{"id":497,"date":"2026-10-14T01:13:15","date_gmt":"2026-10-14T01:13:15","guid":{"rendered":"https:\/\/dev.stariy.com\/?p=497"},"modified":"2026-10-20T01:02:01","modified_gmt":"2026-10-20T01:02:01","slug":"ai-agent-observability","status":"publish","type":"post","link":"https:\/\/stariy.com\/uk\/workflows\/ai-agent-observability\/","title":{"rendered":"Agent Observability: traces, \u043c\u0435\u0442\u0440\u0438\u043a\u0438 \u0442\u0430 \u043f\u043e\u0448\u0443\u043a \u043f\u0435\u0440\u0448\u043e\u0433\u043e \u0445\u0438\u0431\u043d\u043e\u0433\u043e \u043a\u0440\u043e\u043a\u0443"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u0417\u0432\u0438\u0447\u0430\u0439\u043d\u0456 application logs \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u0449\u043e \u0437\u0430\u043f\u0438\u0442 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0432\u0441\u044f \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u044e. <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-o001\">Agent Observability<\/a> \u043c\u0430\u0454 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u0442\u0438 \u0449\u0435 \u0439 \u0442\u0440\u0430\u0454\u043a\u0442\u043e\u0440\u0456\u044e: \u0449\u043e \u0431\u0430\u0447\u0438\u043b\u0430 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a046\">\u043c\u043e\u0434\u0435\u043b\u044c<\/a>, \u044f\u043a\u0438\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u0440\u0430\u043b\u0430, \u0449\u043e \u0432\u0456\u043d \u043f\u043e\u0432\u0435\u0440\u043d\u0443\u0432, \u0434\u0435 \u0432\u0456\u0434\u0431\u0443\u043b\u043e\u0441\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u043d\u043d\u044f \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f \u0442\u0430 \u044f\u043a\u0438\u0439 \u043c\u0435\u0445\u0430\u043d\u0456\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044e \u0434\u043e\u0437\u0432\u043e\u043b\u0438\u0432 \u0444\u0456\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0412\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0439\u0442\u0435 \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0443 \u043f\u043e\u0432\u0435\u0434\u0456\u043d\u043a\u0443 \u0441\u0438\u0441\u0442\u0435\u043c\u0438<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u044f OpenAI Agents SDK \u043e\u043f\u0438\u0441\u0443\u0454 traces, \u044f\u043a\u0456 \u043c\u0456\u0441\u0442\u044f\u0442\u044c \u0432\u0438\u043a\u043b\u0438\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0456 \u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432, handoffs, <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a034\">guardrails<\/a> \u0442\u0430 custom spans. \u041a\u043e\u0440\u0438\u0441\u043d\u0438\u0439 trace \u0442\u0430\u043a\u043e\u0436 \u0444\u0456\u043a\u0441\u0443\u0454 \u0447\u0430\u0441, \u0441\u0442\u0430\u0442\u0443\u0441, \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u0435\u043d\u0456 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438, \u0456\u0434\u0435\u043d\u0442\u0438\u0444\u0456\u043a\u0430\u0442\u043e\u0440\u0438 \u0434\u0436\u0435\u0440\u0435\u043b \u0456 \u043f\u043e\u0433\u043e\u0434\u0436\u0435\u043d\u043d\u044f.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0435 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0439\u0442\u0435 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u0438\u0439 chain-of-thought \u044f\u043a \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439\u043d\u0438\u0439 \u0436\u0443\u0440\u043d\u0430\u043b. \u0414\u043e\u043a\u0430\u0437\u0438 \u2014 \u0446\u0435 \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456 inputs, \u0440\u0456\u0448\u0435\u043d\u043d\u044f, \u0434\u0456\u0457 \u0442\u0430 outputs.