Interactive quiz that maps your AI/ML knowledge to a starting point in the 260-lesson, 20-phase AI Engineering from Scratch curriculum. Trigger phrases: "where should I start", "find my level", "what do I know", "which phase", "assess my knowledge", "placement test", "skip ahead".
Accreditation and program-assessment documentation for university professors. 4-agent team covering outcome mapping (course LO → program outcome → standard criterion), evidence package assembly, gap analysis, and self-study drafting that never overstates what the evidence shows. Triggers on: accreditation, ABET…
Bilingual course-material maintenance for university professors — default EN ⇄ 简体中文, language-pair agnostic. 4-agent team covering the course terminology glossary (the contract every translation binds to), glossary-bound translation with pedagogical-equivalence checks, paired-version synchronization with drift…
Use when you need to assess, quiz, test, or diagnose a student's current knowledge state using adaptive questioning. Implements ALEKS-style assessment using BLIM (Basic Local Independence Model) with Bayesian state updating, fringe-based item selection, and CbKST competence state inference. Supports PoLIM for graded…
Use when you need to establish prerequisite relationships between knowledge items. Constructs the surmise relation (prerequisite quasi-order) using the QUERY algorithm with the AI agent as domain expert, producing confidence-scored prerequisite pairs with explicit rationale. Supports IITA data-driven and FCA-based…
Use when the curriculum, field, or domain evolves and the knowledge graph needs updating — adding, removing, merging, or splitting items and competences, or revising prerequisites. Preserves mathematical integrity and performs impact analysis on student states, competence states, and learning paths. Uses…
Run a self-contained AI literacy / AI readiness assessment for the current repository. Use when the user asks to "assess AI readiness", "run an AI readiness assessment", "check our AI literacy level", "where are we on the AI collaboration framework", "evaluate how we work with AI", "score our AI maturity", "check our…
Roll up existing AI readiness assessments across several repositories into one portfolio report. Use when the user asks to "roll up our assessments", "assess across repos", "portfolio view", "how do our repos compare", "multi-repo readiness", "compare our teams' habitats", or any request to summarise AI readiness…
Review a diff for style drift in the wordcount codebase. Checks for pathlib vs os.path, bare except clauses, missing type hints on public functions, and print in library code. Use during PR review or after generating code that touches src/wordcount/.
A teaching-material skill that creates practice questions from a completed lesson chapter. It produces multiple-choice, fill-in-the-blank, short-answer, and hands-on tasks with answers and explanations.
Use when an educator wants to create, draft, review, or analyze an educational test, quiz, exam, item bank, or individual test items for any subject or grade — formative, diagnostic, or summative. Guides mode selection, blueprint and "topics × Bloom × outcome" matrix design, item drafting by format rules, per-item…