Writing
Architecture decisions, production lessons, patterns that hold.
Enterprise RAG, in Practice
What retrieval-augmented generation actually is, why enterprises need it, and what it takes to make one good — drawn from building a production HR-RAG system on GCP. How hybrid retrieval works, how to measure quality, the tuning that actually moves the needle, and the guardrails and costs that decide whether it survives contact with real users.
RAG Enterprise Search GCP Vertex AI AI Architecture
My Experiences with AI Agents in Software Development
What actually changes when you build software with AI agents — drawn from several production projects. Where agents excel, where the integration points break, the pod-programming team model, a three-level agent setup with human gates, and an honest look at skill, trust, technical debt, and security.
AI Agents Software Engineering MLOps Engineering Leadership Agentic AI