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0422\u0440\u0438 \u0440\u0456\u0432\u043d\u0456 \u0441\u0438\u0433\u043d\u0430\u043b\u0456\u0432<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Outcome <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-m004\">metrics<\/a>:<\/strong> \u0447\u0438 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e \u0432\u0438\u043a\u043e\u043d\u0430\u043d\u043e \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f? \u0427\u0438 \u0437\u0430\u0434\u043e\u0432\u043e\u043b\u0435\u043d\u0438\u0439 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447 \u0430\u0431\u043e \u0441\u0438\u0441\u0442\u0435\u043c\u0430, \u0449\u043e \u043e\u0442\u0440\u0438\u043c\u0443\u0454 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Process metrics:<\/strong> \u0447\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043e \u043d\u0430\u043b\u0435\u0436\u043d\u0456 \u0434\u0436\u0435\u0440\u0435\u043b\u0430 \u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0438? \u0421\u043a\u0456\u043b\u044c\u043a\u0438 \u0437\u043d\u0430\u0434\u043e\u0431\u0438\u043b\u043e\u0441\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0438\u0445 \u0441\u043f\u0440\u043e\u0431, handoffs \u0456 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a019\">tokens<\/a>?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Safety metrics:<\/strong> \u0447\u0438 \u0437\u0430\u043f\u0438\u0442\u0443\u0432\u0430\u0432 \u0430\u0433\u0435\u043d\u0442 \u043f\u043e\u0433\u043e\u0434\u0436\u0435\u043d\u043d\u044f, \u0447\u0438 \u0434\u043e\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0432\u0441\u044f \u043c\u0435\u0436 \u0434\u043e\u0441\u0442\u0443\u043f\u0443 \u0434\u043e \u0434\u0430\u043d\u0438\u0445 \u0456 \u0447\u0438 \u0443\u043d\u0438\u043a\u0430\u0432 \u0437\u0430\u0431\u043e\u0440\u043e\u043d\u0435\u043d\u0438\u0445 \u0434\u0456\u0439?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u043c\u043e\u0436\u0435 \u0431\u0443\u0442\u0438 \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u0438\u0439 \u043d\u0435\u0431\u0435\u0437\u043f\u0435\u0447\u043d\u0438\u043c \u0448\u043b\u044f\u0445\u043e\u043c. \u0411\u0435\u0437\u043f\u0435\u0447\u043d\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441 \u0442\u0435\u0436 \u043c\u043e\u0436\u0435 \u0434\u0430\u0442\u0438 \u043d\u0435\u043f\u0440\u0438\u0434\u0430\u0442\u043d\u0443 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u044c. \u0412\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0439\u0442\u0435 \u043e\u0431\u0438\u0434\u0432\u0430 \u0430\u0441\u043f\u0435\u043a\u0442\u0438.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0417\u043d\u0430\u0439\u0434\u0456\u0442\u044c \u043f\u0435\u0440\u0448\u0438\u0439 \u0445\u0438\u0431\u043d\u0438\u0439 \u043a\u0440\u043e\u043a<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0438\u043f\u0443\u0441\u0442\u0456\u043c\u043e, \u0443 \u0444\u0456\u043d\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0437\u0432\u0456\u0442\u0456 \u043d\u0430\u0432\u0435\u0434\u0435\u043d\u043e \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0443 \u0446\u0456\u043d\u0443. \u041e\u0441\u0442\u0430\u043d\u043d\u0456\u0439 \u043a\u0440\u043e\u043a \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u0457 \u043c\u043e\u0436\u0435 \u043b\u0438\u0448\u0435 \u043f\u043e\u0432\u0442\u043e\u0440\u044e\u0432\u0430\u0442\u0438 \u0434\u0430\u0432\u043d\u0456\u0448\u0443 \u043f\u043e\u043c\u0438\u043b\u043a\u0443. \u0420\u0443\u0445\u0430\u0439\u0442\u0435\u0441\u044f \u043d\u0430\u0437\u0430\u0434 \u043f\u043e trace \u0434\u043e \u043f\u0435\u0440\u0448\u043e\u0433\u043e \u043d\u0435\u043f\u0456\u0434\u0442\u0432\u0435\u0440\u0434\u0436\u0435\u043d\u043e\u0433\u043e \u0441\u0442\u0430\u043d\u0443: \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0437\u043d\u0430\u0439\u0448\u043b\u0430 \u043d\u0435 \u0442\u0435 \u0434\u0436\u0435\u0440\u0435\u043b\u043e, \u043f\u0440\u043e\u043f\u0443\u0441\u0442\u0438\u043b\u0430 \u0444\u0456\u043b\u044c\u0442\u0440 \u0437\u0430 \u0434\u0430\u0442\u043e\u044e \u0430\u0431\u043e \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043f\u043e\u0432\u0435\u0440\u043d\u0443\u0432 \u043d\u0435\u043e\u0434\u043d\u043e\u0437\u043d\u0430\u0447\u043d\u0456 \u043e\u0434\u0438\u043d\u0438\u0446\u0456 \u0432\u0438\u043c\u0456\u0440\u044e\u0432\u0430\u043d\u043d\u044f. \u0412\u0438\u043f\u0440\u0430\u0432\u043b\u044f\u0439\u0442\u0435 \u0441\u0430\u043c\u0435 \u0446\u044e \u043c\u0435\u0436\u0443, \u0430 \u043d\u0435 \u0434\u043e\u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043d\u0430\u043f\u0440\u0438\u043a\u0456\u043d\u0446\u0456 \u0449\u0435 \u043e\u0434\u043d\u0443 \u0456\u043d\u0441\u0442\u0440\u0443\u043a\u0446\u0456\u044e \u00ab\u0431\u0443\u0442\u0438 \u0442\u043e\u0447\u043d\u0438\u043c\u00bb.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u043e\u0434\u0431\u0430\u0439\u0442\u0435 \u043f\u0440\u043e \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u0434\u043e \u043f\u043e\u0447\u0430\u0442\u043a\u0443 \u043b\u043e\u0433\u0443\u0432\u0430\u043d\u043d\u044f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Traces \u043c\u043e\u0436\u0443\u0442\u044c \u043c\u0456\u0441\u0442\u0438\u0442\u0438 <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-a037\">prompts<\/a>, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438, \u0430\u0440\u0433\u0443\u043c\u0435\u043d\u0442\u0438 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432 \u0456 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0456 \u0434\u0430\u043d\u0456. \u0417\u0431\u0438\u0440\u0430\u0439\u0442\u0435 \u043b\u0438\u0448\u0435 \u0442\u0435, \u0449\u043e \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u043e \u0434\u043b\u044f debugging \u0442\u0430 evaluation. \u0417\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0443\u0439\u0442\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0443, \u0441\u0442\u0440\u043e\u043a\u0438 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f \u0439 \u0440\u0435\u0434\u0430\u0433\u0443\u0432\u0430\u043d\u043d\u044f \u0447\u0443\u0442\u043b\u0438\u0432\u0438\u0445 \u0434\u0430\u043d\u0438\u0445. Credentials \u043c\u0430\u044e\u0442\u044c \u0437\u0430\u043b\u0438\u0448\u0430\u0442\u0438\u0441\u044f \u043f\u043e\u0437\u0430 trace payloads. Observability, \u044f\u043a\u0430 \u0440\u043e\u0437\u043a\u0440\u0438\u0432\u0430\u0454 secrets, \u2014 \u0446\u0435 \u0434\u0435\u0444\u0435\u043a\u0442 production-\u0441\u0438\u0441\u0442\u0435\u043c\u0438.