Ship a production AI feature on Claude
A Claude-powered feature is easy to demo and hard to ship. The demo works once on a happy-path input; production gets weird inputs, costs that creep, hallucinations users see, and no way to tell when quality drifts. This is the path from "it works in my chat" to a feature that holds up — cost-controlled, grounded, observable, and verified.
Premium workflow
Ship a production AI feature on Claude is part of the full Developer Edition library. The full pack has 35 workflows total, including 27premium workflows.
More from Developer Edition
Build your Repo Context Profile
AI coding tools (Cursor, Claude Code, Copilot) are dramatically better when they know your stack, your conventions, your architecture, and your sensitive areas. Without that context they default to "what's typical on GitHub" — often the wrong pattern for YOUR repo. This workflow builds a structured context file (AGENTS.md / CLAUDE.md / .cursor/rules) that AI loads on every session — so it always has the full picture.
Onboard onto an unfamiliar codebase
You just cloned a repo you've never seen. Maybe it's a new job, an open-source project, or a client's codebase. Instead of spending 2 days reading files randomly, you use AI to build a mental map in 20 minutes.
Write AGENTS.md for your repo
Every time you start a new AI coding session, you re-explain your stack, conventions, and "don't do that" rules. An AGENTS.md file tells the AI once, permanently. This workflow gets you from zero to a working repo instruction file in 8 minutes.