Teaching Containers vs VMs — Singapore
Backend developer, SRE, and cloud architect in Singapore. I keep production services secure and reliable: load testing, monitoring, and the kind of observability that catches an outage before your users do.
Right now I'm pointing AI at a problem I keep hitting — old, messy databases nobody wants to touch. I'm working toward a DBA in Emerging Technologies at Golden Gate University and building the tooling in the open.
- 👯 Looking to collaborate on — using AI to clean up legacy databases. If that's your problem too, get in touch.
- 💬 Ask me about — SRE, Kubernetes, load testing at scale, air-gapped datacenters, or getting an LLM to talk to your data.
| Project | What it is | |
|---|---|---|
| postgres-mcp | Read-only MCP server that lets an AI model query PostgreSQL in plain English |  |
| local-kb-llm | Fully local RAG stack — Ollama + ChromaDB + LangChain. No data leaves your machine |  |
| kubernetes-locust | Distributed load testing with Locust on AWS EKS |  |
| fastlane-plugin-lizard | Official fastlane plugin for lizard code-complexity analytics |  |
📫 How to reach me
Open to consulting on SRE, cloud architecture, and AI-over-your-data projects.
Cloud & infra
Languages
Ops & data
