Services
How I can help
I take on freelance and contract work where GenAI needs to work reliably, not just in a demo. Good fits are startups adding AI features and teams that need an extra engineer for a GenAI build.
RAG systems
Chat-with-your-documents and knowledge assistants that give grounded answers. Ingestion, chunking, embeddings, vector search, and retrieval tuning.
AI agents & automation
Agents that call tools and APIs to automate real workflows, with guardrails, observability, and a clear path to production.
LLM evaluation
Test sets and metrics for retrieval quality, answer quality, and agent behavior, so you know whether a change made things better or worse.
Backend & APIs
Python (FastAPI) or Java (Spring Boot) services, databases, caching, and cloud deployment on AWS.
How a project works
- 01
Discovery call
We talk through the problem, your data, and what "good" looks like. Free, about 30 minutes.
- 02
Scope & plan
A short written plan: approach, milestones, risks, and a fixed estimate or hourly range.
- 03
Build & evaluate
Working increments you can try early, with evaluation built in rather than added at the end.
- 04
Ship & hand over
Deployment, documentation, and a walkthrough so your team can own it.