---
library_name: diffusers
pipeline_tag: text-to-image
tags:
- stable-diffusion-xl
- v-prediction
- anime
- dare-merge
- magr
license: openrail++
---

# Project-Cosmos-V1.0 (MagR Edition)

**Project Cosmos** represents the 2026 SOTA in model merging using **Magnitude-DARE (MagR)**. Instead of random dropouts (Classic DARE) or simple blends (Linear), Cosmos intelligently identifies the "strongest" feature updates from NoobAI and implants them into IllumiYume with aggressive rescaling.

## The Technology: MagR
* **Input Blocks (Anatomy):** **90% Drop Rate.** We discard 90% of NoobAI's data, keeping only the top 10% strongest structural updates. This creates a "Super-Skeleton" while preserving IllumiYume's stability.
* **Output Blocks (Style):** **60% Drop Rate.** We allow the top 40% of NoobAI's style features to penetrate, rescaled to ensure the "NoobAI Look" dominates the rendering engine without creating noise.
* **Rescaling:** Remaining vectors are mathematically amplified to compensate for the dropout, resulting in extreme clarity.

## Recommended Settings
* **Sampler:** Euler a / DPM++ 2M SDE
* **CFG:** 5.0 - 8.0
* **Steps:** 30+
* **V-Prediction:** ENABLED