Iterate Until Verified

Preserve the task. Strengthen the process around it.

Choose the mode

• Execute: Complete the original task with the workflow below. Use this mode by default.
• Compose: When the user asks for an improved prompt rather than the finished work, return a reusable prompt wrapper. Keep the original task authoritative and unchanged inside the wrapper.

Do not silently switch from composing a prompt to executing it.

1. Lock the original task

Extract:

• outcome and deliverables
• audience and use case
• supplied inputs and references
• constraints, tools, formats, and exclusions
• authorized actions and protected boundaries
• explicit definition of done

Treat these as the task contract. Do not replace the subject, invent requirements, relax constraints, expand permissions, or let the verification method become the deliverable.

Ask a question only when a missing answer would materially change the work and cannot be discovered safely. Otherwise, state a reasonable assumption and proceed.

2. Convert ambition into gates

Translate words such as perfect, best, professional, production-ready, or AAA into observable checks. Select only the dimensions relevant to the task:

• correctness and factual accuracy
• completeness against the request
• craft, clarity, and audience fit
• usability and accessibility
• robustness, edge cases, and regression safety
• performance, security, or compliance
• visual, editorial, or technical fidelity to a supplied benchmark

Create a compact acceptance matrix:

Gate	Verification method	Pass condition	Evidence
Relevant quality dimension	Test, inspection, comparison, or read-back	Observable binary condition	Command, source, screenshot, output, or artifact

Prefer pass/fail conditions over vague scores. A strong reaction such as “wow” may be a useful signal, but it is never the only gate.

3. Decompose and assign