ChatGPT's functionality is contingent on a Cloudflare Turnstile program that analyzes user React state before allowing input. This program examines 55 properties across three layers: browser characteristics, Cloudflare network data, and user location information.

Tambo is an open-source generative UI toolkit for React that facilitates the creation of agents to render user interfaces. It manages streaming and state management, allowing users to register components with Zod schemas for dynamic interactions.