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