DAI Signature Master Classes

Curated learning boosters to keep you up to speed with a fast-moving marketplace

Our Master Classes are short (5-day), intensive, practitioner-led “learning booster shots”.

 

Designed for professionals navigating AI-driven change, participants learn by building and interrogating real AI-enabled systems in a highly hands-on, tool-based, and interdisciplinary format. Sessions are led by practitioners and informed by real-world insights from industry collaborators such as Moladin, illumi.one, iceKredit, eason.design and MAGES Studio Pte Ltd, ensuring close alignment with current market practices and challenges.

 

Each Master Class culminates in solution pitches and presentations, where participants demonstrate working concepts, articulate strategic marketing implications, and translate technical experimentation into actionable insights. As these Master Classes gain momentum, we anticipate broadening the scope to include experts from law, policy and NGOs.

 

What to expect

  • Intensive, immersive 5-day design sprint
  • Practitioner-led learning grounded in real industry use cases
  • Exposure to AI-enabled tools and systems used in industry
  • Interdisciplinary perspectives spanning technology, design, and strategy
Upcoming session(s)

 

 

Industry host: Andrew Tan, Co-Founder and Group President, Moladin

Dates: 24 – 28 August 2026

 

Designing Your Future: Strategic Life & Career Planning in the Age of AI

AI and automation are reshaping careers faster than any generation has experienced before. The old question, “What do I want to be?”, has been replaced by a harder one: “How do I build a life and career that stays meaningful when the landscape keeps shifting?”

 

This intensive 5-day Master Class gives you the frameworks to answer that question. Drawing on strategic life design and futures thinking, you’ll learn to approach your future not as a problem to solve, but as a design challenge full of possibility.

 

You’ll explore how AI and automation are transforming industries and career pathways, not to predict the future, but to make smarter, more adaptive choices today. Alongside technology, you’ll develop a working knowledge of the other major forces reshaping our world: climate change, shifting demographics, and emerging economic models. Each session combines interactive exercises, peer collaboration, and individual reflection to move you from exploration to actionable next steps.

 

You’ll leave with clarity on your core values and interests, a map of divergent possible futures, and specific experiments you can run immediately to test your most compelling directions. Most importantly, you’ll gain a repeatable framework for navigating uncertainty, and continuously designing a life and career aligned with who you are and who you’re becoming, in a world that won’t stop changing.

 


 

Industry host: Tommy Leong, Senior Business Leader, Former Senior Vice President, Schneider Electric (retired)

Date: 31 August – 4 September 2026

 

Physical AI Orchestration, Integration and Monetisation 

This 5‑day masterclass guides students to design a high‑level, vendor‑neutral BMS (building management system) integration concept and subscription business model for the orchestration layer of Physical AI in the Buildings segment. Students will work in teams to blend technical design thinking with practical subscription design and conclude with a final team presentation.

 

Context

Physical AI (e.g. cleaning, delivery and security robots) is increasingly deployed in commercial, institutional, and mixed-use buildings. However, large-scale deployment is constrained by integration complexity, safety/liability concerns, and fragmented vendor ecosystems. QuikBot has developed an orchestration and trust layer for Physical AI in buildings, integrating robots with elevators, doors, and building systems, and providing identity, safety, and policy enforcement. Integration with existing BMS is complex due to multiple architectures (on-prem centralised, distributed, cloud-hosted), protocols (BACnet, Modbus, KNX, etc.) and legacy systems, and developing a practical business model to monetise the solution with building owners or operators is key for commercialisation.

 

Learning goals

  • Explain the role of the Physical AI orchestration layer in buildings.
  • Identify key BMS touchpoints relevant to deploying Physical AI at scale.
  • Translate orchestration/integration capabilities into clear services that can be monetised.
  • Design a subscription business model for the integrated solution.
  • Communicate the solution/business narrative through a final team presentation.

 

Industry host: Anand S, Head of Innovation, Straive

Date: 7 – 11 September 2026

 

How to Build AI Products – and Prove They Work

“The hardest part of actually using AI is knowing whether the thing actually works.”

 

This quote from a real customer captures one of the central challenges facing the industry – which lies not only in building solutions but in determining whether they actually work in real-world contexts. In this Master Class, students will engage with real problem statements drawn from Straive’s client engagements, design and develop AI-driven prototypes, while simultaneously constructing robust evidence to evaluate their effectiveness and trustworthiness. The benchmarks, evaluation frameworks, and performance criteria separate vibe-coded demos from deployable products. The programme culminates in a final presentation, where students will not only showcase their product solutions, but also articulate a clear, evidence-based case for why their systems can be trusted in an organisational setting.

 

Learning outcomes
By the end of the Master Class, students will be able to:

  • Frame a real-world AI opportunity and build a working prototype using current frontier tools.
  • Design and apply benchmarks, rubrics, and tests that assess whether an AI product is reliable, calibrated, and fit for use.
  • Identify and articulate failure modes, uncertainty, and ethical and human-centred risks in AI systems.
  • Communicate a clear, evidence-backed narrative for why a solution can be trusted in an organisational context.

Student deliverables
Students will produce a distinctive portfolio artefact comprising both:

  • An AI prototype, and
  • A structured body of evidence that proves it works

This combination reflects a form of verification and evaluative judgement that is increasingly valued in industry yet remains underdeveloped in many graduate profiles.

 

Internship
Straive will offer an internship based on the Master Class performance.

 


 

Industry host: Andrey Leskov (co-founder and CEO); Ling-Yi Chang (co-founder and CPO), illumi.one
Date: Jan 2027

 

Applied AI Judgment: Evaluating Value, Risk, and Real-World Use

Develop your practical AI judgment—be enabled to assess AI capabilities, identify high-value use cases, and recognise risks related to errors, bias, and system complexity in real-world applications.

 

 


Completed session(s)

 

 

Industry host: UOB
Dates: 4 – 8 May 2026

 

AI in Banking
This Master Class introduces students to how AI can create strategic value in two core banking domains: revenue and productivity. Framed through real use cases, students will explore and understand how AI can generate investment and product insights to enhance decision-making and client outcomes, thereby unlocking new revenue opportunities; and how AI-driven tools can augment frontline and operational workflows to improve efficiency and decision support.

 

Under the guidance of UOB instructor, students will take an active and self-directed role in developing their own use cases and AI-driven solutions which they will present in the real workplace environment of UOB office. By the end of the session, students will gain an understanding of where and how AI creates value across the financial services value chain, and develop the ability to identify, frame, and critically assess AI opportunities within complex organisational contexts.

 

 


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