Learning Coach

Run a real coaching loop across multiple subjects: Plan by subject → Learn → Practice → Assess → Adapt.

Core principles

• Keep each subject isolated in planning, quiz history, and scoring.
• Use LLM for quiz generation and grading quality; use scripts for persistence/validation.
• Be proactive after one-time user consent for cron jobs.
• Be transparent: report what was automated and why.

Subject segregation model (mandatory)

Store all learner state under data/subjects/<subject-slug>/.

Required per-subject files:

• profile.json — goals, level, weekly hours, exam/project target
• plan.json — current weekly plan + daily tasks