// AGENTLAYER · EDUCATION OPERATIONS

Education operations, agent-native.

AgentEdu designs and orchestrates AI agent systems for education operations — admissions, registrar workflow, student services, multilingual support, faculty operations. Operations and administration. Not a tutor. Not a teacher. Human oversight on every student-impacting decision.

MYS+ASEAN+MULTILINGUALPDPA-AWAREFAIRNESS-AWAREACCESSIBILITY-FIRST

// A SUB-PLATFORM OF AGENTLAYER · edu.agentlayer.one

// THE OPERATIONS SHIFT

“Education institutions run on operations the public never sees — admissions, transcripts, advising, eligibility, multilingual support. Agents take that operational load so educators can teach.

Education workflows — admissions intake, registrar processing, advising, scholarship and aid, student-services queues, faculty admin — were designed for a clerk and a counter. Agents redesign that surface for execution while keeping accountability with the institution.

The non-negotiables in this sector are not features. They are fairness, accessibility, multilingual coverage, and human oversight on student-impacting decisions. Generic agents don't satisfy any of these by default.

AgentEdu is not a teacher. It does not teach, tutor, or grade. It runs operations so educators and students can spend time on what matters.

// THE WORK IS OPERATIONS-SHAPED, NOT TEACHING-SHAPED

// WHERE AGENTEDU STARTS

RESEARCH

Admissions & Enrolment Workflow

Workflow agents for application intake, eligibility checks, and routing — under registrar oversight.

admissions.edu.agentlayer.one

PILOT OPEN

Registrar & Records

Agents over transcript, records, and credential workflows — auditable and policy-grounded.

registrar.edu.agentlayer.one

RESEARCH

Student Services Front-Line

Multilingual front-line agents for student enquiry, scholarship eligibility, and post-enrolment support — humans on consequential decisions.

services.edu.agentlayer.one

RESEARCH

Multilingual Student Support

Bahasa Malaysia, English, Tamil, Mandarin. Front-line surfaces meeting students in their language.

multilingual.edu.agentlayer.one

RESEARCH

Faculty Operations

Workflow agents for course administration, faculty scheduling, and committee coordination.

faculty.edu.agentlayer.one

RESEARCH

Institutional Knowledge Access

Agents over institutional handbooks, policies, and circulars — secured, queryable, audit-logged.

knowledge.edu.agentlayer.one

// THE NON-NEGOTIABLES

What education-operations agents owe students and institutions.

FAIRNESS-AWARE

Admissions, eligibility, and support routing are designed against unequal-treatment risk. Decisions that affect students are reviewable.

ACCESSIBILITY-FIRST

Multilingual, screen-reader-aware, plain-language by default. Agents meet students at their level, not the institution's.

HUMAN OVERSIGHT ON STUDENT-IMPACTING DECISIONS

Admissions outcomes, eligibility findings, and academic-record changes stay with humans. Agents propose, route, and surface — they do not decide.

PDPA & POLICY-GROUNDED

Malaysian PDPA aligned, MQA-aware, deployment configurable for institution-specific data residency.

42%

of SEA organisations have already deployed agentic AI

79%

of ASEAN organisations actively developing new agentic use cases

4 LANGS

Bahasa Malaysia · English · Tamil · Mandarin in student-facing surfaces

OPERATIONS

not teaching

// THE WINDOW IS OPEN — FOR OPERATIONS

// THE CORE BENEATH AGENTEDU

AgentEdu is one vertical of AgentLayer — the platform company behind agent-native systems for industries that legacy software was never built for. Education-operations agents share the same orchestration, identity, compliance, and observability core as agents in finance, government, care, and the law.

ORCHESTRATION
IDENTITY & ACCESS
COMPLIANCE & AUDIT
WORKFLOW ENGINE
OBSERVABILITY
GOVERNANCE
See the AgentLayer platform

// MALAYSIA-BUILT · INSTITUTION-READY

AgentEdu is built in Malaysia by AgentLayer Sdn Bhd, aligned with the Malaysia Digital (MDEC) program and grounded in Malaysian education-system context (MOE / KPM, MQA-aware). ASEAN-native multilingual surfaces. Locally built, locally accountable.

MALAYSIA DIGITAL (MDEC) ALIGNED
MQA-AWARE · MOE-AWARE · INSTITUTION-DEPLOYABLE
MULTILINGUAL — Bahasa Malaysia, English, Tamil, Mandarin

// HOW WE WORK WITH INSTITUTIONS

AgentEdu is research-stage. Here is how we engage today.

// PRODUCT, NOT BODY-SHOP — every engagement produces reusable artefacts.

Bring agents into education — operations first.

Institutional pilots, operations advisory, and RFP responses are open now.