I architect agentic AI platforms on enterprise-scale Kubernetes — currently leading Agentic AI Platform Engineering @ Visa, where "agents carry the pager": AI-assisted incident triage, SOPs, and 24×7 autonomous operations for cloud-native infrastructure.
A decade at Visa building the container platform — 140+ Kubernetes clusters across 10+ datacenters, GitOps, and service mesh. Before that: datacenter automation and infrastructure management with CloudFX, BMC, and UBS.
| 📍 Based in | Singapore |
| 🧭 Experience | 18+ years across APAC, Europe & Middle East (10+ @ Visa) |
| 🎯 Focus | Agentic AI × Kubernetes platform engineering |
| 🎓 Education | BE Computer Engineering (Pune University) · Specialist AI Diploma (Temasek) |
| ☕ Powered by | Espresso, pagers (handled by agents), and kubectl |
An AI-powered operations framework where agents carry the pager — triaging incidents, executing SOPs, and running 24×7 alongside the platform team.
🔌 Under the hood
- Declarative agents on Kubernetes — Kagent
- Custom MCP servers · A2A · Google ADK
- Kimi model fine-tuning & enterprise RAG
- Autonomous ops agents wired into incident triage and SOP execution
Agentic AI & Ops Agents
Platform, Cloud & Automation
...plus OpenShift, ArgoCD/GitOps, service mesh, and a past life of BMC orchestration, Cisco networking, and cloud service brokerage.
Long-form posts from The Human in the Loop — experiments handing operational duties to AI agents.
Feel free to reach out for collaboration, agentic ops war stories, or just good espresso recommendations. ☕
“It's just you, me, and the code.”