{"id":822,"date":"2025-11-30T01:37:41","date_gmt":"2025-11-29T22:07:41","guid":{"rendered":"https:\/\/razieh-akbari.tech\/en\/?page_id=822"},"modified":"2026-06-29T09:28:20","modified_gmt":"2026-06-29T05:58:20","slug":"blog","status":"publish","type":"page","link":"https:\/\/razieh-akbari.tech\/en\/blog\/","title":{"rendered":"Blog"},"content":{"rendered":"\t\t
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\r\n\tBlog<\/h1>\r\n\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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Evaluating LLM Agents<\/h3>\r\n

From Observability to Continuous Improvement<\/p>\r\n

Hover to Analyze<\/div>\r\n <\/div>\r\n\r\n
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Evaluating LLM-Based Agents<\/h2>\r\n

LLM-based agents are multi-step and non-deterministic entities. Meaningful evaluation requires understanding why and how an agent arrived at a result.<\/p>\r\n

Tools like Arize Phoenix<\/a> provide structured mechanisms to visualize these behaviors.<\/p>\r\n \r\n Full Paper<\/a>\r\n <\/div>\r\n

\r\n \"LLM\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
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Blog Evaluating LLM Agents From Observability to Continuous Improvement Hover to Analyze Evaluating LLM-Based Agents LLM-based agents are …<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-822","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/822","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/comments?post=822"}],"version-history":[{"count":55,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/822\/revisions"}],"predecessor-version":[{"id":919,"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/pages\/822\/revisions\/919"}],"wp:attachment":[{"href":"https:\/\/razieh-akbari.tech\/en\/wp-json\/wp\/v2\/media?parent=822"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}