645\u0633\u0626\u0644\u06c1 \u0633\u0627\u062f\u06c1 \u06c1\u0648: \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc\u06ba \u062f\u06cc\u06a9\u06be\u06cc\u06ba\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u0645\u0627\u0688\u0644 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u063a\u0644\u0637\u06cc\u0627\u06ba\u060c \u0635\u0627\u0631\u0641\u06cc\u0646\u060c \u0627\u0648\u0631 \u0644\u0627\u06af\u062a \u0628\u063a\u06cc\u0631 \u06a9\u0633\u06cc \u062d\u0633\u0628 \u0636\u0631\u0648\u0631\u062a \u062a\u062c\u0632\u06cc\u0627\u062a\u06cc \u067e\u0631\u062a \u06a9\u06d2\u06d4.<\/p>\n\n\n\n<p>Helicone \u06c1\u0645\u06cc\u0634\u06c1 \u0633\u0628 \u0633\u06d2 \u06af\u06c1\u0631\u0627 \u0641\u0644 \u0627\u0633\u0679\u06cc\u06a9 \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627\u060c \u0644\u06cc\u06a9\u0646 \u06cc\u06c1 \u0627\u0646 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0639\u0645\u0644\u06cc \u06c1\u06d2 \u062c\u0646\u06c1\u06cc\u06ba LLM \u06a9\u0627\u0644\u0632 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u062a\u06cc\u0632 API \u0633\u0637\u062d \u06a9\u06cc \u0628\u0635\u06cc\u0631\u062a \u0627\u0648\u0631 \u0644\u0627\u06af\u062a \u06a9\u06cc \u0646\u06af\u0631\u0627\u0646\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0627\u0633\u0679\u0627\u0631\u0679 \u0627\u067e\u0633 \u0627\u0648\u0631 \u067e\u0631\u0648\u0688\u06a9\u0679 \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 \u062a\u06cc\u0632 LLM API \u0645\u0634\u0627\u06c1\u062f\u06c1 \u0627\u0648\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u06cc \u0628\u0635\u06cc\u0631\u062a \u0686\u0627\u06c1\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u0627\u0631\u06cc\u0632 \u0641\u06cc\u0646\u06a9\u0633<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"489\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png\" alt=\"\" class=\"wp-image-2940\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1024x489.png 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-300x143.png 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-768x367.png 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-1536x733.png 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5-18x9.png 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-5.png 1900w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/arize.com\/docs\/phoenix\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0627\u0631\u06cc\u0632 \u0641\u06cc\u0646\u06a9\u0633<\/a> \u0627\u06cc\u06a9 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 AI \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0627\u0648\u0631 \u062a\u0634\u062e\u06cc\u0635\u06cc \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u0679\u0631\u06cc\u0633\u0646\u06af\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0627\u0646\u062c\u06cc\u0646\u0626\u0631\u0646\u06af\u060c \u0688\u06cc\u0679\u0627 \u0633\u06cc\u0679\u0633\u060c \u062a\u062c\u0631\u0628\u0627\u062a\u060c \u0627\u0648\u0631 \u062a\u0634\u062e\u06cc\u0635\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06cc \u062d\u0645\u0627\u06cc\u062a \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c OpenTelemetry \u0627\u0648\u0631 OpenInference \u0622\u0644\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be\u06d4.