评价系统：从一次作答到一份评估报告Assessment: from one answer to an accreditation report
面向高校的本科教学审核评估、专业认证和校内教学评估：学生每一步学习都留下证据，教师只处理需要人判断的案例，学校一键得到课程目标达成报告和教学质量报告；专业层的毕业要求达成报告由校情中枢汇总。Built for university audits, program accreditation and internal teaching reviews: every learning step leaves evidence, teachers handle only the cases that need human judgement, and the school gets course-objective and teaching-quality reports in one click; program-level reports come from the Campus Hub.
演示数据：一门《大学物理（上）》、30 人模拟班（其中 2 人模拟照抄）。所有数字由评价流水线计算，规则检查Demo data: one physics course, a simulated class of 30 (two simulated copiers). Every number is computed by the pipeline; rule checks passed:
一个学生的一学期：8 步A student's term in 8 steps
- 期初诊断：自适应出题，每人不超过 10 题，画出知识点掌握图Diagnostic: adaptive, at most 10 items, a knowledge map
- 学习路径：每次推荐 3–5 项，以“熟练”为达标线，测验后立即更新Learning path: 3–5 recommendations, updated after every quiz
- 练习：按路径练，掌握概率随作答更新Practice: mastery updates with every answer
- 5 个虚拟实验：过程分 40% + 报告 60%，运行前要先预测Five virtual labs: process 40% + report 60%; predict before you run
- 章节自适应考试Adaptive chapter exam
- AI 答辩组合议：分歧大、在及格线附近的转交教师AI defense panel; split or borderline cases go to the teacher
- 成绩单：知识 55 / 实践 30 / 综合 15，七档等级和四维画像，每项分数都有证据Transcript: 55/30/15, seven grades, a four-axis profile, evidence for every score
- 有未结的终审案例时，成绩单暂缓发布Transcripts with open review cases are held