AI for Ops2024 to now
Agentic root-cause analysis
Cisco Systems
Agentic AI that automates root-cause analysis and anomaly detection across the platform.
- RAG
- MCP
- LangGraph
- LLMs
OpenShift & Kubernetes | Elasticsearch & Kafka | Agentic AI for Operations
Contact meI'm a Senior Site Reliability Engineer and Lead Architect at Cisco with 16+ years in large-scale infrastructure. I architect high-availability platforms on OpenShift and Kubernetes, run Elasticsearch and Kafka as enterprise SaaS, and lead teams of 8+ engineers through modernization and security governance.
These days I'm putting generative and agentic AI to work in operations: RAG, MCP and LangGraph systems that handle root-cause analysis, anomaly detection and day-to-day support so engineers can focus on the hard problems. In 2025 Cisco nominated me to speak at PegaWorld about our global Pega migration to OpenShift.
Sixteen years with one constant: Cisco's platforms. First as a lead developer and architect through Capgemini, then in-house as an SRE and architect, moving workloads from VMs to containers and now to AI-assisted operations.
Senior SRE and Senior Architect: AI-driven operations and SaaS architecture
Sep 2024 to present
USA
Senior SRE and Senior Architect: cloud migration strategy
Sep 2023 to Aug 2024
Canada
Senior SRE: platform modernization and CI/CD
Feb 2022 to Aug 2023
USA
Senior Engineer and Lead Developer
Apr 2010 to Jan 2022
Bangalore, India and San Jose, USA
Selected work across AI-driven operations, platform engineering, migrations and security. Filter by area.
AI for Ops2024 to now
Cisco Systems
Agentic AI that automates root-cause analysis and anomaly detection across the platform.
AI for Ops2024 to now
Cisco Systems
An agentic chat assistant that answers day-to-day questions and service requests for platform support and Pega app teams, reducing incidents and effort.
Security60% less manual work
Cisco Systems
Automatically identifies and patches vulnerabilities in container images, cutting manual security overhead by 60%.
Speaking2025
Nominated by Cisco
Presented the global migration of the Pega platform to a containerized OpenShift environment, and the roadmap behind it.
Platform2024 to now
Cisco Systems
Moved clusters from Cloud DB to a managed SaaS model with multi-DC awareness, primary and replica shard management, and S3 snapshot and restore.
Migration2023 to 2024
Cisco Systems
Led the move of 30+ business-critical applications from legacy VMs to Cisco CAE on OpenShift, backed by Pega containerization proofs of concept.
Platform2022 to 2023
Cisco Systems
Delivery pipelines for React and Node.js applications, plus OpenStack infrastructure provisioning.
PlatformCapgemini
Capgemini for Cisco
Self-service tools and REST APIs for remote management of Pega JVMs, removing a steady source of operational toil.
My toolkit spans container orchestration, data and streaming platforms, infrastructure as code, observability and, increasingly, AI engineering.
I care most about systems that stay up, scale cleanly and are boring to operate, and about automating the toil out of keeping them that way.
Open to conversations about platform architecture, SRE leadership and putting AI to work in operations. Write to me below; your email app opens with the message filled in.