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Hello, and welcome

A short note on what I'll be writing about here — engineering decisions, projects, and lessons from building real software.

This is the start of a space where I write about the work I do as a full-stack engineer — the decisions behind the projects I ship, the trade-offs I weigh, and the things I learn along the way.

What to expect

I work mostly on production web applications and LLM-powered systems: RAG pipelines, multi-tenant SaaS, payment and booking flows, and the infrastructure that keeps them running. Expect posts that go a layer deeper than the project pages — the why behind an architecture choice, not just the what.

Topics I plan to cover:

  • Designing RAG pipelines that stay grounded and avoid hallucinations
  • Patterns for multi-tenant data isolation
  • Practical CI/CD for small teams
  • Lessons from shipping client work under real constraints

More to come. If something here is useful to you, reach out.