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  ⋆⋆୨୧˚ THE PRIMÉTOILE ENGINE ˚୨୧⋆。˚⋆
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  — Visual Novel generation under starlight —
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  ```
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  🌙 Overview
 
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  ⋆⋆୨୧˚ THE PRIMÉTOILE ENGINE ˚୨୧⋆。˚⋆
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  — Visual Novel generation under starlight —
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  ```
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+ | Version | Type | Strengths | Weaknesses | Recommended Use |
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+ |-------------------------------------------------------|-----------------|---------------------------------------------------------------------------|----------------------------------------------------------------------|-----------------------------|
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+ | [Secunda-0.1-GGUF](https://huggingface.co/Yaroster/Secunda-0.1-GGUF) / [RAW](https://huggingface.co/Yaroster/Secunda-0.1-RAW) | Instruction | - Most precise<br>- Coherent code<br>- Perfected Modelfile | - Smaller context / limited flexibility | **Production / Baseline** |
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+ | [Secunda-0.3-F16-QA](https://huggingface.co/Yaroster/Secunda-0.3-F16-QA) | QA-based Input | - Acceptable for question-based generation | - Less accurate than 0.1<br>- Not as coherent | Prototyping (QA mode) |
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+ | [Secunda-0.3-F16-TEXT](https://huggingface.co/Yaroster/Secunda-0.3-F16-TEXT) | Text-to-text | - Flexible for freeform tasks | - Slightly off<br>- Modelfile-dependent | Experimental / Text rewrite |
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+ | [Secunda-0.3-GGUF](https://huggingface.co/Yaroster/Secunda-0.3-GGUF) | GGUF build | - Portable GGUF of 0.3 | - Inherits 0.3 weaknesses | Lightweight local testing |
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+ | [Secunda-0.5-RAW](https://huggingface.co/Yaroster/Secunda-0.5-RAW) | QA Natural | - Best QA understanding<br>- Long-form generation potential | - Inconsistent output length<br>- Some instability | Research / Testing LoRA |
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+ | [Secunda-0.5-GGUF](https://huggingface.co/Yaroster/Secunda-0.5-GGUF) | GGUF build | - Portable, inference-ready version of 0.5 | - Shares issues of 0.5 | Offline experimentation |
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+ | [Secunda-0.1-RAW](https://huggingface.co/Yaroster/Secunda-0.1-RAW) | Instruction | - Same base as 0.1-GGUF | - Same as 0.1 | Production backup |
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  ---
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  🌙 Overview