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As your AWS infrastructure scales, operational workflows naturally grow more complex. SREs and DevOps Engineers spend significant time context-switching between the AWS Management Console, CLI documentation, and multiple service dashboards. They manually translate business questions into the correct API syntax, chain calls across services, and rebuild the same integration patterns for each new use case.This friction compounds over time. Incident investigations require cross-referencing Amazon CloudWatch Logs, Amazon Elastic Compute Cloud (Amazon EC2) instance states, and AWS Identity and Access Management (IAM) policies across separate interfaces. Capacity planning means manually querying multiple services and assembling results.…

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