Refine CMHMEngine2 Logic

[Phillyclause89]

Description:

Refine and enhance the logic for CMHMEngine2 to improve the accuracy and utility of the AI-generated heatmaps. Utilize game outcomes and performance metrics to inform and optimize the engine's decision-making process.

Scope of Work:

1. Logic Refinement:
   • Analyze current shortcomings in CMHMEngine2 logic, such as inaccuracies in heatmap generation or inefficiencies in decision-making.
   • Incorporate game outcomes and historical data to improve predictive accuracy.
2. Algorithm Improvement:
   • Explore advanced techniques, such as reinforcement learning or heuristic adjustments, to enhance the engine's performance.
   • Optimize existing algorithms for better efficiency and scalability.
3. Testing:
   • Benchmark the engine's performance before and after refinements.
   • Test the engine with a variety of game scenarios to ensure robustness.
4. Documentation:
   • Update the codebase documentation to reflect changes in the engine's logic.
   • Provide usage examples and guidelines for developers.

Acceptance Criteria:

• The logic for CMHMEngine2 is refined to improve accuracy and efficiency.
• Performance benchmarks show measurable improvements.
• The engine performs well across diverse game scenarios.
• Documentation is updated to reflect the changes and improvements.

Additional Context (Optional):

• Reference File: CMHMEngine2