Update README.md

README.md

@@ -9,4 +9,29 @@ library_name: transformers
 tags:
 - text-generation-inference
 - code
----
+---
+
+# **Theta-Crucis-0.6B-Turbo1-GGUF**
+
+> **Theta-Crucis-0.6B-Turbo1** is a compact, high-performance model designed for **code generation**, **technical reasoning**, and **structured output tasks**. Fine-tuned from **Qwen3-0.6B** using the **Mixture of Thoughts (MoT)** dataset with an emphasis on **code expert clusters**, this model delivers agile and accurate coding assistance in low-resource environments. At only **0.6B parameters**, it offers strong fluency in programming, structured syntax, and technical language generation.
+
+## Model File
+
+| File Name                                   | Size   | Format        | Description                              |
+|--------------------------------------------|--------|---------------|------------------------------------------|
+| Theta-Crucis-0.6B-Turbo1.BF16.gguf         | 1.2 GB | GGUF (BF16)   | BFloat16 precision model file            |
+| Theta-Crucis-0.6B-Turbo1.F32.gguf          | 2.39 GB| GGUF (F32)    | Float32 precision model file             |
+| Theta-Crucis-0.6B-Turbo1.Q4_K_M.gguf       | 397 MB | GGUF (Q4_K_M) | 4-bit quantized model file               |
+| Theta-Crucis-0.6B-Turbo1.Q5_K_M.gguf       | 444 MB | GGUF (Q5_K_M) | 5-bit quantized model file               |
+| Theta-Crucis-0.6B-Turbo1.Q8_0.gguf         | 639 MB | GGUF (Q8_0)   | 8-bit quantized model file               |
+| config.json                                | 31 B   | JSON          | Configuration file                       |
+| .gitattributes                             | 1.88 kB| Text          | Git attributes configuration             |
+
+## Quants Usage 
+
+(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
+
+Here is a handy graph by ikawrakow comparing some lower-quality quant
+types (lower is better):
+
+![image.png](https://www.nethype.de/huggingface_embed/quantpplgraph.png)