Character development end-to-end: concept brief to character sheet with turnarounds to consistent multi-shot generation. The system keeps identity stable across lighting changes, shot types, and generation runs.





Character brief
Physical attributes, tone, recurring visual identity. Written in photography language only — CGI and production terms stripped before any generation.
Photography vocab = no rendering artifacts from production language.
Character sheet + turnaround build
20-image bundle per character. Multi-angle turnaround set — front, three-quarter, profile, expression variants — used directly as reference. No training step, no fine-tuning run.
Sheet-based reference, not a trained model — higher consistency hit rate in production.
Dual-reference injection
For scenes with multiple characters, dual-reference injection ensures both identities are preserved in the same frame without blending.
Standard single-ref fails when two characters share a generation.
SAME anchor generation
Every image prompt closes with the SAME anchor mechanic. Without it, per-character lighting is overridden by global scene logic — identity breaks between frames.
Confirmed May 2026 — SAME anchor is mandatory. Not optional.
QC + delivery
Character identity check per output. CSFD threshold scoring. Auto-reject and re-queue if consistency drops. CDN delivery on pass.
QC gate prevents character drift accumulating across large batches.
This pipeline runs in active production on Zeramental, a dark fantasy AI character series. Multiple trained characters, a locked visual style, and shot-consistent multi-model generation across every frame.




Other machines