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0421\u0442\u0432\u043e\u0440\u044e\u0439\u0442\u0435 \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439\u043d\u0456 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0412\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0439\u0442\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u0443 \u0437\u0431\u043e\u0457\u0432 \u0437\u0430 \u0442\u0438\u043f\u043e\u043c \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f, \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u043e\u043c \u0456 \u0432\u0435\u0440\u0441\u0456\u0454\u044e. \u0410\u043d\u0430\u043b\u0456\u0437\u0443\u0439\u0442\u0435 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b <a href=\"https:\/\/stariy.com\/uk\/glossary-preview\/#glossary-o003\">latency<\/a>, \u0430 \u043d\u0435 \u043b\u0438\u0448\u0435 \u0441\u0435\u0440\u0435\u0434\u043d\u0454 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f. \u041d\u0435\u0432\u0456\u0434\u043e\u043c\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c tokens \u043f\u043e\u0437\u043d\u0430\u0447\u0430\u0439\u0442\u0435 \u044f\u043a \u043d\u0435\u0432\u0456\u0434\u043e\u043c\u0443, \u0430 \u043d\u0435 \u044f\u043a \u043d\u0443\u043b\u044c. \u041f\u043e\u0440\u0456\u0432\u043d\u044e\u0439\u0442\u0435 \u0437\u043c\u0456\u043d\u0438 \u043c\u043e\u0434\u0435\u043b\u0456 \u0447\u0438 prompt \u043d\u0430 \u0442\u043e\u043c\u0443 \u0441\u0430\u043c\u043e\u043c\u0443 evaluation set. \u041f\u043e\u0432\u2019\u044f\u0437\u0443\u0439\u0442\u0435 \u0432\u0430\u0436\u043b\u0438\u0432\u0456 \u0437\u0431\u043e\u0457 \u0437 \u0432\u0456\u0434\u0442\u0432\u043e\u0440\u044e\u0432\u0430\u043d\u0438\u043c \u0432\u0438\u043f\u0430\u0434\u043a\u043e\u043c \u0456 \u0437\u043c\u0456\u043d\u043e\u044e, \u044f\u043a\u0430 \u0457\u0445 \u0443\u0441\u0443\u043d\u0443\u043b\u0430.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041a\u043e\u0436\u0435\u043d alert \u043c\u0430\u0454 \u0432\u0435\u0441\u0442\u0438 \u0434\u043e \u0434\u0456\u0457<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0430\u043b\u0430\u0448\u0442\u043e\u0432\u0443\u0439\u0442\u0435 alerts \u043d\u0430 \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0456 \u0437\u0431\u043e\u0457 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432, \u043d\u0435\u0437\u0432\u0438\u0447\u043d\u0438\u0439 \u043e\u0431\u0441\u044f\u0433 \u0437\u0430\u043f\u0438\u0441\u0456\u0432, \u0432\u0438\u0447\u0435\u0440\u043f\u0430\u043d\u043d\u044f \u0431\u044e\u0434\u0436\u0435\u0442\u0443, \u0432\u0456\u0434\u0441\u0443\u0442\u043d\u0456\u0441\u0442\u044c \u043f\u043e\u0433\u043e\u0434\u0436\u0435\u043d\u044c \u0456 \u043f\u043e\u0440\u0443\u0448\u0435\u043d\u043d\u044f \u043f\u0440\u0430\u0432\u0438\u043b \u0431\u0435\u0437\u043f\u0435\u043a\u0438. \u041a\u043e\u0436\u0435\u043d alert \u043c\u0430\u0454 \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u0442\u0438 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0442\u0430 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0443 \u0440\u0435\u0430\u043a\u0446\u0456\u044e. \u0406\u043d\u0430\u043a\u0448\u0435 \u0432\u0456\u043d \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u044e\u0454\u0442\u044c\u0441\u044f \u043d\u0430 \u0444\u043e\u043d\u043e\u0432\u0438\u0439 \u0448\u0443\u043c.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041a\u043e\u043b\u0438 \u043f\u043e\u0432\u043d\u0438\u0439 tracing \u043d\u0435 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0438\u0439<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u043e\u0434\u043d\u043e\u043a\u0440\u043e\u043a\u043e\u0432\u043e\u0433\u043e \u043f\u0435\u0440\u0435\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0437 \u043d\u0438\u0437\u044c\u043a\u0438\u043c \u0440\u0438\u0437\u0438\u043a\u043e\u043c \u043c\u043e\u0436\u0435 \u0432\u0438\u0441\u0442\u0430\u0447\u0438\u0442\u0438 \u0437\u0432\u0438\u0447\u0430\u0439\u043d\u0438\u0445 application logs \u0456 \u0432\u0438\u0431\u0456\u0440\u043a\u043e\u0432\u043e\u0457 \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u043a\u0438 