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README.md
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---
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library_name: diffusers
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pipeline_tag: text-to-image
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tags:
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- stable-diffusion-xl
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- v-prediction
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- anime
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- dare-merge
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- magr
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license: openrail++
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---
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# Project-Cosmos-V1.0 (MagR Edition)
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**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.
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## The Technology: MagR
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* **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.
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* **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.
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* **Rescaling:** Remaining vectors are mathematically amplified to compensate for the dropout, resulting in extreme clarity.
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## Recommended Settings
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* **Sampler:** Euler a / DPM++ 2M SDE
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* **CFG:** 5.0 - 8.0
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* **Steps:** 30+
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* **V-Prediction:** ENABLED
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