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Drafts customer-facing AWS Support replies that match the house style — phrase banks, scenario templates, opening / closing patterns.

Traces S3 requests through BakerStreet using x-amz-request-id to find which fleet served the request and any errors.

Diagnoses slow Athena queries — partition pruning, file format, join order — and proposes concrete rewrites.

Drop-in CloudWatch Logs Insights helper. Knows the common patterns for AWS service log groups and emits ready queries.

Triage Glue ETL job failures: pulls JES logs, classifies the error, and surfaces the most likely root cause.

Vector-search across past resolved support cases to surface similar issues and the resolutions that worked.

Wraps IAM Access Analyzer + Policy Simulator with a natural-language explanation of why an action was denied.

Step-by-step deployment troubleshooter for Apollo and CodeDeploy rollbacks — alarms, lifecycle hooks, and CFN events.

Reads VPC Flow Logs and explains connectivity drops — security group, NACL, route, NAT, or endpoint policy.

Pulls MWAA scheduler / worker / webserver logs from CloudWatch and groups errors by airflow task instance.

Diagnoses Redshift Spectrum query failures: external schema, partition projection, S3 manifest, and Glue catalog drift.

Walks LF-Tags and resource grants to explain why a principal can or cannot access a Lake Formation resource.