Experience / since 2022

Experience

Four years of pipelines, platforms and production, most recently for an agentic AI platform with more than 40 MCP servers.

Jan 2026 to Present
Bangalore

Hyperworks Imaging

Senior DevOps Engineer

Production infrastructure for Kamchore, an enterprise agentic platform on FastAPI, MongoDB Atlas and Azure SQL with 40+ MCP servers.

  • Led the migration from a single-tenant application to a multi-tenant, model-agnostic platform.
  • Found an async and sync blocking issue in the FastAPI backend and cut response times from 5 s to 500 ms. Tuned Gunicorn and Uvicorn workers under a 40-second startup limit, and used Locust load tests to find tail latency, broken endpoints and oversized responses.
  • Traced an AWS S3 cost spike to versioning bloat: 4.2 TB hidden in noncurrent object versions. Resolved it.
  • Designed the observability stack with OpenTelemetry, Jaeger, Prometheus and Grafana.
  • Built an admin console with a conversations dashboard showing cost and latency per MCP server, on an LLM cost attribution system made of MongoDB aggregation pipelines.
  • Modeled infrastructure cost across S3, Azure SQL, MongoDB Atlas and LLM providers to validate per-user economics and set pricing before launch.
  • Prepared the platform for a CASA Tier 2 security assessment: SAST with Bandit, Semgrep and Trivy, DAST with OWASP ZAP, and Google OAuth verification.
  • Built the LLM routing layer across OpenRouter, Gemini and LM Studio with prompt caching, and planned VRAM capacity for local model hosting.
  • Ran infrastructure audits across AWS and Azure, and set up OpenVPN for the office on a FortiGate-40F and an Ubuntu server.

Mar 2025 to Sep 2025
Remote

Natus Medical

DevOps Engineer

Release pipelines and recovery for medical software.

  • Built and maintained CI/CD pipelines that automate build, test and deployment.
  • Designed disaster recovery strategies and pipelines to keep systems available through failures.
  • Monitored and tuned production with observability tools for performance, stability and scale.
  • Worked with development and operations teams to streamline deployment and release coordination.

Feb 2022 to Jun 2024
Bangalore

Brillio Technologies

Cloud Engineer

Azure pipelines, templates and virtual desktops.

  • Automated SQL query deployments to Starburst across several databases with Azure DevOps pipelines, cutting deployment time by 80%.
  • Moved infrastructure deployments onto ARM templates and Azure DevOps pipelines.
  • Delivered applications as software as a service on Azure Virtual Desktop.
  • Mentored new team members on Azure services and deployment practice.

Certifications

  • AZ-700: Designing and Implementing Microsoft Azure Networking SolutionsMicrosoft, Sep 2022
  • AZ-900: Microsoft Azure FundamentalsMicrosoft, Jun 2022
  • Data Manipulation and Exploratory Data Analysis in SQLDataCamp, Jun 2024

Education

  • Bachelor of Computer ApplicationsSymbiosis International University, Pune, Maharashtra
  • Class XIIBhavans Vidya Mandir, Eroor, Kerala