01 · Baseline Failure Mode
Where Off-the-Shelf Workflows Broke
Prompt-only workflows merged two characters’ clothing colors together and drifted facial proportions between wide establishing shots and close-ups.
Independent Children’s Book Publishing Portfolio · 9 min technical case study
Holding Multi-Character Continuity Across 1,000+ Children’s Book Spreads
Inside our multi-character LoRA + regional latent masking workflow powering print-published children’s titles like “Zora Doesn’t Want to Move.”
| Benchmark KPI | Before Insiyak | After Deterministic Pipeline |
|---|---|---|
| Archive Spreads Shipped | Manual 4–6 months/book | 1,049+ spreads across titles |
| Multi-Character Bleed Drift | Frequent trait swapping | Eliminated via regional masks |
| Print Prepress Compliance | 72 DPI RGB upscales | 300 DPI CMYK + 0.125" bleed |
02 · Production Systems Architecture
How Insiyak Solved It
We authored orthographic character turnarounds first, trained separate protagonist and world-brushwork bf16 LoRAs, isolated multi-character interactions with regional attention masks, and hand-overpainted facial nuances prior to 300 DPI CMYK bleed conversion.
Pipeline DAG Node Breakdown
Stage-by-stage execution topology.
Stage 01
Orthographic 8-Pose Character Turnaround & Expression Bible
Stage 02
Separate Protagonist Identity LoRA + Gouache Storybook Style LoRA
Stage 03
Regional Latent Couple Masking + OpenPose Interaction Blocking
Stage 04
Manual Procreate/Photoshop Polish + 300 DPI CMYK Bleed Mastering
Principal Architect Takeaway
Regional attention masking plus human editorial overpainting bridges generative speed with heirloom print publishing quality.
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