The bank has said it openly
DBS is phasing out about 4,000 contract and temporary roles over three years as AI takes on work previously done by humans.
A code-first masterclass on pipelines, retrieval, and privacy for AI systems, taught by an engineer who has handled data in air-gapped environments.
Models get the credit, but data decides the outcome. This masterclass teaches you to feed agents properly, protect personal data, and prove quality with gates.
“He holds the sole-inventor patent for LLM agent systems, granted in 2023, and has spent close to two decades delivering technical training. He has hand-built AI systems for classified environments where the public internet does not exist. In this masterclass, he shares the architecture, his working methods, and the deployment blueprints drawn from completed projects, compressed into 3 days of intensive, hands-on learning.”Prebook the Data Masterclass
Cohorts of 10 to 25, and seats are running out. Prebooking is free; you pay by invoice only when your cohort is confirmed.
The Real Problem
Stale, duplicated, or wrong data flows straight into answers. Retrieval quality is pipeline quality.
Personal data runs through most AI workflows, and PDPA penalties now reach 10 per cent of local turnover.
A vector search that returns plausible-but-wrong documents is worse than no search at all.
Nobody measures how old the answers' sources are, so nobody can trust them.
Hundreds of courses, the same recycled content. The trainer sat through them too, and now teaches exactly the part they all skip.
Certificates confirm attendance. The concepts that matter live only in the trainer's head. Here, they live in yours.
Do these sound familiar? Data discipline is the fix behind every good answer.
The Trainer
The playbook behind every masterclass was bought with years of production attempts and hard failures. The count of the wall is the lesson, and it is the first thing he teaches.
More than a hundred students in Singapore completed this similar AI training this year. The format is proven with a live audience.
The sole-inventor patent for LLM agent systems, granted in 2023. The legal and logical foundation of modern agents.
18 years of compute on GPUs, back when the field was called HPC, long before AI became a marketing buzzword.
Teaching engineers has been the day job for more than twenty years. Training is the craft, not a side engagement.
25 years across AWS, Azure, GCP, and on-premises bare metal, including air-gapped environments few engineers ever see.
Small cohorts keep the help personal. Seats are running out fast.
Past students say the most valuable part is simple. You get to ask a human who has done a few things successfully before.
Why Now
DBS is phasing out about 4,000 contract and temporary roles over three years as AI takes on work previously done by humans.
About 4 in 10 of those affected by the GovTech cuts were officers in their 40s.
75 per cent of all new code at Google is now AI-generated, reviewed and approved by engineers.
40 per cent of the workforce will need reskilling within three years because of AI.
AI now helps read CT scans, yet imaging demand grew even faster and radiologist vacancies stayed high. When AI makes something cheaper, the world orders more of it.
Klarna let an AI assistant do the work of 700 service agents, then rehired people when quality slipped. The winners are the humans who can direct the AI.
None of these companies failed. They restructured, and loyalty no longer shields anyone. PwC’s 2026 jobs barometer finds roles professionalised by AI growing twice as fast as the rest. Be the one directing the machines, not the one replaced by them.
The Curriculum
| Day | Morning | Afternoon | Focus |
|---|---|---|---|
| Day 1 | You learn what models do with your data, then work embeddings and retrieval architecture hands-on. | The afternoon covers the ingestion patterns AI workloads actually need, from chunking to metadata design. | AI Literacy for Data Teams |
| Day 2 | Secure ingestion comes first, with PII handling, anonymisation, and PDPA duties built into the pipeline. | You then build the vector store layer properly, with freshness signals and source provenance on every document. | Protect and Serve |
| Day 3 | You add evals for retrieval quality, so wrong sources fail loudly instead of quietly. | The capstone is a complete retrieval pipeline with privacy and quality gates, built by you and presented. | Prove It |
Each day comprises approximately 25% guided sessions, 60% hands-on labs on a real task, and 15% structured reflection. The table above is an example. Actual content includes more practical material than described, may differ slightly as it tracks the latest industry trends, and is refreshed right up to each cohort. The exact setup guide will be shared one week before Day 1.
Before You Arrive
Standard or Custom
Standard
Custom
Prebooking is free. You pay by invoice only when your cohort is confirmed.
The Outcomes
An embedding and retrieval design you built and understand.
Ingestion with PII handling and PDPA duties enforced.
Freshness and source tracking that makes answers auditable.
Quality gates that fail loudly when sources go wrong.
Chunking and caching choices that keep the invoice sane.
A complete retrieval pipeline you take back to work.
Walk out with a pipeline you would stake an answer on.
Masterclass Menu
The Foundation Course is the shared entry, running every weekend. Each masterclass below runs as a 3-day weekday specialist course, in a Standard open cohort or a Custom private cohort for your organisation.
Technical Track
Technology Track
Manager Track
Leader Track
Functional Track
OPC Track
You bring the domain expertise. We bring the engineering discipline. Good data is the strategy.
Prebook
Prebooking is free and takes two minutes. You get 48-hour priority access to the next cohort of 10 to 25 each, and we confirm dates, venue, and your invoice before any payment. Built for data engineers whose pipelines are about to feed AI.
This is not only about confidence with AI. It shapes your job, your career, your team, your projects, and the example your children grow up with. Choose the building side while the choice is still yours.
Prebook My Seat Now