<\/p>\n\n\n\n<p>Phoenix \u0627\u0633 \u0648\u0642\u062a \u0645\u0641\u06cc\u062f \u06c1\u06d2 \u062c\u0628 \u0688\u06cc\u0628\u06af\u0646\u06af \u06a9\u0627\u0641\u06cc \u0646\u06c1 \u06c1\u0648 \u0627\u0648\u0631 \u0622\u067e \u06a9\u0648 \u062a\u0634\u062e\u06cc\u0635\u06cc \u0688\u06cc\u0679\u0627 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648\u0627\u0644\u0679\u06cc \u06a9\u0648 \u0628\u06c1\u062a\u0631 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06cc \u0628\u06be\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06d4 \u0679\u06cc\u0645\u06cc\u06ba \u0627\u0646\u0641\u0631\u0627\u062f\u06cc \u0631\u0646\u0632 \u06a9\u0627 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0622\u0624\u0679 \u067e\u0679\u0633 \u06a9\u0648 \u0627\u0633\u06a9\u0648\u0631 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2 \u06a9\u0648 \u062a\u06a9\u0631\u0627\u0631 \u06a9\u06d2 \u0644\u06cc\u06d2 \u062b\u0628\u0648\u062a \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 LLM \u062a\u0634\u062e\u06cc\u0635\u060c \u062a\u062c\u0631\u0628\u0627\u062a\u060c \u0627\u0648\u0631 \u06a9\u0648\u0627\u0644\u0679\u06cc \u0628\u06c1\u062a\u0631\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0633\u0627\u062a\u06be \u0679\u0631\u06cc\u0633 \u0645\u0639\u0627\u0626\u0646\u06c1 \u06a9\u06cc \u0628\u06be\u06cc \u067e\u0631\u0648\u0627\u06c1 \u06a9\u0631\u062a\u06cc \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u067e\u0631\u0627\u0645\u067e\u0679 \u0644\u06cc\u0626\u0631<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"487\" src=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg\" alt=\"\" class=\"wp-image-2941\" srcset=\"https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1024x487.jpg 1024w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-300x143.jpg 300w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-768x365.jpg 768w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-1536x731.jpg 1536w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6-18x9.jpg 18w, https:\/\/shareai.now\/wp-content\/uploads\/2026\/06\/image-6.jpg 1915w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><a href=\"https:\/\/www.promptlayer.com\/observability\/?utm_source=shareai.now&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u067e\u0631\u0627\u0645\u067e\u0679 \u0644\u06cc\u0626\u0631<\/a> \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0648 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u06cc\u0646\u062c\u0645\u0646\u0679 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u06cc\u06c1 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u0648\u06ba\u060c \u0627\u0633\u067e\u06cc\u0646\u0632\u060c \u0644\u0627\u06af\u062a\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0648\u0631\u0698\u0646\u0632\u060c \u0627\u0648\u0631 \u062a\u062c\u0632\u06cc\u0627\u062a \u06a9\u0648 \u0679\u0631\u06cc\u06a9 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062a\u0627\u06a9\u06c1 \u0679\u06cc\u0645\u06cc\u06ba \u067e\u0631\u0648\u0688\u06a9\u0634\u0646 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2 \u0627\u0648\u0631 \u067e\u0631\u0627\u0645\u067e\u0679 \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u0648 \u0633\u0645\u062c\u06be \u0633\u06a9\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<p>\u067e\u0631\u0627\u0645\u067e\u0679 \u0644\u06cc\u0626\u0631 \u0627\u0633 \u0648\u0642\u062a \u0645\u0648\u0632\u0648\u06ba \u06c1\u06d2 \u062c\u0628 \u067e\u0631\u0627\u0645\u067e\u0679 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u0645\u0631\u06a9\u0632\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06c1\u0648\u06ba\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u06cc \u0679\u06cc\u0645 \u0627\u06a9\u062b\u0631 \u067e\u0648\u0686\u06be\u062a\u06cc \u06c1\u06d2 \u06a9\u06c1 \u06a9\u0648\u0646 \u0633\u0627 \u067e\u0631\u0627\u0645\u067e\u0679 \u0648\u0631\u0698\u0646 \u0631\u06cc\u06af\u0631\u06cc\u0634\u0646 \u06a9\u0627 \u0633\u0628\u0628 \u0628\u0646\u0627\u060c \u06a9\u0648\u0646 \u0633\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062e\u0631\u0627\u0628 \u06c1\u0648\u0626\u06cc\u060c \u06cc\u0627 \u0627\u06cc\u06a9 \u067e\u0631\u0627\u0645\u067e\u0679 \u0645\u0627\u0688\u0644\u0632 \u06a9\u06d2 \u062f\u0631\u0645\u06cc\u0627\u0646 \u06a9\u06cc\u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0644\u06cc\u0626\u0631 \u0627\u0633 \u062a\u0627\u0631\u06cc\u062e \u06a9\u0648 \u0688\u06cc\u0628\u06af\u0646\u06af \u0644\u0648\u067e \u06a9\u06d2 \u0642\u0631\u06cc\u0628 \u0631\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<p><strong>\u0628\u06c1\u062a\u0631\u06cc\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/strong> \u0648\u06c1 \u0679\u06cc\u0645\u06cc\u06ba \u062c\u0648 \u067e\u0631\u0627\u0645\u067e\u0679 \u0648\u0631\u0698\u0646\u0646\u06af\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0627\u06cc\u0646\u0627\u0644\u06cc\u0679\u06a9\u0633\u060c \u0627\u0648\u0631 LLM \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u06cc \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be 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\u062c\u0648\u0691\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<p>\u0645\u0627\u0688\u0644-\u0631\u0633\u0627\u0626\u06cc \u067e\u0631\u062a \u06a9\u0648 \u062c\u0648\u0691\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0634\u0631\u0648\u0639 \u06a9\u0631\u06cc\u06ba <a href=\"https:\/\/shareai.now\/docs\/api\/using-the-api\/getting-started-with-shareai-api\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">\u0634\u06cc\u0626\u0631 \u0627\u06d2 \u0622\u0626\u06cc API \u062d\u0648\u0627\u0644\u06c1<\/a>. \u06d4 \u0679\u0631\u06cc\u0641\u06a9 \u06a9\u0648 \u0631\u0648\u0679 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0645\u0627\u0688\u0644\u0632 \u06a9\u0627 \u0645\u0648\u0627\u0632\u0646\u06c1 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0628\u0631\u0627\u0624\u0632 \u06a9\u0631\u06cc\u06ba <a href=\"https:\/\/shareai.now\/models\/?utm_source=blog&amp;utm_medium=content&amp;utm_campaign=best-llm-observability-tools\">ShareAI \u0645\u0627\u0688\u0644 \u0645\u0627\u0631\u06a9\u06cc\u0679 \u067e\u0644\u06cc\u0633 \u0633\u06d2<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0639\u0645\u0648\u0645\u06cc \u0633\u0648\u0627\u0644\u0627\u062a<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0628\u06c1\u062a\u0631\u06cc\u0646 LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u06a9\u06cc\u0627 \u06c1\u06cc\u06ba\u061f<\/h3>\n\n\n\n<p>\u0628\u06c1\u062a\u0631\u06cc\u0646 LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0679\u0648\u0644\u0632 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u067e\u0631 \u0645\u0646\u062d\u0635\u0631 \u06c1\u06cc\u06ba\u06d4 SigNoz \u0641\u0644 \u0627\u0633\u0679\u06cc\u06a9 \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0636\u0628\u0648\u0637 \u06c1\u06d2\u060c Langfuse \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 LLM \u0679\u0631\u06cc\u0633\u0646\u06af \u06a9\u06d2 \u0644\u06cc\u06d2\u060c LangSmith LangChain \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2\u060c Phoenix \u0627\u06cc\u0648\u0627\u0644-\u06c1\u06cc\u0648\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u0648\u0631 PromptLayer \u067e\u0631\u0627\u0645\u067e\u0679 \u0622\u067e\u0631\u06cc\u0634\u0646\u0632 \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">SigNoz \u0627\u0633 \u0641\u06c1\u0631\u0633\u062a \u0645\u06cc\u06ba \u067e\u06c1\u0644\u06d2 \u06a9\u06cc\u0648\u06ba \u06c1\u06d2\u061f<\/h3>\n\n\n\n<p>SigNoz \u067e\u06c1\u0644\u06d2 \u06c1\u06d2 \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 LLM \u0679\u0631\u06cc\u0633\u0632 \u06a9\u0648 \u0648\u0633\u06cc\u0639 \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0679\u06cc\u0644\u06cc\u0645\u06cc\u0679\u0631\u06cc \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u062a\u0627 \u06c1\u06d2\u06d4 \u0634\u06cc\u0626\u0631 \u0627\u06d2 \u0622\u0626\u06cc \u0645\u06cc\u06ba\u060c \u06c1\u0645 SigNoz \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0645\u0631\u06a9\u0632\u06cc \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0627\u0648\u0631 \u0679\u0631\u06cc\u0633\u0646\u06af \u067e\u0631\u062a \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba \u06a9\u06cc\u0648\u0646\u06a9\u06c1 AI \u0648\u0627\u0642\u0639\u0627\u062a \u0627\u06a9\u062b\u0631 \u0645\u0627\u0688\u0644\u0632\u060c APIs\u060c \u0688\u06cc\u0679\u0627 \u0628\u06cc\u0633\u060c \u0642\u0637\u0627\u0631\u06cc\u06ba\u060c \u0644\u0627\u06af\u0632\u060c \u0645\u06cc\u0679\u0631\u06a9\u0633\u060c \u0627\u0648\u0631 \u0627\u0646\u0641\u0631\u0627\u0633\u0679\u0631\u06a9\u0686\u0631 \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0634\u0627\u0645\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u06a9\u06cc\u0627 \u06c1\u06d2\u061f<\/h3>\n\n\n\n<p>LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc AI \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u06a9\u06d2 \u0631\u0648\u06cc\u06d2 \u06a9\u0648 \u0679\u0631\u06cc\u0633 \u06a9\u0631\u0646\u06d2\u060c \u0645\u0627\u067e\u0646\u06d2\u060c \u0644\u0627\u06af \u06a9\u0631\u0646\u06d2\u060c \u0627\u0648\u0631 \u062c\u0627\u0646\u0686\u0646\u06d2 \u06a9\u0627 \u0639\u0645\u0644 \u06c1\u06d2\u06d4 \u0627\u0633 \u0645\u06cc\u06ba \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u067e\u0631\u0627\u0645\u067e\u0679\u0633\u060c \u062c\u0648\u0627\u0628\u0627\u062a\u060c \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632\u060c \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u06d2 \u0645\u0631\u0627\u062d\u0644\u060c \u0679\u0648\u06a9\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0644\u0627\u06af\u062a\u060c \u062a\u0627\u062e\u06cc\u0631\u060c \u063a\u0644\u0637\u06cc\u0627\u06ba\u060c \u0627\u0648\u0631 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648\u0627\u0644\u0679\u06cc \u0633\u06af\u0646\u0644\u0632 \u0634\u0627\u0645\u0644 \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLM \u0645\u0634\u0627\u06c1\u062f\u0627\u062a\u06cc \u0639\u0627\u0645 \u0644\u0627\u06af\u0646\u06af \u0633\u06d2 \u06a9\u06cc\u0633\u06d2 \u0645\u062e\u062a\u0644\u0641 \u06c1\u06d2\u061f<\/h3>\n\n\n\n<p>\u0639\u0627\u0645 \u0644\u0627\u06af\u0646\u06af \u0648\u0627\u0642\u0639\u0627\u062a \u06a9\u0648 \u0631\u06cc\u06a9\u0627\u0631\u0688 \u06a9\u0631\u062a\u06cc \u06c1\u06d2\u06d4 LLM \u0645\u0634\u0627\u06c1\u062f\u06c1 \u067e\u0648\u0631\u06d2 AI \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u0648 \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0634\u06a9\u06cc\u0644 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0633 \u0645\u06cc\u06ba \u0645\u0627\u0688\u0644 \u0627\u0646 \u067e\u0679\u060c \u0622\u0624\u0679 \u067e\u0679\u060c \u062f\u0631\u0645\u06cc\u0627\u0646\u06cc \u0645\u0631\u0627\u062d\u0644\u060c \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632\u060c \u0644\u0627\u06af\u062a\u060c \u0627\u0648\u0631 \u0645\u0639\u06cc\u0627\u0631 \u0634\u0627\u0645\u0644 \u06c1\u06cc\u06ba\u06d4 \u06cc\u06c1 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u06cc\u06c1 \u0633\u0645\u062c\u06be\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u062f\u06cc\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 AI \u06a9\u0627 \u062c\u0648\u0627\u0628 \u06a9\u06cc\u0648\u06ba \u06c1\u0648\u0627\u060c \u0646\u06c1 \u06a9\u06c1 \u0635\u0631\u0641 \u06cc\u06c1 \u06a9\u06c1 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06c1\u0648\u0626\u06cc\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06a9\u06cc\u0627 \u0645\u062c\u06be\u06d2 LLM \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2 \u0627\u06af\u0631 \u0645\u06cc\u06ba \u067e\u06c1\u0644\u06d2 \u06c1\u06cc AI \u06af\u06cc\u0679 \u0648\u06d2 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u0648\u06ba\u061f<\/h3>\n\n\n\n<p>\u062c\u06cc \u06c1\u0627\u06ba\u06d4 AI \u06af\u06cc\u0679 \u0648\u06d2 \u0645\u0627\u0688\u0644 \u062a\u06a9 \u0631\u0633\u0627\u0626\u06cc \u06a9\u0648 \u0631\u0627\u0633\u062a\u06c1 \u062f\u06cc\u0646\u06d2\u060c \u0645\u06cc\u0679\u0631 \u06a9\u0631\u0646\u06d2\u060c \u0627\u0648\u0631 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06a9\u0631\u0646\u06d2 \u0645\u06cc\u06ba \u0645\u062f\u062f \u06a9\u0631 \u0633\u06a9\u062a\u0627 \u06c1\u06d2\u060c \u062c\u0628\u06a9\u06c1 \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0627 \u0679\u0648\u0644 \u067e\u0648\u0631\u06d2 \u0627\u06cc\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u0631\u0648\u06cc\u06d2 \u06a9\u0648 \u0688\u06cc\u0628\u06af \u0627\u0648\u0631 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\u0627\u0648\u0631 Builder \u06a9\u06cc \u06a9\u0645\u0627\u0626\u06cc \u06a9\u06d2 \u0644\u06cc\u06d2\u06d4 \u0627\u0633\u06d2 SigNoz \u062c\u06cc\u0633\u06d2 \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u06d2 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645\u0632 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u062c\u0648\u0691\u0627 \u062c\u0627\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2 \u062c\u0628 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u0645\u06a9\u0645\u0644 \u0679\u0631\u06cc\u0633\u0632\u060c \u0644\u0627\u06af\u0632\u060c \u0645\u06cc\u0679\u0631\u06a9\u0633\u060c \u0688\u06cc\u0634 \u0628\u0648\u0631\u0688\u0632\u060c \u0627\u0648\u0631 \u0627\u0644\u0631\u0679\u0633 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u0648\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 LLM \u0627\u06cc\u067e \u0645\u06cc\u06ba \u06a9\u06cc\u0627 \u0679\u0631\u06cc\u0633 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u061f<\/h3>\n\n\n\n<p>\u0679\u06cc\u0645\u0648\u06ba \u06a9\u0648 \u0635\u0627\u0631\u0641 \u06a9\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc\u06ba\u060c \u067e\u0631\u0627\u0645\u067e\u0679 \u0648\u0631\u0698\u0646\u0632\u060c \u0645\u0627\u0688\u0644 \u06a9\u0627\u0644\u0632\u060c \u0631\u06cc\u0679\u0631\u06cc\u0648\u0644 \u0645\u0631\u0627\u062d\u0644\u060c \u0679\u0648\u0644 \u06a9\u0627\u0644\u0632\u060c \u0631\u06cc\u0679\u0631\u06cc\u0632\u060c \u0641\u0627\u0644 \u0628\u06cc\u06a9\u0633\u060c \u0679\u0648\u06a9\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644\u060c \u0644\u06cc\u0679\u0646\u0633\u06cc\u060c \u0627\u06cc\u0631\u0631 \u0627\u0633\u0679\u06cc\u0679\u0633\u060c \u0627\u0648\u0631 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648\u0627\u0644\u0679\u06cc \u0686\u06cc\u06a9\u0633 \u0679\u0631\u06cc\u0633 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679\u0633 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0679\u0648\u0644 \u06a9\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0648\u0631 \u0639\u0645\u0644 \u062f\u0631\u0622\u0645\u062f \u06a9\u0627 \u062a\u0631\u062a\u06cc\u0628 \u062e\u0627\u0635 \u0637\u0648\u0631 \u067e\u0631 \u0627\u06c1\u0645 \u06c1\u06d2\u06d4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u06a9\u0648\u0646 \u0633\u0627 LLM \u0645\u0634\u0627\u06c1\u062f\u06c1 \u06a9\u0627 \u0679\u0648\u0644 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0679\u06cc\u0645\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u06c1\u06d2\u061f<\/h3>\n\n\n\n<p>SigNoz\u060c Langfuse\u060c Arize Phoenix\u060c \u0627\u0648\u0631 WhyLabs LangKit \u0633\u0628 \u06a9\u06d2 \u067e\u0627\u0633 \u0645\u0636\u0628\u0648\u0637 \u0627\u0648\u067e\u0646 \u0633\u0648\u0631\u0633 \u0632\u0627\u0648\u06cc\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0635\u062d\u06cc\u062d \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0633 \u067e\u0631 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