AI-Guided Troubleshooting: From Alert to Root Cause скачать в хорошем качестве

AI-Guided Troubleshooting: From Alert to Root Cause

Troubleshooting doesn’t start from one fixed place. Sometimes it begins with an alert, other times with an error discovered in traces. Agent0 supports both paths using the same telemetry context. Starting from an alert, Agent0 analyzes the failing check, correlates error rates with logs and spans, and identifies patterns that explain why the issue occurred. It assesses downstream impact, user-facing effects, and business relevance using real request data. Starting from a trace, Agent0 examines anomalous spans, evaluates duration outliers, timeout behavior, and error propagation, and connects individual failures to broader system patterns. It highlights instrumentation gaps, performance bottlenecks, and dependency issues that would otherwise require manual correlation. In both cases, Agent0 produces a clear narrative of what happened and proposes concrete next steps to continue the investigation without guesswork.