AI Work

An LLM orchestration platform and two agents, all shipped by three engineers. I worked on the full stack and owned agent implementation and the frontend.

Agent Builder

The Agent Builder is an LLM orchestration platform that lets you visually configure multi-agent workflows as state machines. It exposes each agent as a GraphQL + SSE API. We used it to deliver the AI products that follow.

Tap or hover over the numbered markers on the screenshots to learn more.

1The agent's state machine. Each node is either an LLM state (generate or chat) or a GraphQL state (for deterministic work without using tokens). Agent Memory drives the context and transitions between states. 2Configuration for the selected state. LLM states allow you to configure variables, the prompt template, LLM configuration, tools, agent memory, and state transitions. 3Chat preview allows you to test changes to the agent without deploying them, resulting in a fast feedback loop and confidence before shipping.

Fitment Agent

AI assistant that helps find products compatible with your vehicle.

1Embedded chat assistant helps users find products compatible with your vehicle. 2Agent uses tools to search relevant vehicle data and renders interactive widgets to prompt user action. 3Fitment Agent is aware of the user's profile and selections made elsewhere on the site.

Purchase Order Agent

No need to manually process a purchase order with hundreds of line items. A swarm of AI agents can handle it.

1. Upload

1PO Agent handles whatever type of document the user provides, navigating vague product descriptions and messy handwriting.

2. Processing

1A swarm of parallel agents interprets the purchase order, verifies line items against the product catalog, and builds a checkout cart. 2Live progress streams from agent tool calls.

3. Review & Checkout

1Agent prompts user to make decisions for out-of-stock items, price mismatches, and other issues. 2Buyer responds in chat, and can request additional products or make other changes. 3Editable BigCommerce cart. The buyer can override anything the agent did. 4Tax, shipping, and the buyer's saved address are pulled from BigCommerce. Checkout is one click away.