Projects

Selected systems I have built across AI tooling, retrieval infrastructure, and fulfillment operations workflows.

Custom MCP Support Toolkit

GitHub

An internal toolkit I architected to bring ticket context, order and shipment data, inventory checks, help-center content, and bug documentation into one AI-assisted workflow.

Reduced support investigation time by an estimated 70-80% and removed constant context switching between systems.

MCP Support Operations Workflow Design

Production RAG Chatbot

Built a customer-facing support chatbot with chunk-based semantic search, conversation memory, Zendesk content sync, and user-type filtering for different merchant audiences.

Estimated 32% reduction in inbound support tickets, supported by a feedback system designed to improve context quality, intent handling, and retrieval performance over time.

RAG Pinecone ChromaDB Zendesk

AI Knowledge System Rebuild

Used AI and historical Zendesk ticket data to identify weak spots in the knowledge base, define a more structured article format, and generate improved or net-new help content for retrieval workflows.

The goal was not just better articles. It was a better knowledge system for AI-assisted support.

Knowledge Design Content Systems Embeddings

Memory System

GitHub

A side project exploring structured memory, durable context, and how useful systems can preserve the right information over time.

Memory Structured Context AI Systems