A brief and a brand kit go in. A finished post comes out: caption, hashtags, true 4:5 and 9:16 masters rendered by code, the judge's score, and a spec you can revise in plain words. The first artifact the v2 engine mastered.






Fictional brands, live output. The chips quote the spec the dealer dealt: layout archetype and display face.
The shared pipeline decides the words; these are the stages that decide the pixels of a single post. The full walk, gates and all, is on how it works.
POST /v1/generate-visual-v2 and POST /v1/revise-visual-v2 over REST, or the generate_visual and revise_visual MCP tools, annotated credit-bearing and slow so a well-behaved agent knows what it is spending. Always send an idempotency key; these calls take tens of seconds to a few minutes, and a retry must never double-spend. Blocked results cost nothing.