AI Engineering, MLOps, and Deployment

Architected a production-grade Digital Twin reference system — Next.js static frontend on S3 with CloudFront, serverless Python/FastAPI backend via API Gateway and AWS Lambda with S3-based conversation memory and stateless LLM pattern, LLM inference via Amazon Bedrock, Terraform infrastructure as code, and GitHub Actions CI/CD with multi-environment promotion (dev, staging, prod) and automated teardown for cost control. Containerized workloads with Docker. Also built Alex multi-agent financial planning SaaS and AI Cybersecurity Analyzer.
GitHub link: https://www.twine.net/signin