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
Apr 16, 2026
MCA Method (Mentor, Copilot, Agent) - Pedagogical framework to transform LLMs into effective educational mentors for programming learning through structured guidelines.
Guidelines for AI coding assistants working on clinical and research software. Built on real failure modes from NHS clinical trials and clinician-facing tools.
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