AI Film Pipeline

End-to-end character production pipeline for Zeramental — a dark fantasy AI series. Concept brief to finished shot sequence, fully automated. Character identity consistent across every frame.

NB2

Primary image model

Kling 3

Video generation

Sheets

Character turnarounds

Automated

Brief to CDN

The project

Zeramental — dark fantasy AI production.

Zeramental is a dark fantasy AI character series — WoW-style aesthetic, original characters, and a pipeline built to produce consistent cinematic output at scale.

The problem with AI character production at scale is identity drift. Run a character prompt 50 times and you get 50 variations. The pipeline here solves that: per-character sheets with multi-angle turnarounds, dual-reference injection, and the SAME anchor mechanic enforce identity across every generation.

The output is film-grade. The process is automated. Brief goes in, CDN assets come out.

Character roster

Sin

Protagonist

Full-body blackout with pale veining and crackle. Face clear. Pale icy grey eyes. Chrome bracers and stiletto blade. Recurring male lead.

Jack

Villain

Massive male figure. Black eyes. Chrome shoulder spikes. Primary antagonist. Shot in wide and mid compositions.

Kezia

Secondary villain

Female villain. Amber eyes. Blackout arms. Present in multi-character scenes with Jack and Sin.

Pipeline breakdown

Every stage from brief to delivered asset.

Character brief

Physical attributes + visual identity written in photography language. No CGI vocabulary. Brief fed into the pipeline as structured parameters.

Character sheet + turnaround build

Multi-angle turnaround sheet built per character — front, three-quarter, profile, and expression variants. Used directly as reference, no training step, no fine-tuning run.

Dual-reference injection

For multi-character scenes, both character sheets are injected as dual references. Standard single-ref fails when two characters share a generation.

Image generation — NB2 + GPT Image 2

NB2 (thinking_budget 1024) as primary. SAME anchor mechanic as mandatory closing line on every prompt. Photography-language vocabulary enforced throughout.

Video — Kling 3.0 + Seedance 2.0

Kling 3.0 for lip-sync and motion control. Seedance 2.0 for narrative multi-shot sequences. 180° rule, static camera priority, shot duration 6–9s target 8s.

QC + CDN delivery

CSFD threshold identity check. Duration and resolution verification. Auto-reject and re-queue on failure. R2 CDN upload on pass, URL registered in Supabase.

Pipeline