Atomically update all 6 Fluent learner databases (learner-profile, progress, mistakes, mastery, spaced-repetition, session-log) at session end by calling .claude/hooks/update-db.py with a single JSON payload. Use at the end of every practice session —…
Canonical feedback template for every learner answer in the Fluent system — celebrate correct parts, correct mistakes with category and brief explanation, show the full correct version, score out of 10, and classify severity (🔴 critical / 🟡 moderate / 🟢…
Main adaptive language-learning session that mixes skills (writing, speaking, vocabulary, reading) and exercise types based on the learner's current level, weak patterns, and due reviews. Triggered only when the learner types /fluent-learn. Greets the…
Show the learner's language learning progress, statistics, mastery levels, streak, and achievements. Use when the learner asks "how am I doing", "show my progress", "stats", "dashboard", "what's my streak", "how many words have I learned", or invokes…
Run an interactive reading comprehension session with a short target-language text followed by main-idea, detail, vocabulary-in-context, inference, and true/false questions. Triggered only when the learner types /fluent-reading. Presents the text, waits for…
Run today's spaced-repetition review queue — items scheduled by SM-2 that need reinforcement before the learner forgets them. Triggered only when the learner types /fluent-review. Pulls due items from spaced-repetition.review_queue.today, generates a targeted…
Parse Fluent `/results/*.md` session files to extract error patterns, strengths, accuracy trends, and focus areas for the next session. Use when the tutor needs to analyze the learner's recent performance — planning the next lesson, recommending focus areas,…
One-time interactive onboarding that creates the learner's personalized language-learning profile — name, target language, native language, current/target CEFR level, timeline, daily minutes, and learning goals. Triggered only when the learner types…