Learn transferable presentation craft from existing reference decks and distil it into a reusable presentation-guide.md.
Extract reusable knowledge from the current session into a persistent skill.
Verify a factual claim before it is taught as fact.
Profiles learner backgrounds, establishes learning goals, and sets up tailored study baselines before instruction begins.
Interpret learning analytics data and translate dashboard findings into actionable teaching decisions.
Routes AI-driven development so the human keeps making the design decisions and reviewing the result.
Routes and disambiguates learner goals, tech stacks, and interview prep requests into actionable structured learning pathways.
Facilitates deliberate skill development during AI-assisted coding.
Build a learning progression showing prerequisite-to-mastery steps for a target skill or understanding.
Structured format for capturing high-quality learnings during ClosedLoop runs
Extracts the most critical, exam-worthy points from long lecture notes and transcripts to create structured review guides.
Transforms lecture recordings, transcripts, and presentation slides into magazine-quality, self-contained HTML summaries with handwritten…
Show LeetCode problem details and generate Rust template (project)
DDD-guided legacy refactoring patterns -- strangler fig, bubble context, ACL migration, 14 tactical/strategic/infrastructure patterns, and…
Audit website legal compliance for Germany: General Data Protection Regulation (Datenschutz-Grundverordnung, DSGVO), Federal Data…
Verify one specific citation or authority - does it exist, what does it actually hold, does it support the proposition it's being cited for.
Draft a structured legal brief, case summary, or legal argument outline.
Manages legal case records, court deadlines, and proceedings directly within a lightweight CSV index file.
Draft, review, or negotiate a contract - clause-by-clause analysis, dependency mapping between clauses, red-flag detection.
For legal history for lawyers: it organizes norms, burden of proof and counter-arguments; result: test product with risk and next step.
Issue, refresh, release, or report on legal holds — drafts the hold notice as .docx, updates legal_hold fields in _log.yaml, and calendars…