prompt-iteration-and-diagnostics

When to use

• The user shows or describes a failed output and asks how to fix it.
• The user wants prompt diagnostics, iteration, A/B variants, failure analysis, or a revision report.
• The output has drift, bad anatomy, wrong motion, weak realism, camera chaos, text/logo errors, prompt collapse, or model transfer failure.
• The prose, dialogue, or film package has generic AI voice, weak story logic, rights/provenance gaps, or release-quality concerns.

When not to use

• The user has no output or failure description and only needs first-draft prompting.
• The issue is a tool outage or account/billing problem.
• The user asks for unsafe bypass instructions.

Required inputs

• Original prompt
• Observed output or failure description
• Target model/tool
• Desired result