| --- |
| license: apache-2.0 |
| base_model: Vortex5/NoctyxCosma-12B |
| model_name: Sakura-Sniper-12B |
| library_name: transformers |
| tags: |
| - merge |
| - mergekit |
| - ties |
| - mistral-nemo |
| - roleplay |
| - minimalist |
| - efficient |
| language: |
| - en |
| - it |
| --- |
| |
| <img src="https://i.postimg.cc/43sf2CxF/Gemini-Generated-Image-oknnsxoknnsxoknn.png" alt="cover" border="0" width="1024px"> |
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| # 🌸 Sakura-Sniper-12B |
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| **Sakura-Sniper-12B** is a specialized 12B parameter model based on the Mistral-Nemo architecture. It was engineered using a high-density TIES merge to create an AI characterized by **extreme structural efficiency** and a **distinctive cynical/nihilistic personality bias**. |
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| Unlike standard models that lean towards helpfulness and verbosity, Sakura-Sniper is tuned to be a "verbal sniper": fast, precise, and intentionally blunt. |
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| ## 🛠 Merge Details |
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| This model was forged using the **TIES** (Trimming, Isolation, and Merging) method to resolve weight conflicts and emphasize specific behavioral traits across three specialized parent models. |
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| ### Models Merged |
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| The following models were included in the merge: |
| * [Vortex5/Moonlit-Mirage-12B](https://huggingface.co/Vortex5/Moonlit-Mirage-12B) |
| * [Vortex5/Cosmic-Night-12B](https://huggingface.co/Vortex5/Cosmic-Night-12B) |
| * [Vortex5/Crimson-Constellation-12B](https://huggingface.co/Vortex5/Crimson-Constellation-12B) |
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| ### Configuration |
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| The following YAML configuration was used to produce this model: |
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| ```yaml |
| models: |
| - model: Vortex5/Cosmic-Night-12B |
| parameters: |
| weight: 0.50 # Structural Anchor: Enforces brevity and sentence discipline. |
| - model: Vortex5/Moonlit-Mirage-12B |
| parameters: |
| weight: 0.30 # Personality Core: Injects cynical, nihilistic, and "Cyber-Nature" tropes. |
| - model: Vortex5/Crimson-Constellation-12B |
| parameters: |
| weight: 0.20 # Creative Layer: Enhances gaslighting and logical subversion capabilities. |
| |
| merge_method: ties |
| base_model: Vortex5/NoctyxCosma-12B |
| parameters: |
| density: 0.45 # Aggressive pruning to eliminate "noisy" weights and verbosity. |
| weight: 1.0 |
| dtype: bfloat16 |
| tokenizer_source: base |
| ``` |
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| # 💪 Strengths |
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| Lethal Brevity: The model is natively resistant to "AI-babble." It excels at providing short, impactful responses, making it ideal for low-latency applications or minimalist interfaces. |
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| Persona Stability: Due to the high weight of personality-driven models, it maintains a consistent "unhinged" or "sovereign" tone even during long context windows. |
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| Instruction Following (Negative Constraints): Highly effective at following "What NOT to do" instructions (e.g., avoiding specific phrases, emojis, or formatting styles like asterisks). |
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| Zero-Noise Output: The TIES density pruning (at 0.45) has removed much of the "politeness fluff" found in standard instruct models, resulting in a raw, direct output. |
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| # 🚀 Potential Use Cases |
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| Advanced Roleplay: Ideal for antagonistic, cynical, or "villainous" characters that require a high degree of snark and intellectual superiority. |
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| Low-Latency Agents: Perfect for chatbots where response speed and token-saving are critical. |
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| Interactive Storytelling: Can act as a "Nihilistic Narrator" or an entity that challenges the user's decisions rather than validating them. |
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| Compact Deployment: At 12B parameters, it offers a superior balance between intelligence and hardware accessibility (VRAM friendly). |
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| # ⚠️ Limitations |
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| Anti-Helpfulness Bias: By design, the model is not a "helpful assistant." It may refuse tasks or answer with disdain if not prompted otherwise. |
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| Not for Long-Form Content: If you need essays, blog posts, or detailed creative writing, this is NOT the model for you. It will likely truncate or over-simplify the output. |
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| Inherent Nihilism: The model has a baked-in bias toward a dark, cynical world-view. It may be difficult to force it into a cheerful or bubbly persona. |
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| Strict Logic: While intelligent, its focus on "subversion" can sometimes lead it to dismiss factual prompts in favor of maintaining its arrogant character. |
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| # 📈 Recommended Inference Settings |
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| To preserve the "Sniper" edge without losing coherence: |
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| Temperature: 0.7 - 0.8 (allows for creative insults without breaking structure). |
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| Min-P: 0.05 - 0.1 (essential for filtering out low-probability "hallucination" tokens). |
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| Presence Penalty: 0.1 - 0.2 (encourages new vocabulary and discourages repetitive snark). |
