Event-driven AWS pipeline where S3 uploads trigger Lambda to orchestrate a Dockerized Python container on ECS Fargate for structured extraction. Persists to DynamoDB with SES alerts and scales to zero compute cost when idle.

Automated repository analysis and Dockerfile generation pipeline using AWS Bedrock and ECR. Features context collection that auto-detects dependencies and runs GitHub Actions CI/CD with OIDC auth and Trivy vulnerability scans.

Production-style multi-AZ architecture on AWS deployed with modular Terraform. Security-first routing through an ALB into private EC2 compute and private RDS subnets, with remote S3 state management and zero direct public database access.