Update README.md

README.md

@@ -59,46 +59,56 @@ hf_pipeline = HuggingFacePipeline(pipeline=generate_code)
 llm_chain = LLMChain(llm=hf_pipeline, prompt=prompt)
 
 print(llm_chain.predict(instruction="Write a Python function to check if a number is prime."))
-
-Known Limitations
+```
+## **Known Limitations**
 
 While Mirror provides high-quality code suggestions, debugging assistance, and structured programming responses, it has the following limitations:
 
-General conversation abilities are limited due to its specialization in coding-related tasks.
-Mathematical reasoning and logical inference may be weaker than models designed for general problem-solving.
-Complex multi-step reasoning in natural language might require fine-tuning on additional dialogue datasets.
-Dataset Limitations
+- **General conversation abilities** are limited due to its specialization in coding-related tasks.
+- **Mathematical reasoning and logical inference** may be weaker than models designed for general problem-solving.
+- **Complex multi-step reasoning** in natural language might require fine-tuning on additional dialogue datasets.
+
+---
+
+## **Dataset Limitations**
+
+Mirror is fine-tuned on the **GPT CodeFeedback dataset**, which primarily focuses on **code optimization and structured feedback**. While it provides strong performance for technical queries, it may:
 
-Mirror is fine-tuned on the GPT CodeFeedback dataset, which primarily focuses on code optimization and structured feedback. While it provides strong performance for technical queries, it may:
+- Reflect biases inherent in **publicly available programming datasets**.
+- Have **limited knowledge of recent programming frameworks or libraries** that emerged after its last fine-tuning session.
+- Exhibit **hallucinations** in open-ended prompts that lack specific instructions.
 
-Reflect biases inherent in publicly available programming datasets.
-Have limited knowledge of recent programming frameworks or libraries that emerged after its last fine-tuning session.
-Exhibit hallucinations in open-ended prompts that lack specific instructions.
-Future Development
+---
 
-Enhancing conversational abilities by fine-tuning on instruction-heavy dialogue datasets (e.g., OpenAssistant, Dolly).
-Improving reasoning and debugging capabilities using reinforcement learning from developer interactions.
-Reducing hallucinations in long-form responses through dataset refinements.
-License
+## **Future Development**
 
-Mirror is released under the Apache License 2.0 and CC-BY-SA 4.0, allowing for both commercial and research usage.
+- **Enhancing conversational abilities** by fine-tuning on instruction-heavy dialogue datasets (e.g., OpenAssistant, Dolly).
+- **Improving reasoning and debugging capabilities** using reinforcement learning from developer interactions.
+- **Reducing hallucinations in long-form responses** through dataset refinements.
 
-Option 1: Apache License 2.0
-Mirror is licensed under the Apache License, Version 2.0 (the "License");
-you may not use this model except in compliance with the License.
+---
+
+## **License**
+
+Mirror is released under the **Apache License 2.0** and **CC-BY-SA 4.0**, allowing for both **commercial and research usage**.
+
+### **Option 1: Apache License 2.0**
+Mirror is licensed under the **Apache License, Version 2.0** (the "License");  
+you may not use this model except in compliance with the License.  
 You may obtain a copy of the License at:
 
-📄 Apache 2.0 License
+📄 **[Apache 2.0 License](http://www.apache.org/licenses/LICENSE-2.0)**  
 
-Unless required by applicable law or agreed to in writing, software
-distributed under the License is distributed on an "AS IS" BASIS,
+Unless required by applicable law or agreed to in writing, software  
+distributed under the License is distributed on an "AS IS" BASIS,  
 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 
-Option 2: Creative Commons Attribution-ShareAlike 4.0 (CC-BY-SA 4.0)
-This model's outputs (such as generated text) and non-code content are licensed under CC-BY-SA 4.0.
+### **Option 2: Creative Commons Attribution-ShareAlike 4.0 (CC-BY-SA 4.0)**
+This model's outputs (such as generated text) and non-code content are licensed under **CC-BY-SA 4.0**.
 
 Under this license:
 
-You must give credit when using or sharing outputs.
-You must share modifications under the same license.
-📄 CC-BY-SA 4.0 License
+- You **must give credit** when using or sharing outputs.
+- You **must share modifications under the same license**.
+
+📄 **[CC-BY-SA 4.0 License](https://creativecommons.org/licenses/by-sa/4.0/)**