Implement Missing Features from README

[mentatbot]

Description

The following features mentioned in the README are not currently implemented in the codebase and need to be added:

1. Dynamic Difficulty Adjustment: Automatically adjusts problem difficulty based on the model's performance.
2. Symbolic Reasoning: Incorporates a symbolic reasoning component to handle abstract mathematical concepts.
3. Parallel Processing: Utilizes parallel processing for efficient training and reinforcement learning.
4. Real-time Visualization: Provides real-time plotting of learning curves and performance metrics.

Tasks

1. Dynamic Difficulty Adjustment:

   • Implement a mechanism to adjust the difficulty of problems dynamically based on the model's performance.
   • Integrate this mechanism into the existing curriculum learning process.

2. Symbolic Reasoning:

   • Develop a symbolic reasoning component to handle abstract mathematical concepts.
   • Integrate this component into the Kistmat_AI model.

3. Parallel Processing:

   • Implement parallel processing techniques to improve training efficiency.
   • Ensure compatibility with the existing model architecture and training loops.

4. Real-time Visualization:

   • Develop tools for real-time visualization of learning curves and performance metrics.
   • Integrate these tools into the training process to provide real-time feedback.

References

• Kistmath_AI/models/kistmat_ai.py
• Kistmath_AI/models/external_memory.py

Additional Notes

Please ensure that the new features are well-documented and include appropriate unit tests to verify their functionality.