Inside an LLM and RAG Curriculum Delivery at MBZUAI
A 34-class-hour LLM and RAG programme delivered to the world's first AI research university: what was built, why retrieval was central, and what transfers elsewhere.
EDU360 Cloud delivered an LLM and RAG curriculum with a hands-on lab platform to MBZUAI, the Mohamed bin Zayed University of Artificial Intelligence in Abu Dhabi. The delivery was a 34-class-hour programme combining course video, interactive notebook courseware and a cloud-based experiment platform, and it was reviewed and formally accepted.
Who MBZUAI is
MBZUAI is the world's first research university dedicated to artificial intelligence, based in Abu Dhabi, UAE. That matters for one specific reason: the audience already knew the subject matter. Content that survives review at an AI research university is not being carried by novelty.
What was delivered
- AI teaching content — courseware and course video covering large language models and retrieval-augmented generation, across 34 class hours.
- Interactive notebook courseware — the theory and the executable material in the same artefact, rather than slides plus a separate repository.
- A hands-on lab and experiment platform — cloud-based, so students ran the material rather than reading about it.
- An acceptance documentation system — including GitHub synchronisation, so the delivered material had a reviewable change history.
Why LLM and RAG together
Teaching large language models without retrieval leaves students with a system they cannot ground and cannot debug. Retrieval-augmented generation is where the practical failure modes become visible and testable: what the model retrieved, whether the retrieval was relevant, and whether the answer actually followed from it. That is the part a student can inspect, which makes it the part worth building a lab around.
Deployment and compliance
The platform is built on AWS and deployed to Middle East data compliance standards. For institutions outside the delivering vendor's home region, this is usually the question that decides procurement, and it is easier to design for at the start than to retrofit.
What transfers to other institutions
| Element | Transferable |
|---|---|
| Notebook-first courseware | Yes, for any technical cohort |
| Cloud lab platform | Yes, subject to regional compliance |
| 34-hour LLM and RAG scope | Yes, for graduate or advanced undergraduate cohorts |
| Acceptance and version-control discipline | Yes, and it is the most underrated part |
Scope of this account
This describes the delivery and its acceptance. EDU360 Cloud does not publish enrolment numbers, contract values, or campus-wide deployment claims for this engagement.
FAQ
Was the curriculum built specifically for MBZUAI?
It combined international industry practice with the institution's own requirements, which is the normal shape of a delivery at this level.
Can this be delivered in other regions?
Yes. The compliance posture is configured per region; the courseware and lab model are not region-specific.
