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+---
+license: proprietary
+language:
+- en
+- zh
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+- reasoning
+- mathematics
+- programming
+- creative-writing
+- chain-of-thought
+---
+
+# Brello Thinking
+
+<p align="center">
+ <img src="https://via.placeholder.com/400x200/4A90E2/FFFFFF?text=BRELLO+THINKING" width="400"/> <br>
+</p>
+
+<p align="center">
+    🤖&nbsp;<a href="#"><b>Epic Systems</b></a>&nbsp;|&nbsp;
+    👨‍💻&nbsp;<a href="#"><b>Rehan Temkar</b></a>&nbsp;|&nbsp;
+    🧠&nbsp;<a href="#"><b>Advanced Reasoning</b></a>
+</p>
+
+## Model Introduction
+
+**Brello Thinking** is an advanced language model created by **Epic Systems** and engineered by **Rehan Temkar**. Built on the robust Tencent Hunyuan base model, Brello Thinking specializes in deep reasoning, mathematical problem-solving, coding, and creative thinking with enhanced chain-of-thought capabilities.
+
+### Key Features and Advantages
+
+- **🧠 Advanced Reasoning**: Enhanced chain-of-thought capabilities with both fast and slow thinking modes
+- **🔢 Mathematical Excellence**: Superior performance in mathematical problem-solving and computation
+- **💻 Programming Prowess**: Strong coding capabilities across multiple programming languages
+- **📚 Long Context Understanding**: Supports extended conversations and document analysis
+- **🎯 Creative Problem Solving**: Innovative approaches to complex problems
+- **🌐 Multi-language Support**: Fluent in multiple languages with cultural understanding
+
+## Model Architecture
+
+- **Base Model**: Tencent Hunyuan
+- **Parameters**: 1.8B (optimized for efficiency)
+- **Context Window**: 256K tokens
+- **Architecture**: HunYuanDenseV1ForCausalLM
+- **Specialization**: Reasoning, Mathematics, Programming, Creative Thinking
+
+## Usage
+
+### Basic Usage
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+# Load Brello Thinking
+model_name = "BrelloES/brello-thinking"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto")
+
+# Example conversation
+messages = [
+    {"role": "user", "content": "What is 2+2?"}
+]
+
+tokenized_chat = tokenizer.apply_chat_template(
+    messages, 
+    tokenize=True, 
+    add_generation_prompt=True,
+    return_tensors="pt",
+    enable_thinking=True
+)
+
+outputs = model.generate(
+    tokenized_chat.to(model.device), 
+    max_new_tokens=2048,
+    do_sample=True,
+    top_k=20,
+    top_p=0.8,
+    repetition_penalty=1.05,
+    temperature=0.7
+)
+
+response = tokenizer.decode(outputs[0])
+print(response)
+```
+
+### Thinking Mode
+
+Brello Thinking supports enhanced reasoning with thinking mode:
+
+```python
+# Enable thinking mode (default)
+tokenized_chat = tokenizer.apply_chat_template(
+    messages, 
+    enable_thinking=True  # Shows reasoning process
+)
+
+# Disable thinking mode
+tokenized_chat = tokenizer.apply_chat_template(
+    messages, 
+    enable_thinking=False  # Direct answers
+)
+```
+
+## Model Capabilities
+
+### Mathematical Reasoning
+- Complex mathematical problem-solving
+- Step-by-step mathematical proofs
+- Statistical analysis and computation
+
+### Programming
+- Code generation in multiple languages
+- Debugging and code optimization
+- Algorithm design and implementation
+
+### Creative Writing
+- Story generation and creative content
+- Technical writing and documentation
+- Poetry and artistic expression
+
+### Problem Solving
+- Logical reasoning and analysis
+- Critical thinking and evaluation
+- Strategic planning and decision-making
+
+## Technical Specifications
+
+| Specification | Value |
+|---------------|-------|
+| Model Size | 1.8B Parameters |
+| Context Window | 256K Tokens |
+| Architecture | HunYuanDenseV1ForCausalLM |
+| Base Model | Tencent Hunyuan |
+| Creator | Epic Systems |
+| Engineer | Rehan Temkar |
+| License | Proprietary - Epic Systems |
+
+## Performance
+
+Brello Thinking demonstrates superior performance in:
+- Mathematical reasoning and computation
+- Programming and code generation
+- Creative problem-solving
+- Long-context understanding
+- Multi-language tasks
+
+## License
+
+This model is proprietary software created by Epic Systems and engineered by Rehan Temkar. All rights reserved.
+
+## Contact
+
+- **Creator**: Epic Systems
+- **Engineer**: Rehan Temkar
+- **Model**: Brello Thinking v1.0.0
+
+---
+
+*Brello Thinking - Advanced AI Reasoning by Epic Systems*
+
+---
+
+## Original Model Information
+
+This model is based on the Tencent Hunyuan model. For more information about the original model, see the [Hunyuan documentation](https://github.com/Tencent-Hunyuan/Hunyuan-1.8B).