ShapeshiftUI is a single-text-box interface that converts user input into one of nineteen card types. The system uses a model to classify input while TypeScript handles all calculations, with optimizations including request debouncing, browser caching, and a keyword-based fallback for offline use.
A software architecture pattern that embeds AI decision-making (Jev) into a deterministic state machine. The state machine owns the plan and facts while Jev provides bounded judgment only at decision branches, demonstrated through a simulated canary deployment example where the model selects among legally enabled transitions rather than generating plans autonomously.