Ninifee/flfwrld-style-lora

flfwrld — Fluffy 3D Style LoRA

A style LoRA producing soft, felted, candy-colored 3D illustrations: round plush characters, fuzzy pom-pom landscapes, and pastel palettes.

• Base model: black-forest-labs/FLUX.2-klein-base-4B
• Trigger word: flfwrld
• Training: AI-Toolkit on Ostris Cloud · rank 32 · LR 1e-4 · 3000 steps · batch 1
• Dataset: 35 curated images, captioned content-only (no style words) so the style binds to the trigger word
• Created for: LABASAD master's assignment "Create a LoRA"

Checkpoints

File	Step	Character
flfwrld_style_v1_000000500.safetensors	500	Palette converged, texture weak
flfwrld_style_v1_000001000.safetensors	1000	Texture arriving, balanced
flfwrld_style_v1_000001250.safetensors	1250	Best prompt adherence with plain prompts
flfwrld_style_v1.safetensors	3000	Strongest felt texture — recommended with texture words in the prompt

Recommended inference

Tested on fal.ai (fal-ai/flux-2/klein/4b/base/lora): steps 28–40 · guidance 4 · LoRA scale 1.0 · no acceleration. Note: the undistilled base needs 25+ inference steps — few-step endpoints produce hazy, unconverged images.

Prompt template: flfwrld style, [subject + action], fuzzy felted wool texture, soft plush surfaces, [background], [lighting], [composition]

Because style words were excluded from training captions, adding them at inference ("fuzzy felted wool texture") stacks with the trigger and strengthens the texture. With these words present, the 3000 checkpoint gives the best combination of texture and prompt adherence.