Turns a vague goal, messy repeated workflow, AI adoption problem, or product/operations idea into a reusable AI work system built from Prompt, Context, Harness, and Loop, with a plain-language brief, human-approval gates, and a small trial run. Use when the user wants to productize a recurring way of working with an agent (Codex, Claude Code, Gemini CLI, Cursor, or compatible) rather than get a single answer. Do not use for one-off rewrites, pure definitions, temporary checklists, or ordinary code review unless productizing a reusable workflow.
2026-07-17