What you need,
built for production.
From architecture to production code: three ways to solve a technical problem without bloating the scope.
three ways to work together
For each: who it’s for, what the engagement involves, and what you get at the end.
AI & automation
Teams and companies with well-defined processes that are ready to be automated.
Systems built with LLMs and AI agents that take repetitive work off your team’s plate.
Software development & architecture
Teams moving from a prototype to a system that can support real users.
Backend, frontend, and real-time systems for products built to hold up over time.
Technical advisory
Founders and CTOs who want an outside perspective before committing to a technical direction.
A direct review of your stack, architecture, and roadmap. I tell you what I would keep, rework, or drop, with the trade-offs made explicit.
The tools of the trade.
Django and real-time data pipelines, with the rest of the stack chosen to fit the product rather than forced into a single framework.
Clean Tailwind CSS interfaces, from UI implementation through deployment.
Document extraction, embedding and reranking pipelines, and self-hosted open-source models on NVIDIA GPUs. Self-hosting can keep data and infrastructure under your control and make costs easier to forecast.
Docker and Docker Compose on every project, with Terraform for versioned, reproducible infrastructure.
How we get to production.
I start with the context: goals, constraints, and existing code. I ask questions until the problem is clear.
Scope, timeline, and price in writing. Engagements are either fixed-price projects or ongoing collaborations with an agreed monthly capacity. In both cases, deliverables, responsibilities, and acceptance criteria are clear before work begins.
Short iterations and working releases. You see progress every week, not just at the end.
Documentation, tests, repository access, and a clean handoff to your team, so the system remains understandable and under your control.
When to call me. And when not to.
The first step is a call.
Tell me about the problem and we’ll see whether I can help. Whether you’re starting from scratch or already have a live system, the first step is the same.