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                      ⋆⋆୨୧˚ THE PRIMÉTOILE ENGINE ˚୨୧⋆｡˚⋆
                  — Visual Novel generation under starlight —

Version	Type	Strengths	Weaknesses	Recommended Use
Secunda-0.1-GGUF / RAW	Instruction	- Most precise - Coherent code - Perfected Modelfile	- Smaller context / limited flexibility	Production / Baseline
Secunda-0.3-F16-QA	QA-based Input	- Acceptable for question-based generation	- Less accurate than 0.1 - Not as coherent	Prototyping (QA mode)
Secunda-0.3-F16-TEXT	Text-to-text	- Flexible for freeform tasks	- Slightly off - Modelfile-dependent	Experimental / Text rewrite
Secunda-0.3-GGUF	GGUF build	- Portable GGUF of 0.3	- Inherits 0.3 weaknesses	Lightweight local testing
Secunda-0.5-RAW	QA Natural	- Best QA understanding - Long-form generation potential	- Inconsistent output length - Some instability	Research / Testing LoRA
Secunda-0.5-GGUF	GGUF build	- Portable, inference-ready version of 0.5	- Shares issues of 0.5	Offline experimentation

🌙 Secunda-0.5-GGUF [EXPERIMENTAL]

For more concise and controlled results, I recommend using Secunda-0.1-GGUF (best) or Secunda-0.3-GGUF

Secunda-0.5-GGUF is the most verbose release of the Secunda model to date:

Fine-tuned to generate fully structured Ren'Py .rpy scripts from natural language prompts — now available in GGUF format for fast local inference via llama.cpp, ollama, llamafile, or LM Studio.
Yet, it is also the most capricious and least reliable.
It needs further prompt-engineering, though we believe our Modelfile might be enough to yield acceptable results.

✨ What it generates

Secunda-0.5-GGUF excels at:

✅ Creating very long scripts
✅ Backgrounds & sprite declarations
✅ Emotional, coherent dialogue

📁 Model Variants

Variant	Quant Type	Filename	Notes
🔥 Main	`q8_0`	`secunda-0.5-q8_0.gguf`	Best quality. Use this for real content generation.
🌒 Experimental	`tq2_0`	`secunda-0.5-tq2_0.gguf`	Smaller, faster. May lose stylistic precision.
⚗️ Tiny Deploy	`tq1_0`	`secunda-0.5-tq1_0.gguf`	Edge-case or testing deployments.

🛠 How to Run (Ollama)

ollama create secunda -f Modelfile
ollama run secunda

Prompt example:

You can write naturally, without any issues.

🔺 Important: Always run with the Modelfile that defines structured behavior and generation tags.

🧪 Evaluation

✅ Over 450 test scripts generated
✅ 75%+ valid Ren'Py syntax
✅ Scene and tone fidelity preserved across chapters

🧼 Training Integrity

⚠️ NO HUMAN-WRITTEN VISUAL NOVELS were used in training ⚠️ Secunda was trained using machine-generated, structured examples and dataset augmentations. We respect the hard work of VN creators.

🙏 If you love visual novels, support indie authors on itch.io!

📚 Citation

@misc{secunda2025gguf,
  title={Secunda-0.5-GGUF},
  author={Yaroster},
  year={2025},
  note={https://huggingface.co/Yaroster/Secunda-0.5-GGUF}
}

🌌 Related Projects

Primétoile — full pipeline for multi-chapter VN generation
Secunda-0.3-F16-QA — QA-style narrative variant
Secunda-0.3-F16-TEXT — unstructured story generation
Secunda-0.1-RAW — original fine-tuned model

💫 Final Words

✧ Because stories can spark from a single phrase ✧ This is Secunda-0.5-GGUF — and it finally writes like a novelist.

Yaroster
/

Secunda-0.5-GGUF