I design AI systems that work inside real fulfillment infrastructure, where orders, inventory, carriers, and support workflows must stay in sync across multiple systems.
Across 7+ years in startup environments, I have worked with broad cross-functional ownership across Shopify, Amazon, warehouses, carriers, and support tooling. My focus is building the context layer that makes AI useful in real operations.
AI-ready operational context. I build MCP servers, retrieval layers, and knowledge structures that connect LLMs to real support and fulfillment systems, so teams can investigate issues with full context.
Integration reliability across sales channels. I have diagnosed recurring failures in order sync, fulfillment updates, and tracking push across Shopify, Amazon, Walmart, eBay, and related channel integrations.
Startup execution with multi-role ownership. I regularly bridge support, operations, product, and engineering to convert repeated incidents into architecture and workflow improvements.
I use AI coding and data tooling to move quickly from concept to reliable prototypes, with strong focus on retrieval quality and operational correctness.