A. Day job
Leading a full-stack & DevOps team at ESAB India, owning end-to-end infrastructure for a large-scale project.
Leading a full-stack & DevOps team at ESAB India, owning end-to-end infrastructure for a large-scale project.
AI agents for code review, project management, and test orchestration.
HiL (Hardware-in-the-Loop) embedded test setups and automation infrastructure.
Kubernetes, container orchestration, and VM platforms — AKS and cluster-managed workloads.
I care about the compounding return of small, boring automation — the runbook that prevents a 3am page, the pipeline that makes a Friday deploy feel safe, the IaC module a new joiner can understand in 10 minutes.
End-to-end infrastructure ownership for a large-scale project. Leading a full-stack & DevOps team, building HiL embedded test setups, and developing micro AI agents — MCP servers, CodeSentinel, PM-Agent, TestFlow Pro.
Cluster migrations across on-premise and cloud infrastructure. Hands-on with IaC and Ansible for provisioning + configuration. Managed full containerized dev and production environments on Kubernetes.
Managed AKS clusters and Azure resources end-to-end. Built and maintained CI/CD pipelines on GitLab and Jenkins, including IoT automation builds.
Full-lifecycle CRM development and deployment on Odoo — dev through production. Managed on-premise cluster infrastructure provisioning and ongoing maintenance.
Architected cloud infrastructure for monolith-to-microservices migrations. Built CI/CD pipelines on GitLab and Jenkins, plus Python + Pytest automation frameworks.
Operations team member in Healthcare Process and Adjudication. First exposure to large-scale enterprise workflows and cross-functional process management.
An AI code review framework that watches every pull request: indexes the repo, runs RAG against internal patterns, flags risky changes, and enforces team standards — integrated into CI before a human gets paged for review.
AI-driven project management. Tracks tasks, surfaces blockers, and automates routine PM workflows — so the project manager can focus on actual decisions, not status pings.
End-to-end AI automation testing. Orchestrates whole test pipelines, generates and adapts test cases from intent, and ships results back into CI in a form humans can read.
Hardware-in-the-Loop embedded test automation — CI-integrated, reproducible, runs on bare metal. Built for the firmware team to stop fearing the merge button.
End-to-end platform architecture — Kubernetes clusters for services, Proxmox VMs for legacy workloads, and one CI surface that ships to both. Trade-offs documented, runbooks per component.
Consolidated a fragmented set of small services back into a deployable monolith. Cut deploy time by 60%, removed three layers of inter-service auth, dropped ops overhead — modular boundaries kept in code, not in network.
GitLab + Jenkins CI/CD for IoT automation builds at ESAB India. AKS-hosted, multi-stage — firmware artifacts and software services in one reproducible flow.
Cloud infrastructure architecture for a full monolith-to-microservices migration. CI/CD on GitLab + Jenkins, Python + Pytest automation frameworks for the new service surface.