Prompt Optimization For Vofy Media

Rewrite user intent into model-ready prompts while preserving creative direction.

Adaptive Workflow

1. Identify output type, mode, named model, source media, target platform, aspect ratio, duration, and hard constraints.
2. If no model is named, choose or infer one with imagine-models before loading prompt guidance.
3. Load the exact model guide from the routing table below; for multi-stage pipelines, load one guide per stage.
4. If the selected model has no guide in this skill, do not load a substitute guide; use only the user's intent plus imagine-models capability constraints.
5. Rewrite the prompt for the selected model and mode.
6. When the user asked to generate media, pass the optimized prompt to imagine-create instead of stopping at advice.

Model Guide Routing