Tharendell Portrait Generator
The Tharendell Portrait Generator v1.1 – FLUX Model is a fusion of computational design and narrative-driven image synthesis. Built on the FLUX.1 diffusion architecture, the system transforms richly structured character lore into cinematic portraits through hierarchical prompt engineering, dual-tokenizer conditioning, and reproducible diffusion parameters. By extending FLUX beyond the 77-token CLIP limit and integrating world-aware stylistic constraints, the generator produces visually consistent NPCs whose appearance aligns tightly with Tharendell’s established lore and aesthetic grammar. This work demonstrates how algorithmic control, handcrafted semantics, and modern diffusion models can converge to support long-form, coherent visual storytelling across an evolving fantasy world.
Three Stage Pipeline for Fine Tuning Dedicated NPC Models
This work presents a practical three-stage pipeline for constructing dedicated non-player characters (NPC) language models using synthetic persona-aligned data. Rather than relying on a single general-purpose model with prompt-based persona conditioning, the system trains a separate, fully fine-tuned 3B parameter model per NPC.