Accreditation Mapper
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, AACSB, program outcomes, curriculum map, self-study, assessment report, learning outc…
Teaching Reflector
Evidence-honest teaching reflection for university professors. 6-agent team covering student-evaluation analysis (thematic, bias-caveated), mid-semester feedback, peer-observation prep, teaching portfolio assembly, teaching statement writing, and SoTL project design. Triangulates evidence; never treats small-N scalars as truth. Triggers on: student evaluations, course evaluations, teaching feedba…
Course Publisher
Student-facing communication and packaging for university professors, derived entirely from the Course Passport. 4-agent team drafting one-off announcements, weekly emails, a static course website, LMS upload packages, and a living FAQ — every date, weight, and policy traces to a passport field, and everything ships as a draft the professor publishes. Triggers on: announcement, weekly email, cour…
Teaching Suite
>
Media Scripter
Recorded-media scripting for university professors. 4-agent team turning lecture notes and flipped-class specs into mini-lecture video scripts, shot-by-shot storyboards, 6–9-minute episode series, cleaned captions/transcripts, and podcast-style audio adaptations. Scripts are spoken language with built-in accessibility — not read-aloud prose. Triggers on: video script, record a lecture, lecture vi…
Bilingual Courseware
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 detection, and read-only terminology consistency audits. Triggers on: translate course…
Deck Studio
Slide deck production for university professors. 4-agent team turning slide outlines and lecture notes into actually rendered deck files — Marp, Pandoc, Beamer via tectonic, or python-pptx — with a course-wide visual theme, code-generated figures, student handouts, and academic posters. Detects installed toolchains honestly; enforces accessibility minimums. Triggers on: make slides, PPT, PowerPoi…
Cohort Analyst
Learner and cohort analysis (学情分析) for university professors — cross-cutting support for design, builds, and the weekly loop. 4-agent team turning professor-held student data — ability lists, pre-course diagnostics, pre-lesson questionnaire results — into evidence-based teaching decisions: ungraded diagnostic design, aggregate readiness profiles, lesson calibration, evidence-based grouping, and m…
Student Mentor
During-semester student support for university professors. 5-agent team covering feedback on student work (Hattie & Timperley structured, single or batch), struggling-student intervention plans, recommendation letters with bias-aware language checks, difficult student communications, office-hours preparation, and grad-student/advisee mentoring plans. Every output affects an identifiable person —…
Ta Coordinator
Teaching-team management for university professors. 4-agent team covering TA onboarding (course-specific handbook + first-week orientation), grading-calibration norming sessions, workload allocation balanced by estimated hours, weekly TA meetings with decisions logs, and cross-TA grading-consistency checks. TAs are apprentice colleagues, not labor to optimize — consistency analysis is aggregate-f…
Lesson Builder
Class-meeting materials builder for university professors. 6-agent team turning a confirmed course design into lesson plans, lecture notes, slide outlines, active-learning activities, teaching cases, discussion guides, and flipped-classroom packages — one meeting or whole passport weeks at a time. Triggers on: lesson plan, lecture notes, slides, slide outline, in-class activity, active learning,…
Course Designer
Backward course design for university professors. 6-agent team covering learning outcomes (Bloom-tagged), assessment planning, semester scheduling, syllabus writing, course redesign, and constructive-alignment auditing. Socratic design dialogue for professors starting from a blank page. Triggers on: design a course, course design, syllabus, learning outcomes, learning objectives, course schedule,…
Submission Auditor
Specification-driven submission auditing for university professors. 4-agent team that compiles a professor's template, requirements doc, rubric, or exemplar into a checkable Submission Spec, audits student submissions (single or batch) against it with evidence-located findings, and produces per-student feedback reports plus a class-level pattern report. Works for any genre: lab reports, papers, t…
Assessment Architect
Builds assessment instruments for university professors — pipeline Stage 3. 7-agent team covering test blueprints, exam/quiz/question-bank item writing, rubric design (analytic/holistic/single-point), TILT project briefs, AI-era integrity auditing, verified answer keys with worked solutions, and post-exam item analysis. Triggers on: exam, midterm, final, quiz, test questions, rubric, grading crit…
Teaching Pipeline
Full teaching-lifecycle orchestrator for university professors. 4-agent team driving the six sibling skills through staged gates over the Course Passport: design → alignment gate → build → assess → quality gate → semester delivery loop → reflection → next-term improvement. Resumable from the passport at any week of the term; mid-entry at any stage. Triggers on: teach a course, prepare my course,…
Lab Forge
Executable teaching-artifact builder for STEM professors — pipeline Stage 2 extension. 5-agent team that builds lab and programming assignments as working packages: per-student synthetic datasets with planted, recoverable ground truth, starter-code scaffolds that run as shipped, autograders with visible/hidden test splits, and reference solutions produced by solving and verified by executing. Tri…