<h3 id="if-you-like-the-model-i-will-also-make-the-fp8-version">If you like the model, I will also make the FP8 version</h3>VelvetForge_ZIT is a hybrid model developed inside the Z‑Image Turbo pipeline, created through direct LoRA integration within a flow‑based architecture using QWEN 3.4B CLIP and BF16 precision. It is not an SDXL model, does not rely on diffusion sampling, and does not support traditional schedulers. VelvetForge_ZIT operates entirely through the AuraFlow system, using low‑step sampling with deterministic behavior.This model blends the structural consistency of Z‑Image Turbo with a velvet‑soft semi‑real aesthetic, characterized by:<ul><li>smooth transitions</li><li>clean, non‑plastic skin</li><li>soft, controlled lighting</li><li>natural editorial look</li><li>absence of diffusion‑style micro‑noise</li><li>stable color response even at low CFG</li></ul>The fusion was calibrated to preserve the physics of the flow model, avoiding drift, artifacts, and instability commonly seen in static merges. VelvetForge_ZIT uses dynamic LoRA injection during inference, with adaptive strength handling and internal normalization, ensuring consistent results even with minimal prompting.<h1 id="pipeline-and-architecture">⭐ Pipeline &amp; Architecture</h1><ul><li>Base Model: Z‑Image Turbo (flow‑based)</li><li>CLIP: QWEN 3.4B</li><li>Precision: BF16</li><li>Sampling: AuraFlow (res_multisteps / simple)</li><li>Optimal Steps: 8–9</li><li>Optimal CFG: 0–1</li><li>Compatibility: Z‑Image Turbo pipeline only</li><li>Not compatible with: Euler, DPM++, Heun, UniPC, Karras, DDIM, or any SDXL‑based scheduler</li></ul><h1 id="model-identity">⭐ Model Identity</h1>VelvetForge_ZIT produces a semi‑real aesthetic — a balanced midpoint between realism and soft editorial rendering. It is not photographic and not illustrative: it is a hybrid look with smooth light, natural textures, and clean detail.Key characteristics:<ul><li>velvet‑smooth skin</li><li>soft cinematic lighting</li><li>consistent results on male and female subjects</li><li>excellent handling of hair, clothing, and materials</li><li>clean, non‑noisy backgrounds</li><li>high coherence even with short prompts</li></ul><h1 id="recommended-usage">⭐ Recommended Usage</h1><ul><li>Sampler: res_multisteps (recommended), simple</li><li>Steps: 8–9</li><li>CFG: 0–1</li><li>Prompting: short, clean prompts without style stacking</li><li>Negative prompt: minimal or none</li><li>External LoRAs: not recommended (breaks flow‑based consistency)</li></ul><h1 id="intended-use">⭐ Intended Use</h1>VelvetForge_ZIT is ideal for:<ul><li>semi‑real portraits</li><li>half‑body editorial shots</li><li>fashion soft‑light compositions</li><li>clean, natural, velvet‑toned aesthetics</li><li>professional Z‑Image Turbo workflows</li></ul>

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