{"id":238636,"date":"2026-06-29T13:25:00","date_gmt":"2026-06-29T17:25:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/29\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/"},"modified":"2026-06-29T14:20:10","modified_gmt":"2026-06-29T18:20:10","slug":"debugging-production-agents-with-amazon-bedrock-agentcore-observability","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/29\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/","title":{"rendered":"Debugging production agents with Amazon Bedrock AgentCore Observability"},"content":{"rendered":"<p><a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/\">Debugging production agents with Amazon Bedrock AgentCore Observability<\/a><\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/blogs\/machine-learning\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/\">https:\/\/aws.amazon.com\/blogs\/machine-learning\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-06-29 13:25:00<\/a><\/p>\n<p>Source Domain: <a href=\"aws.amazon.com\">aws.amazon.com<\/a><\/p>\n<ul>\n<li>\n<p><strong>Problem Statement<\/strong>: Production AI agents can fail silently without triggering error alerts, making debugging issues difficult since standard logs and metrics often do not capture decision-making processes.<\/p>\n<\/li>\n<li>\n<p><strong>Amazon Bedrock AgentCore Observability<\/strong>: This feature provides visibility into execution across metrics, traces, and structured logs, enabling more effective debugging by tracing reasoning steps, tool invocations, and pinpointing execution issues.<\/p>\n<\/li>\n<li>\n<p><strong>Types of Failure Patterns<\/strong>: Production AI agent failures can fall into three main categories: quality failures (incorrect answers), reliability issues (uncompleted workflows), and efficiency problems (high latency or excessive cost).<\/p>\n<\/li>\n<li>\n<p><strong>Monitoring Tools<\/strong>: Use CloudWatch dashboards to monitor performance metrics like session volume, latency, token usage, and error rates. CloudWatch Logs Insights allows real-time analysis of structured log data to identify and diagnose issues.<\/p>\n<\/li>\n<li>\n<p><strong>Troubleshooting Workflows<\/strong>: Steps for diagnosing and resolving common issues such as infinite loops and tool invocation failures include analyzing logs for patterns, tweaking prompts, ensuring proper tool selection, and configuring role permissions.<\/p>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Debugging production agents with Amazon Bedrock AgentCore Observability https:\/\/aws.amazon.com\/blogs\/machine-learning\/debugging-production-agents-with-amazon-bedrock-agentcore-observability\/ Publish Date: 2026-06-29 13:25:00 Source Domain:&#8230;<\/p>\n","protected":false},"author":1,"featured_media":238637,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/d2908q01vomqb2.cloudfront.net\/f1f836cb4ea6efb2a0b1b99f41ad8b103eff4b59\/2026\/06\/23\/20441.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-238636","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/238636"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=238636"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/238636\/revisions"}],"predecessor-version":[{"id":238638,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/238636\/revisions\/238638"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/238637"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=238636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=238636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=238636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}