Challenge

Incident response often spreads across dashboards, runbooks and tribal knowledge.

Solution

Designed an ops assistant that connects infrastructure context, alerts and remediation guidance into one workflow.

Impact

Demonstrates cloud engineering judgement: observability, automation and production-minded delivery.