Projects

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

AI Support Orchestration System

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An internal system I architected to combine webhook-triggered enrichment, platform and shipment context, retrieval across internal and public knowledge bases, and bounded AI actions inside one support 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

Ask Rob

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

Cup Swap Game

Play App Store GitHub

Built a game inspired by the viral cup swap trend. Drag colored cups into the right sequence before the timer runs out. Has easy and hard modes, a global leaderboard, and I shipped it as an iOS app too.

React Cloudflare Workers D1 dnd-kit iOS

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