Atomically update all 6 Fluent learner databases (learner-profile, progress, mistakes, mastery, spaced-repetition, session-log) at session…
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Learning & Documentation
12 agent skills — instructions the agent loads on demand. 12 of 12 are free. Median context cost 1.7k tokens.
Canonical feedback template for every learner answer in the Fluent system — celebrate correct parts, correct mistakes with category and…
One-time interactive onboarding that creates the learner's personalized language-learning profile — name, target language, native…
Parse Fluent `/results/*.md` session files to extract error patterns, strengths, accuracy trends, and focus areas for the next session.
Main adaptive language-learning session that mixes skills (writing, speaking, vocabulary, reading) and exercise types based on the…
Show the learner's language learning progress, statistics, mastery levels, streak, and achievements.
Run an interactive reading comprehension session with a short target-language text followed by main-idea, detail, vocabulary-in-context…
SM-2 spaced-repetition algorithm reference for the Fluent language learning system.
Run today's spaced-repetition review queue — items scheduled by SM-2 that need reinforcement before the learner forgets them.
Run an interactive typed conversation session simulating spoken practice — free-flowing dialogue, role-plays, and opinion questions…
Run an interactive vocabulary drill session with flashcard-style prompts, spaced repetition, and per-answer feedback.
Run an interactive writing practice session (emails, letters, forms, short texts) with systematic error analysis, category-tagged…
The rest either hold an API key issued by the publisher or ask for nothing.
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