Blog
Thoughts on SRE, AI engineering, and building OpenSRE.
Introducing OpenSRE — AI-Powered Incident Investigation
April 7, 2026
Open-source AI SRE platform that investigates production incidents using episodic memory and knowledge graphs.
Cloudflare is Down, Again!
November 25, 2025
Another Cloudflare outage and what it means for teams relying on a single CDN provider for production traffic.
TOON: Cutting LLM Token Costs by 40–60%
November 24, 2025
TOON replaces redundant JSON keys with a schema-once format, cutting LLM token usage by 40-60% on structured data.
The AI 2027 Scenario: Are We Moving Too Fast?
September 15, 2025
Two paths for AI development both look bad. Are we moving too fast, too slow, or just making it up as we go?
My Serverless Portfolio Website is Live
April 1, 2019
Building and shipping a personal portfolio website on AWS Lambda and API Gateway in a weekend.
Earned RedHat Delivery Specialist – Cloud Automation
March 1, 2018
Earning the RedHat Delivery Specialist certification for cloud infrastructure automation with Ansible and CloudForms.
Earned RedHat Delivery Specialist – PaaS Certifications
February 1, 2018
Certified in RedHat PaaS and PaaS Development, covering OpenShift container platform operations and app deployment.
Speaking at DevOps++ Global Summit 2017
September 12, 2017
Co-presenting Windows Automation with Ansible at DevOps++ Global Summit 2017 in Pune with Lokesh Jawane.
Join Me at DevOps++ Global Summit 2017 — Windows Automation with Ansible
September 5, 2017
Pre-conference post for my DevOps++ Global Summit 2017 talk on automating Windows infrastructure with Ansible.
Take Our DevOps Assessment Quiz for a Free Conference Pass
August 25, 2017
A DevOps maturity quiz we built to give away conference passes to the doppa17 DevOps event in Pune.
Continuous Integration for Salesforce
May 1, 2017
Why CI/CD for Salesforce is harder than it looks: metadata-driven code, no native Git, and org-dependent state.
Calculate Your DevOps Readiness Score
January 1, 2017
A simple framework for measuring DevOps maturity across culture, automation, measurement, and sharing.
I'm Now a Certified Jenkins Engineer
April 1, 2016
Becoming one of the first Certified Jenkins Engineers and what the exam actually tests about CI/CD pipelines.
Passed the AWS Solutions Architect Associate Exam
February 1, 2016
Passing the AWS Solutions Architect Associate exam and what it covers: VPC, EC2, S3, RDS, and distributed systems.
DevOps Talks in Bangalore
December 15, 2015
Speaking about DevOps practices and container orchestration at meetups in Bangalore, India.
Are Unikernels Unfit for Production?
November 1, 2015
Bryan Cantrill's case against unikernels: you get a tiny attack surface but lose every debugging tool that matters.
AWS ECS and Jenkins Build Pipeline at Pune DevOps Meet
September 1, 2015
Live demo of a CI/CD pipeline from Git push to ECS deployment using Jenkins and EC2 at the Pune DevOps meetup.