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 criteria, project brief, assignment design, question bank, item analysis, academic integrity, AI-proof, 出题, 试卷, 考试, 测验, 评分标准, 评分量表, 课程项目, 题库, 试题分析, 学术诚信.
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, course website, course page, LMS, Canvas, Moodle, Blackboard, post materials, publish course, student FAQ, 课程通知, 周报, 课程网站, 课程主页, 学习平台, 发布课件, 课程公告, 常见问题.
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, redesign my course, new course, curriculum, teaching plan, align my course, 设计课程, 课程设计, 教学大纲, 课程大纲, 教学目标, 学习目标, 课程改革, 培养方案.
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 — drafts only, evidence-bound, professor verifies before sending. Triggers on: feedback on student work, grade comments, struggling student, recommendation letter, reference letter, student email, office hours, advising, mentoring, thesis student, difficult conversation, 学生反馈, 批改, 评语, 推荐信, 学生邮件, 答疑, 指导学生, 研究生指导, 师生沟通.
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, semester, full course pipeline, course lifecycle, new semester, what's next for my course, course status, 开课, 备一门课, 新学期, 整门课, 课程全流程, 教学流程, 下一步.
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 mid-term trajectory re-analysis. Cohort aggregates only — no individual-level output, ever. Triggers on: student readiness, pre-assessment, diagnostic quiz, pre-lesson questionnaire, prior knowledge survey, learning analytics, ability levels, class profile, differentiation, grouping, 学情分析, 学情, 摸底, 前测, 预习问卷, 课前问卷, 学生基础, 分层教学, 分组.
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 outcomes assessment, continuous improvement report, 专业认证, 工程教育认证, 培养方案, 毕业要求, 课程目标达成, 自评报告, 持续改进, 课程矩阵.
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 materials, bilingual course, English-medium instruction, EMI, terminology glossary, Chinese version, parallel syllabus, 双语教学, 双语课程, 全英文授课, 术语表, 专业术语, 翻译课件, 中英对照, 中文版.