LoRA Architecture: Flux 2 Dev (32B) | Precision: Pure bf16 (unquantized / no compromises) | Rank: 128This LoRA was trained on a pure, unquantized Flux 2 Dev (32B) stack, with no reduction in tensor precision.Rather than acting as a simple, flat stylizer, this model encapsulates the full aesthetic syntax of Dariusz Zawadzki’s dark biomechanical surrealism: dry, cracked bone, forged metal, patinated brass, organic tubing, and deep, layered oil glazes.Thanks to its high rank (128) and native bf16 precision, the model offers absolute flexibility depending on the applied LoRA weight.WeightsRecommended LoRA weights and modes: 1.00"Pure Fine Art" Mode (Easel Painting)Use this for generating standalone, artistic canvases from scratch.Produces a dense, oily texture, featuring craquelure (cracked paint), sfumato, and a deep, noir-inspired aesthetic all without any artificial gloss.1.00 – 0.40VFX and Photographic Integration Mode (Blending with photo references)An ideal mode for working with portraits or faces via conditioning. At a weight of 0.20, the base 32B photorealism model retains 100% of the subject's anatomical and facial recognizability, while the LoRA applies effects reminiscent of high-budget American prosthetic makeup and practical VFX (such as fused metal, exoskeletal masks, or crumbling bone).Generation SettingsParameterValueNoteSampler: UniPCEnsures stable convergence for the 32B model.Scheduler: sg_uniformProvides a clean distribution of steps without aggressive denoising.Steps: 55Optimal rendering time for maximum detail.CFG / Guidance: 3.5 (Gold standard)3.5 preserves geometry; use 2.2–2.5 for more painterly/artistic experiments.Latent Resolution: 4MP (e.g., 2048x2048)Utilize the resolution conditioning from Flux 3.ComfyUI Workflow:All images in the gallery contain embedded metadata. Simply drag and drop any PNG/JPG file into ComfyUI to automatically load the complete workflow.Custom Detailer Node (included)Our custom node for micro-contrast and detail enhancement (designed for textures like bone and metal) is included as part of the workflow.Soft Clamp Toggle: OFFSoft Clamp is an experimental feature; in the current version, enabling it may limit the model's full potential, so it is recommended to keep it disabled.

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