Production Challenge
Baseline Visual Bottleneck
Standard img2img style transfer either erased the subject’s facial bone structure or failed to adopt the target art direction.
LoRA & Identity · Media, Gaming & Personalized IP
Zero-shot facial identity preservation across stylized editorial, cybernetic, and painterly worlds using Flux + PuLID.
Verified Outcome Metric
Sub-6-second single-image personalization ready for serverless consumer web apps.
Production Challenge
Standard img2img style transfer either erased the subject’s facial bone structure or failed to adopt the target art direction.
Deterministic Pipeline Architecture
Calibrated PuLID-Flux facial embedding weights injected at mid-blocks while early/late blocks follow custom style conditioning.
Interactive Plate Inspector
Archive Gallery (5 High-Res Plates)





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