Selected Work
A selection of my work at Founding Minds, combining technical direction, hands-on engineering and delivery leadership.
Platform evolution
Evolving financial software
My work includes helping financial software evolve as business needs change, with a focus on maintainable architecture, thoughtful integrations and reliable delivery.
My role: Guide architecture and integration decisions, plan incremental improvements, and bring business and engineering perspectives together.
Architecture · Integration · Delivery
Production AI
Knowledge systems grounded in source evidence
I built production retrieval-augmented generation (RAG) systems end to end: ingestion, chunking, retrieval and reranking, with source grounding and feedback loops to improve answer quality.
Engineering decisions: Combine LLM-assisted extraction and mapping with deterministic validation, confidence checks and human approval before downstream execution.
Production systems · Hands-on architecture and implementation
Enterprise AI integration
Connecting agents to business tools with clear controls
I designed and built multi-agent workflows and a custom Model Context Protocol (MCP) server and client, giving agents a governed interface to enterprise tools and data.
My role: Own evaluation and guardrails, establish team review standards, and work with Legal and Compliance on permitted AI use and client agreements. I also review technical feasibility and economics, including model usage and costs.
Agent workflows · Governance and operational ownership