// TECHNICAL WRITING
Notes from the build
Deep dives and labs on what I build. Filter by type or domain.
Metadata-Driven Text-to-SQL That Doesn't Lie
How FinOps Hub keeps natural-language SQL trustworthy: route to template SQL when a metadata route exists, fall back to LLM SQL when it doesn't, then validate, retry, and cache.
Building Secure MCP Servers for AI Agents
Giving agents real infrastructure through the Model Context Protocol, with OAuth 2.0, JWT validation, and scoped, auditable tools.
Architecting FinOps Hub, End to End
A decoupled FastAPI agent and Next.js app: the route, plan, SQL, validate, execute, summarize engine, a medallion warehouse, SSE streaming, JWT auth, and a roadmap to RAG and ML.
Medallion Architecture for FinOps Data
Using bronze, silver, and gold layering so cloud-cost attribution and anomaly detection run on data you can trust.
Building an LLM Agent Runtime From Scratch
I built the tool-calling loop by hand instead of reaching for a framework abstraction, to see exactly how an agent requests tools, runs them, and reasons over the results.
A Hub-Spoke Azure Network in Terraform
Building a segmented Azure landing zone from reusable modules: a firewall and DNS hub, workload spokes, and private endpoints for every service.