At New Aim, I designed and delivered a secure, read-only MCP service that gave internal AI tools real-time access to approved DSZ data while maintaining application-level safeguards.
I also designed and implemented an AI-assisted product-matching workflow using Vertex AI embeddings, MongoDB Atlas Vector Search, and Gemini. I shared technical findings with engineers and refined the approach as it moved from spike to release preparation.
At Thoughtworks, I built customer-facing property and agent-search features for REA Group, including search, filtering, profiles, and shared UI components. I also contributed to Node.js and GraphQL BFF services and Java and Spring Boot APIs.
Across my work, I’ve supported production products from frontend features through backend APIs and troubleshooting. I use AI-assisted development tools with human review, testing, and validation as part of the engineering process.

