AI solutions · Industry solution
AI for Education
AI across teaching, learning, assessment and administration. For university departments and academic affairs systems, with AI that embeds in your existing teaching platforms. Pilot with one department or course first.
AI across teaching, learning, assessment and administration
AI capabilities for university departments and academic affairs systems that embed in your existing teaching platforms.
AI course assistant and Q&A
A course assistant built on textbooks, slides and references that answers after-class questions, breaks down exercises and guides students' thinking.
- Knowledge bases separated by course / school
- Guided answers instead of handing out solutions
- Connects to student IDs and course platform accounts
Assignment and lab report grading
Automatically grades objective questions, lab reports and some open-ended questions, drafting comments and tagging weak areas for instructor review.
- Batch first-pass grading of assignments / lab reports
- Support for short-answer, essay and coding assignments
- Instructor review and re-marking
Student profiles and study paths
Recommends remedial and elective courses based on grades, credits and prerequisite mastery, forming a learn—practice—assess—alert loop.
- Course mastery and credit progress
- Course-failure risk and academic alerts
- Department learning dashboard
Syllabus and courseware generation
Helps instructors draft syllabi, lab schedules and courseware outlines from the program curriculum, making course preparation faster.
- Generated by credits, week and curriculum
- Support for designing lab sessions and major projects
- Reusable teaching resources for the department
University use cases
Course assistants, lab report grading, study paths, syllabi, smart classrooms and online learning on campus.
AI course assistant
Connects to slides and textbooks to answer students' after-class questions and guide them through exercises.
Assignment and lab report grading
Batch first-pass grading, draft comments and grade distributions. Instructors keep the final review.
Study paths and alerts
Credit progress, prerequisite mastery and course-failure risk to support academic advising.
Syllabi and courseware
Generates weekly syllabi, lab schedules and courseware outlines from the curriculum.
Smart classrooms / large lectures
Attendance, in-class quizzes and real-time learning feedback make large classes easier to teach.
Online learning on campus
Embed LLM capabilities in academic affairs / course platforms for self-study and live online classes.
Covering the full teaching chain
Undergraduate teaching
Large-lecture interaction, course assistants, grading and academic alerts for undergraduate programs.
Graduate and lab teaching
First-pass review of lab reports, literature Q&A and research training support, reducing advisors' review workload.
Academic affairs and teaching quality
Embeds in existing academic affairs / course platforms and builds up department teaching resources and quality data.
Pilot with one department or course
- 01
Choose a pilot course
Pick one department or course, and define the instructors, number of students and problems to solve.
- 02
Connect courseware and platforms
Import textbooks, slides and question banks, and connect academic affairs / course platform accounts and permissions.
- 03
Run and evaluate the pilot
Over one teaching term, collect data on answer quality, grading consistency and instructor review feedback.
- 04
Roll out across departments
Adjust the knowledge base and rules based on pilot results, then replicate to more courses and departments.
Private deployment on campus
Student data and course materials stay on campus, with HyperSource providing compute, models and security.
AI Compute Appliance
Deploys models and the knowledge base in your campus server room. Our recommended starting point for a single department.
Explore the applianceAI Inference Software
Deploys and schedules models centrally, serving multiple courses and applications from one model service.
Explore inference softwareTokenHub – Unified LLM Gateway
One interface and account system for campus compute and public LLMs, with quotas allocated by school.
Explore TokenHubAI Firewall
Protects student-facing Q&A against prompt injection and inappropriate content.
Explore protectionFAQ
Won't students just use AI to copy answers?
By default, the course assistant uses guided answers: it breaks down the problem, prompts the student's reasoning and points to textbook chapters instead of giving the full answer. Instructors can adjust this per course.
Is AI grading reliable?
AI handles batch first-pass grading and draft comments; instructors keep the right to review and re-mark. Objective questions can be scored directly, while AI mainly assists with open-ended and coding assignments.
Does student data leave campus?
Everything can be deployed on an AI Compute Appliance or in your campus server room, so student information, grades and assignments stay within the campus network.
Do we need to replace our academic affairs or course platform?
No. AI capabilities connect to your existing platforms through APIs and embedding, so students and instructors use the tools they already know.
Other AI solutions
Pilot with one department or course
Tell us about your campus IT setup, priority courses and current academic affairs system, and we will propose a practical pilot plan.
- leo@hs.com.cn
- 24/7 technical support