Professional Overview
I specialize in taking AI from prototype to production, with deep expertise in Retrieval Augmented Generation (RAG), Agentic AI, and enterprise data preparation. Daily toolkit: Claude Code for development workflows, Model Context Protocol (MCP) for building precision AI agents, and Python for everything from ETL pipelines to LLM fine-tuning. I'm the creator and maintainer of MCP-Tool-Kit – an open-source framework for building high-precision AI agents. The Bottomline: I've delivered AI solutions for private equity due diligence, automated compliance systems, and sentiment analysis platforms that provided 100% greater visibility into business operations. My focus is always on measurable business impact, not just cool technology.
Areas of Expertise
NLP & Prompt Engineering
Build natural language processing systems, fine-tune large language models, and craft reliable production prompts for AI-powered products.
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
