Chatbot developers repeatedly build workarounds for caching, input cleanup, and provider failover for each new project, wasting time and effort.

Generate a build spec

User stories, data model, API surface and a two-to-four week MVP cut — grounded in what these 1 reports actually said. Markdown you can paste into a coding agent.