RealForm Atlas is a neutral, realistic and highly stable LoRA designed for consistent performance across multiple categories: portraits, animals, interiors, landscapes, fashion, objects and atmospheric scenes. It is trained on a balanced, bias‑controlled dataset to ensure clean outputs, strong coherence and predictable behavior in every context.⚠️ Compatibility This LoRA is optimized exclusively for Z‑Image Turbo. Not compatible with Z‑Image Base due to pipeline differences and bias handling.<h2 id="technical-characteristics">Technical Characteristics</h2><ul><li>Neutral, modular behavior — does not impose style; follows the prompt with high fidelity.</li><li>High coherence — no drift, no artifacts, no unwanted stylization.</li><li>Advanced light handling:natural light (dawn, afternoon, filtered light)artificial warm/cold/mixed lightingatmospheric conditions (rain, haze, bokeh)</li><li>Material accuracy:natural skindetailed animal fursilk, leather, wood, metal, stonewet sand, water, autumn foliage</li><li>Depth and atmosphere:soft hazerealistic depthconsistent backgrounds</li><li>Versatility across subjects:human portraitswildlife and petsmodern interiorsautumn forests, beaches, rain scenesfashion and elegant environments</li><li></li></ul><h2 id="training-dataset">Training Dataset</h2>Balanced dataset across 8 controlled categories:<ul><li>portraits</li><li>half‑body subjects</li><li>animals</li><li>objects</li><li>interior environments</li><li>landscapes</li><li>clothing</li><li>lighting variations</li></ul>Neutral palette → avoids unwanted color dominance. Controlled distribution → ensures stability and predictable results.<h2 id="recommended-lora-weight">Recommended LoRA Weight</h2><ul><li>1.0 → full strength, maximum consistency</li><li>0.8 → softer integration, more prompt‑driven</li><li>Do not go below 0.8 — quality and stability decrease noticeably</li><li></li></ul><h2 id="usage-guidelines">Usage Guidelines</h2><ul><li>Use clear, direct prompts.</li><li>Always specify lighting (the LoRA responds extremely well to light control).</li><li>For portraits: include skin details, light direction, mood.</li><li>For animals: specify expression and posture.</li><li>For interiors: specify materials and lighting type.</li><li>For landscapes: specify season, atmosphere, depth.</li><li></li></ul><h2 id="limitations">Limitations</h2><ul><li>Not compatible with Z‑Image Base.</li><li>Not intended for cartoon/anime styles.</li><li>Requires precise prompting for best results.</li><li>Does not impose artistic style by itself.</li><li></li></ul><h2 id="ideal-for">Ideal For</h2><ul><li>professional creators</li><li>realistic showcases</li><li>photography‑style outputs</li><li>atmospheric scenes</li><li>interior design</li><li>wildlife and nature</li><li>fashion and premium portraits</li></ul>

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