At Tata Consultancy Services, I provisioned AWS infrastructure with Terraform and CloudFormation, sustaining 99.99% system uptime. I also automated GitLab CI/CD and Jenkins pipelines with Trivy security scans, reducing pre-production vulnerabilities by 35%.
I containerized LLM wrappers and microservices with Docker and deployed them to Amazon EKS using Helm and Blue-Green rollouts, achieving 0% deployment downtime. I built monitoring with Prometheus, Grafana, ELK Stack, and CloudWatch, reducing mean time to detection by 40%.
In my 2026 RAG Assistant project, I built a retrieval-augmented generation pipeline with AWS Bedrock and pgvector for semantic search across more than 10,000 documents. I also automated a multi-cloud incident-response workflow that reduced manual response time by 50%.

