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README.md

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-# Enhanced Affine Model
-
-## Improvements Made
-
-### Chat Template Enhancements
-- **Specialized Problem Solving**: Added environment-specific reasoning strategies
-- **Mathematical Focus**: Enhanced guidance for Project Euler and constraint satisfaction problems
-- **Stack VM Expertise**: Detailed instructions for virtual machine execution tracing
-- **Systematic Approach**: Step-by-step problem solving methodology
-
-### Generation Configuration
-- **Optimized Sampling**: Temperature 0.7, top_p 0.9, top_k 40 for balanced creativity and precision
-- **Repetition Control**: Penalty 1.1 to reduce redundant outputs
-- **Extended Context**: Max 2048 tokens for complex reasoning
-
-### Target Improvements
-- **HVM Environment**: Enhanced constraint satisfaction and VM execution tracing
-- **ELR Environment**: Better mathematical reasoning for Project Euler problems
-- **Maintained Performance**: Preserved strengths in SAT, ABD, and DED environments
-
-## Model Architecture
-- **Base**: GptOssForCausalLM with Mixture of Experts
-- **Size**: 36 layers, 128 experts, 4 active per token
-- **Quantization**: MXFP4 for efficiency
-- **Context**: 131K tokens with YARN RoPE scaling
-
-## Usage
-This model is optimized for the Affine protocol with enhanced reasoning capabilities across all challenge environments.