Debug production systems and drive operational maturity: Lead root cause analysis for production failures specific to the Complaw platform: rule engine performance regressions, data integrity issues in jurisdiction-specific datasets, latency anomalies, and integration failures with external government systems (Accela, Tyler Technologies, and legacy municipal APIs). Build and own features: Design, build, and operate the AWS infrastructure that runs Symbiums computational law platform in production: compute orchestration (ECS/EKS), networking (VPC, ALB, CloudFront), data systems (RDS/Aurora, ElastiCache, S3), secrets management (Secrets Manager, Parameter Store), and IAM.