Update README.md

README.md

@@ -1,4 +1,4 @@
-````yaml
+
 ---
 license: apache-2.0
 language:
@@ -16,15 +16,15 @@ inference: true
 pipeline_tag: text-generation
 ---
 
-# Model Card for ChatNONET
+# NONET
 
-**ChatNONET** is a family of **offline**, quantized large language models fine-tuned for **question answering** with **direct, concise answers**. Designed for local execution using `llama.cpp`, ChatNONET is available in multiple sizes and optimized for Android or Python-based environments.
+**NONET** is a family of **offline**, quantized large language models fine-tuned for **question answering** with **direct, concise answers**. Designed for local execution using `llama.cpp`, NONET is available in multiple sizes and optimized for Android or Python-based environments.
 
 ## Model Details
 
 ### Model Description
 
-ChatNONET is intended for lightweight offline use, particularly on local devices like mobile phones or single-board computers. The models have been **fine-tuned for direct-answer QA** and quantized to **int8 (q8_0)** using `llama.cpp`.
+NONET is intended for lightweight offline use, particularly on local devices like mobile phones or single-board computers. The models have been **fine-tuned for direct-answer QA** and quantized to **int8 (q8_0)** using `llama.cpp`.
 
 | Model Name                        | Base Model         | Size   |
 |----------------------------------|--------------------|--------|
@@ -61,7 +61,7 @@ ChatNONET is intended for lightweight offline use, particularly on local devices
 
 ## Bias, Risks, and Limitations
 
-ChatNONET may reproduce biases present in its base models or fine-tuning data. Outputs should not be relied upon for sensitive or critical decisions.
+NONET may reproduce biases present in its base models or fine-tuning data. Outputs should not be relied upon for sensitive or critical decisions.
 
 ### Recommendations
 
@@ -111,7 +111,7 @@ make
   title={ChatNONET: Offline Quantized Q&A Models},
   author={Michael Cobol Agan},
   year={2025},
-  note={\url{https://huggingface.co/your-model-repo}},
+  note={\url{https://huggingface.co/McaTech/Nonet}},
 }
 ```
 
@@ -119,5 +119,3 @@ make
 
 * **Author:** Michael Cobol Agan (McaTech)
 * **Website / Download App:** https://mcatech.odoo.com/innovation
-
-```