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README.md

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+---
+base_model:
+- Vortex5/LunaMaid-12B
+- Vortex5/Vermilion-Sage-12B
+- inflatebot/MN-12B-Mag-Mell-R1
+- Vortex5/Dark-Quill-12B
+library_name: transformers
+tags:
+- mergekit
+- merge
+- roleplay
+---
+![ComfyUI_00165_](https://cdn-uploads.huggingface.co/production/uploads/6669a3a617b838fda45637b8/6mPbbLD1oPf2297ZW3gpP.png)
+# 🌌 **Abyssal-Seraph-12B**
+
+> *Where the light of the divine meets the poetry of the abyss.*
+
 ---
-base_model: []
-library_name: transformers
-tags:
-- mergekit
-- merge
+
+## 🜂 Overview
+
+**Abyssal-Seraph-12B** is a **multi-stage creative merge** designed for expressive storytelling, emotional depth, and lyrical dialogue.  
+It was crafted through a layered fusion using [MergeKit](https://github.com/arcee-ai/mergekit):
+
+1. 🌙 **LunaMaid × Vermilion-Sage** — merged via **NearSwap** (`t=0.0008`) to unify LunaMaid’s balanced composure with Vermilion-Sage’s radiant prose.  
+2. 🕯️ **Dark-Quill × Mag-Mell-R1** — merged via **NearSwap** (`t=0.0008`) to draw forth mysticism, poetic darkness, and a sense of dreamlike gravity.  
+3. ✨ Both intermediate results combined with the **Karcher Mean** — a geometric blend ensuring harmony between light and shadow.
 
 ---
-# merge
 
-This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+## 🩶 Model Essence
 
-## Merge Details
-### Merge Method
+| Trait | Description |
+|:--|:--|
+| 🧠 **Core Nature** | Philosophical, poetic, emotionally resonant |
+| 💬 **Style** | Fluid prose, vivid imagery, articulate reflection |
+| 💫 **Tone** | Dreamlike, balanced between divine warmth and abyssal calm |
+| 🎭 **Best For** | Roleplay, character dialogue, introspection, lore writing, creative prose |
 
-This model was merged using the [Karcher Mean](https://en.wikipedia.org/wiki/Karcher_mean) merge method.
+---
 
-### Models Merged
+🧬 Merge Overview
 
-The following models were included in the merge:
-* ./intermediates/Second
-* ./intermediates/First
+Abyssal-Seraph-12B was created through a multi-stage, precision merge designed to blend expressive prose with poetic balance while maintaining model stability.
 
-### Configuration
+### 🌙 **Stage 1**
+**✨ Method:** NearSwap (`t = 0.0008`)  
+**🩵 Base:** [Vortex5/LunaMaid-12B](https://huggingface.co/Vortex5/LunaMaid-12B)  
+**💮 Secondary:** [Vortex5/Vermilion-Sage-12B](https://huggingface.co/Vortex5/Vermilion-Sage-12B)  
 
-The following YAML configuration was used to produce this model:
+<details>
+<summary><b>Stage 1 Configuration</b></summary>
 
-```yaml
+  ```yaml
+name: First
+models:
+  - model: Vortex5/Vermilion-Sage-12B
+merge_method: nearswap
+base_model: Vortex5/LunaMaid-12B
+parameters:
+  t: 0.0008
 dtype: bfloat16
+tokenizer:
+  source: Vortex5/LunaMaid-12B
+```
+</details>
+
+### 🩶 **Stage 2**
+
+⚙️ Method: NearSwap (t = 0.0008)
+🖤 Base: Vortex5/Dark-Quill-12B
+💫 Secondary: inflatebot/MN-12B-Mag-Mell-R1
+
+<details>
+<summary><b>Stage 2 Configuration</b></summary>
+
+```yaml
+name: Second
+models:
+  - model: inflatebot/MN-12B-Mag-Mell-R1
+merge_method: nearswap
+base_model: Vortex5/Dark-Quill-12B
+parameters:
+  t: 0.0008
+dtype: bfloat16`
+```
+</details>
+
+### 🌌 Stage 3 — **Final Merge**
+
+⚖️ Method: Karcher Mean (tol = 1e-9, max_iter = 20000)
+🜂 Inputs: First + Second
+💎 Purpose:
+To geometrically fuse both for coherence.
+<details>
+<summary><b>Final Merge Configuration</b></summary>
+  ```yaml
+models:
+  - model: First
+  - model: Second
 merge_method: karcher
-modules:
-  default:
-    slices:
-    - sources:
-      - layer_range: [0, 40]
-        model: ./intermediates/First
-      - layer_range: [0, 40]
-        model: ./intermediates/Second
+dtype: bfloat16
 parameters:
-  max_iter: 20000.0
-  tol: 1.0e-09
+  tol: 1e-9
+  max_iter: 20000
 tokenizer:
-  source: ./intermediates/First
+  source: First
 ```
+</details>
+## 🌑🜂 **Acknowledgements** 🜂🌑
+- ⚙️ **mradermacher** — for *static* and *imatrix quantization*
+- 🜛 **DeathGodlike** — for  *EXL3 quants*
+- 🩶 **All original model authors and contributors** whose work made this model possible.
+---
+**Models merged in this creation:**
+- [Vortex5/LunaMaid-12B](https://huggingface.co/Vortex5/LunaMaid-12B)  
+- [Vortex5/Vermilion-Sage-12B](https://huggingface.co/Vortex5/Vermilion-Sage-12B)  
+- [Vortex5/Dark-Quill-12B](https://huggingface.co/Vortex5/Dark-Quill-12B)  
+- [inflatebot/MN-12B-Mag-Mell-R1](https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1)