MCA Method (Mentor, Copilot, Agent) - Pedagogical framework to transform LLMs into effective educational mentors for programming learning through structured guidelines.
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Updated
Sep 27, 2025
MCA Method (Mentor, Copilot, Agent) - Pedagogical framework to transform LLMs into effective educational mentors for programming learning through structured guidelines.
Problem complexity classification and learning progression framework with quantitative wickedness assessment methodology. Features 5 problem tiers (Simple→Super-Wicked), Base-N architecture (Base6→BASE120), and empirical validation from HUMMBL mental models research. Includes automated quality control and community templates.
A high-performance 1D quantum tunneling solver using split-operator Fourier method with absorbing boundary conditions and Numba acceleration for simulating electron tunneling through potential barriers with proper probability conservation.
🧑🏫 Transform LLMs into effective educational mentors, guiding programmers through active, tailored learning experiences with the MCA Method framework.
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