Convert a raw, messy, half-formed, or dictated (speech-to-text) project brief into a single complete, balanced, execution-ready ONE-SHOT prompt that another agent can run to build the project correctly on the first try. Use this whenever the user has a brain-dump, voice memo, STT/dictation transcript, rough spec, or loose description of something they want built and wants it turned into a polished, optimized prompt — or asks to "compile", "optimize", "perfect", "tighten up", "clean up", or "one-shot" a prompt before handing it to a build agent, even if they never say the word "prompt". Also triggers on "turn this into a prompt for Claude/Codex/Cursor/an agent", "here's my brain dump", or "I just dictated this idea". Do NOT use to actually build or execute the project, or for trivial one-step asks — only to produce the optimized prompt.
2026-06-14