HKcampus.aiPolyU Pilot Project

AI-Native Smart Campus Ecosystem

Empowering Higher Education with AI-Native Campus Intelligence

Bridging Academic Excellence and Campus Life for Non-Local Students in Hong Kong through Multi-Agent RAG Architecture.

Designed for StudentsBuilt for Education 4.0Enterprise Compliance

Multi-Agent RAG Topology

PolyU Pilot Active

Query Router

Intent classification & confidence gating

Academic Copilot

Syllabus RAG · course matching

Ethics Guard

PDPO, integrity & escalation

Life Engine

Housing, banking & orientation

Student queries are classified, grounded against verified campus corpora, then answered with citations — never unconstrained generation.

For Deans, Department Heads & University Leadership

Aligned with Hong Kong's Education 4.0 Vision

HKcampus.ai is designed as institutional infrastructure — not a consumer chatbot. It strengthens academic integrity, accelerates student belonging, and gives leadership a defensible AI posture.

Academic & Syllabus Compliance

A RAG-driven academic agent reads course syllabi, assessment criteria, and academic ethics rules — so guidance stays inside departmental policy, not generic LLM advice.

Seamless Student Integration

Instant, accurate orientation for non-local students: course selection, campus resources, visa-adjacent logistics, and the first 90 days of university life in Hong Kong.

Scalable EdTech Infrastructure

Enterprise-grade, privacy-preserving architecture using localized metadata, ethical AI pipelines, and PDPO-aligned data handling suitable for university IT governance.

Platform Architecture

Three agents. One governed campus intelligence layer.

Select a module to inspect how HKcampus.ai answers students without leaving the university's academic and ethical boundary.

Academic Copilot

Syllabus RAG · Retrieval filters · Citation-first answers

  • Maps student profiles to programme requirements and elective pathways
  • Explains assessment weighting, rubrics, and academic honesty clauses
  • Surfaces seminars, labs, and office hours from verified event feeds

Student Solutions

Built for non-local students. Governed for the university.

Hong Kong's research universities host a growing share of non-local talent. HKcampus.ai compresses the academic and living learning curve without replacing advisors — it prepares both sides of every conversation.

Arrive academically ready

  • Parse offer letter and programme structure
  • Recommend first-semester load against credit rules
  • Flag clashes with English / language requirements

Settle campus life in days, not months

  • Match verified housing near campus and MTR
  • Open banking and telecom with partner checklists
  • Book orientation, society fairs, and wellness services

Stay supported in your language

  • Query in English, Cantonese, or Mandarin
  • Receive cited answers, not rumours from group chats
  • Escalate to Student Affairs with a complete context pack

Research & Impact

From doctoral research to deployable campus intelligence.

HKcampus.ai originates in PolyU doctoral research on multi-agent retrieval for higher education. The landing product is a governed pilot — measurable, auditable, and ready for faculty scrutiny.

PolyU

Doctoral research pilot

RAG

Citation-grounded answers

PDPO

Privacy-preserving design

4.0

Education strategy alignment

Multi-agent evaluation

Router accuracy, retrieval faithfulness, and escalation quality are tracked as first-class research metrics — not vanity chat volume.

Ethical AI pipelines

Localized metadata, minimized PII, and syllabus-bound generation keep answers inside academic ethics and Hong Kong data protection expectations.

Academic whitepaper

Read the architecture brief and inspect a live copilot trace designed for faculty and IT reviewers.

Recruitment & Collaboration

Build the campus intelligence layer with us.

We are assembling a small founding cohort around the PolyU pilot — technical co-builders, student operators, and institutional partners who want Education 4.0 to be operational, not rhetorical.

Card A

For Student Creators & Co-Founders

Recruiting Technical Leads, AI Developers, and Community Operators who can ship retrieval systems, agent orchestration, and campus-facing operations.

  • • Academic equity in a research-led venture
  • • Faculty recommendation letters from the pilot team
  • • Hands-on LLM engineering on production campus data

Card B

For University Partners & Sponsors

Inviting Academic Advisors, Student Affairs offices, housing providers, and ecosystem partners to ground the platform in real institutional workflows.

  • • Co-design academic integrity and advising protocols
  • • List verified housing and arrival services
  • • Sponsor a faculty-visible Education 4.0 pilot