Authors or reviews Know/Understand/Do charts for competency-based learning targets across developmental bands. Handles seven input types from raw curriculum documents to existing LT sets. Routes to upstream skills when stronger inputs are available.
Map the epistemic structure of a subject to determine knowledge types and inform curriculum sequencing. Use when designing courses, restructuring programmes, or analysing knowledge architecture.
Design a scope and sequence showing vertical and horizontal curriculum coherence across a programme or year. Use when building new programmes, restructuring subjects, or ensuring progression.
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…
A source-grounded adaptive tutor that tracks proof of mastery rather than content completion. Use it to learn a topic systematically, build a course from PDFs, webpages, transcripts or notes, practice retrieval and transfer, resume a long-running course, or verify whether the learner can recall and apply what they…
Use when the concept needs ANIMATION or INTERACTIVITY to be understood — step-by-step protocol flows, sorting algorithm traces, state machine transitions, network packet journeys, or anything where static images fall short. Generates a single .html file with Canvas/SVG + JavaScript that opens in any browser; styling…
Middle tier — complex STATIC diagrams. Use when user invokes /excalidraw, OR when concept has 5+ components, multi-layer architecture, or detailed data structures that benefit from editable layout. Generates .excalidraw JSON files opened in excalidraw.com or VS Code. For simple visuals use /ascii. For animated/dynamic…
Use when starting a new educational project or study folder — sets up CLAUDE.md with teaching rules, configures Explanatory output style, initializes the global education DB, and sets up project-local tracking.
Operate long-running, document-backed tutoring projects that turn trusted materials or goals into adaptive HTML lessons, practice, and evidence-guided next steps. Use when creating, continuing, reviewing, or handing off a private learning project; auditing source materials; planning a curriculum; generating lessons or…
Run long-term, evidence-based adaptive learning from a learner's goals, uploaded materials, diagnostic answers, and prior progress. Use for systematic study plans, Socratic tutoring, layered practice, review, cross-session continuation, or maintaining a knowledge graph and learner record. Do not start the full…