🌌 FasciumMOSS BASE Unrealistic Realism

Where Photorealism Meets Impossible Physics. A Structurally Sound Surrealist Foundation.

🎨 About This Model

FasciumMOSS BASE Unrealistic Realism is not a standard merge. It is a meticulously engineered foundation model built on the MOSS-Image architecture, designed to master the delicate balance between hyper-realistic rendering and surrealist concepts.

Unlike typical models that produce "plastic" realism or chaotic surrealism, this model understands physical logic. If a man has a cloud for a head, the model knows to cast a soft, volumetric shadow on his collar. If a door stands in the ocean, the model calculates the correct water refraction and ripple distortion in the reflection.

⚙️ The Engineering Behind It:

This model is the result of a deep, custom merge of 5 specialized LoRAs (including complex architectural variants) into the base MOSS-Image model at an optimized alpha=0.2. To ensure zero loss of neural pathways, a custom Python merging script was developed to dynamically map prefixes and fuse split QKV (Query, Key, Value) matrices on the fly. The result? 100% key retention. No skipped layers, no architectural compromises, no "fried" weights. Just pure, cohesive artistic intelligence.

✨ Key Features

• Unrealistic Realism: Flawless rendering of impossible scenarios with physically accurate lighting, shadows, and material interactions.

• 100% Weight Integrity: Merged using a custom dynamic QKV-fusion script, ensuring every single parameter from the source LoRAs is perfectly integrated.

• Dual Mastery: Equally capable of generating museum-quality historical art styles (Caravaggio, Seurat, Constructivism) and modern surreal photorealism.

• Natural Anatomy & Textures: Maintains correct proportions and realistic material properties (skin pores, metal reflections, water caustics) even in highly abstract compositions.

• Low CFG Optimization: Specifically tuned to shine at low CFG scales, producing soft, natural, and highly coherent results without the harsh "AI contrast" burn.

⚙️ Recommended Settings

For the best "Unrealistic Realism" results, use these settings. The model is highly sensitive to CFG; keeping it low allows its internal "physics engine" to work naturally.

Parameter

Value

Notes

Sampler

Euler a

Best for natural blending and soft transitions

Scheduler

Tangent

Optimized for the MOSS-Image flow-matching architecture

Steps

30 – 40

35 is the sweet spot for detail vs. generation time

CFG Scale

3.5 – 5.0

Crucial: Do not exceed 6.0, or you will lose the subtle surreal realism

Resolution

1024×1024 or 1024×1536

Portrait orientation works best for character-focused surrealism

Clip Skip

2

Standard for this architecture

Negative Prompt (Keep it minimal):

text

cartoon, illustration, 3d render, plastic, smooth, deformed, ugly, blurry, low quality, watermark, text, signature, oversaturated, harsh contrast

🖼️ Prompt Examples

1. The Cloud Head (Physics & Lighting Test)

surreal_realism, a photorealistic scene of a man in a tailored dark suit standing in an empty field, his head replaced by a perfectly formed cumulus cloud drifting slowly, soft volumetric shadow cast on his collar, soft overcast lighting, shot on 85mm lens, cinematic, hyper-detailed, 8k

2. The Ocean Door (Reflection & Atmosphere Test)

surreal_realism, a photorealistic image of a solitary weathered wooden door standing upright in the middle of a calm ocean at sunset, water realistically reflecting the door's silhouette with slight ripple distortion, golden hour light, volumetric fog, shot on 35mm film, cinematic composition

3. The Cosmic Library (Perspective & Detail Test)

surreal_realism, a photorealistic scene of an endless spiral staircase made entirely of antique books ascending into a starry night sky, warm library lighting blending with cold cosmic light, dust particles floating, tilt-shift effect, hyper-detailed architecture, 8k resolution

(💡 Pro Tip: Save the 20-scene wildcard we developed as surreal_realism.txt in your wildcards folder and use __surreal_realism__ in your prompts for endless, high-quality variations!)

🔬 Technical Details

• Base Architecture: MOSS-Image (bf16)

• Merge Method: Custom Python script with dynamic prefix mapping and QKV matrix fusion (torch.cat).

• Merge Alpha: 0.2 (carefully balanced to prevent weight degradation).

• File Format: .safetensors

• File Size: ~5.2 GB (optimized, no bloat).

📚 How to Use

1. Download the model and place it in your models/Stable-diffusion folder.

2. Select it as your Checkpoint in Forge, ComfyUI, or A1111. (Do not load the source LoRAs separately; they are already baked in).

3. Use the recommended settings above.

4. Write descriptive prompts focusing on materials, lighting, and the surreal concept. The model understands natural language.

🙏 Credits & Acknowledgments

• Base Model: OpenMOSS-Team / MOSS-Image

• Merge Engineering & Curation: FASCIUM

• Inspiration: René Magritte, M.C. Escher, and the principles of physical optics.

📝 License & Usage

• Commercial Use: Allowed.

• Attribution: Appreciated but not required.

• Redistribution: Please link back to this page. Do not re-upload this merged checkpoint as your own.

Model curated and merged by FASCIUM | Version 1.0 | October 2026