outputs. \u0414\u0435\u0442\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u044f traces \u043c\u0430\u0454 \u0437\u0440\u043e\u0441\u0442\u0430\u0442\u0438 \u0440\u0430\u0437\u043e\u043c \u0437 \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0456\u0441\u0442\u044e \u0439 \u043c\u043e\u0436\u043b\u0438\u0432\u0438\u043c\u0438 \u043d\u0430\u0441\u043b\u0456\u0434\u043a\u0430\u043c\u0438. \u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0439\u0442\u0435 \u043d\u0430\u043b\u0430\u0448\u0442\u043e\u0432\u0443\u0432\u0430\u043d\u0438\u0439 sampling \u0430\u0431\u043e \u0437\u0432\u0435\u0434\u0435\u043d\u043d\u044f, \u044f\u043a\u0456 \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u044e\u0442\u044c \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u0456\u0441\u0442\u044c, \u0437\u0430\u043c\u0456\u0441\u0442\u044c \u043f\u043e\u0432\u043d\u043e\u0457 \u0432\u0456\u0434\u043c\u043e\u0432\u0438 \u0432\u0456\u0434 observability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041f\u0440\u043e\u0434\u043e\u0432\u0436\u0443\u0439\u0442\u0435 \u0437 \u043c\u0430\u0442\u0435\u0440\u0456\u0430\u043b\u0430\u043c\u0438 \u043f\u0440\u043e <a href=\"https:\/\/stariy.com\/uk\/workflows\/evaluate-ai-agent-before-it-can-act\/\">evaluation AI-\u0430\u0433\u0435\u043d\u0442\u0456\u0432<\/a>, <a href=\"https:\/\/stariy.com\/uk\/ai-systems\/react-loop-explained\/\">\u0446\u0438\u043a\u043b ReAct<\/a> \u0442\u0430 <a href=\"https:\/\/stariy.com\/uk\/workflows\/continual-improvement-for-ai-agents\/\">Continual Improvement<\/a>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u041f\u0435\u0440\u0448\u043e\u0434\u0436\u0435\u0440\u0435\u043b\u0430<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents\/integrations-observability\">OpenAI: Integrations and observability<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agents-api\/tracing\">OpenAI Agents API: Tracing<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/developers.openai.com\/api\/docs\/guides\/agent-evals\">OpenAI: Evaluate agent workflows<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u041f\u0440\u0438\u043c\u0456\u0442\u043a\u0430 \u043f\u0440\u043e \u0430\u0434\u0430\u043f\u0442\u0430\u0446\u0456\u044e: \u0441\u0442\u0430\u0442\u0442\u044e \u043f\u0456\u0434\u0433\u043e\u0442\u043e\u0432\u043b\u0435\u043d\u043e \u0437 \u0443\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u044f\u043c \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0456\u0439 evaluation \u0442\u0430 observability \u0437<\/em> AI Agents in Depth: Design Principles and Engineering Practice <em>\u0430\u0432\u0442\u043e\u0440\u0441\u0442\u0432\u0430 Bojie Li \u0442\u0430 \u0441\u043f\u0456\u0432\u0430\u0432\u0442\u043e\u0440\u0456\u0432, Apache License 2.0. \u0414\u043b\u044f Stariy.com \u0442\u0435\u043a\u0441\u0442 \u043d\u0435\u0437\u0430\u043b\u0435\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u043f\u0438\u0441\u0430\u043d\u043e \u0439 \u0434\u043e\u043f\u043e\u0432\u043d\u0435\u043d\u043e.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0417\u0432\u0438\u0447\u0430\u0439\u043d\u0456 application logs \u043f\u043e\u043a\u0430\u0437\u0443\u044e\u0442\u044c, \u0449\u043e \u0437\u0430\u043f\u0438\u0442 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u0432\u0441\u044f \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u044e. Agent Observability \u043c\u0430\u0454 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u0442\u0438 \u0449\u0435 \u0439 \u0442\u0440\u0430\u0454\u043a\u0442\u043e\u0440\u0456\u044e: \u0449\u043e \u0431\u0430\u0447\u0438\u043b\u0430 \u043c\u043e\u0434\u0435\u043b\u044c, \u044f\u043a\u0438\u0439 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u043e\u0431\u0440\u0430\u043b\u0430, \u0449\u043e \u0432\u0456\u043d \u043f\u043e\u0432\u0435\u0440\u043d\u0443\u0432, \u0434\u0435 \u0432\u0456\u0434\u0431\u0443\u043b\u043e\u0441\u044f \u043f\u0435\u0440\u0435\u0434\u0430\u0432\u0430\u043d\u043d\u044f \u0437\u0430\u0432\u0434\u0430\u043d\u043d\u044f \u0442\u0430 \u044f\u043a\u0438\u0439 \u043c\u0435\u0445\u0430\u043d\u0456\u0437\u043c \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044e \u0434\u043e\u0437\u0432\u043e\u043b\u0438\u0432 \u0444\u0456\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442.<\/p>\n","protected":false},"author":1,"featured_media":498,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-497","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-workflows"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Agent Observability: traces \u0456 \u043c\u0435\u0442\u0440\u0438\u043a\u0438<\/title>\n<meta name=\"description\" content=\"\u0412\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0439\u0442\u0435 \u0440\u0456\u0448\u0435\u043d\u043d\u044f, \u0432\u0438\u043a\u043b\u0438\u043a\u0438 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432, \u043f\u043e\u0433\u043e\u0434\u0436\u0435\u043d\u043d\u044f, \u0432\u0438\u0442\u0440\u0430\u0442\u0438 \u0439 \u043f\u043e\u043c\u0438\u043b\u043a\u0438, \u0449\u043e\u0431 \u0437\u043d\u0430\u0439\u0442\u0438 \u043f\u0435\u0440\u0448\u0438\u0439 \u0445\u0438\u0431\u043d\u0438\u0439 \u043a\u0440\u043e\u043a \u0443 workflow AI-\u0430\u0433\u0435\u043d\u0442\u0430.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/stariy.com\/uk\/workflows\/ai-agent-observability\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Agent Observability: traces \u0456 \u043c\u0435\u0442\u0440\u0438\u043a\u0438\" \/>\n<meta property=\"og:description\" content=\"\u0412\u0456\u0434\u0441\u0442\u0435\u0436\u0443\u0439\u0442\u0435 \u0440\u0456\u0448\u0435\u043d\u043d\u044f, \u0432\u0438\u043a\u043b\u0438\u043a\u0438 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432, \u043f\u043e\u0433\u043e\u0434\u0436\u0435\u043d\u043d\u044f, \u0432\u0438\u0442\u0440\u0430\u0442\u0438 \u0439 \u043f\u043e\u043c\u0438\u043b\u043a\u0438, \u0449\u043e\u0431 \u0437\u043d\u0430\u0439\u0442\u0438 \u043f\u0435\u0440\u0448\u0438\u0439 \u0445\u0438\u0431\u043d\u0438\u0439 \u043a\u0440\u043e\u043a \u0443 workflow AI-\u0430\u0433\u0435\u043d\u0442\u0430.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/stariy.com\/uk\/workflows\/ai-agent-observability\/\" \/>\n<meta property=\"og:site_name\" content=\"Stariy.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-10-14T01:13:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-20T01:02:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/stariy.com\/wp-content\/uploads\/2026\/09\/v2-agents-observability-cover-3x2-srgb-lossless-2026-10-08.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Stanislav Yanchenko\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e\" \/>\n\t<meta name=\"twitter:data1\" content=\"Stanislav Yanchenko\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u0445\u0432\u0438\u043b\u0438\u043d\u0438\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/stariy.com\\\/uk\\\/uk\\\/workflows\\\/ai-agent-observability\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/stariy.com\\\/uk\\\/uk\\\/workflows\\\/ai-agent-observability\\\/\"},\"author\":{\"name\":\"Stanislav 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