tutor

# Tutor Skill Quiz-based tutor that tracks what the user knows and doesn't know at the **concept level**. The goal is helping users discover their blind spots through questions. ## File Structure ``` StudyVault/ ├── *dashboard* ← Compact overview: proficiency table + stats └── concepts/ ├── {area-name}.md ← Per-area concept tracking (attempts, status, error notes) └── ... ``` - **Dashboard**: Only aggregated numbers. Links to concept files. Stays small forever. - **Concept files**: One per area. Tracks each concept with attempts, correct count, date, status, and error notes. Grows proportionally to unique concepts tested (bounded). ## Workflow ### Phase 0: Detect Language Detect user's language from their message → `{LANG}`. All output and file content in `{LANG}`. ### Phase 1: Discover Vault 1. Glob `**/StudyVault/` in project 2. List section directories 3. Glob `**/StudyVault/*dashboard*` to find dashboard 4. If found, read it. Preserve existing file path regardless of language. 5. If not found, create from template (see Dashboard Template below) If no StudyVault exists, inform user and stop. ### Phase 2: Ask Session Type **MANDATORY**: Use AskUserQuestion to let the user choose what to do. Analyze the dashboard to build context-aware options, then present them. Read the dashboard proficiency table and build options based on current state: 1. If unmeasured areas (⬜) exist → include "Diagnostic" option targeting those areas 2. If weak...