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 AI security masterclass taught by an engineer who has shipped AI for air-gapped government environments.
Three days of thinking like an attacker, drawing boundaries, and building gates that hold, on a real AI system you harden yourself and take back to work.
“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 AI Security
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
Prompt injection turns ordinary input into commands. Without defences, every user, document, and web page is a potential payload.
Projects stall when security review arrives after the demo. Teams that harden from day one are the teams that ship.
Models, tools, and plugins arrive with inherited risk, and most teams never check what they let into the loop.
ISO/IEC 42001, AI Verify, and PDPA turn responsible AI into auditable practice, and buyers increasingly demand it.
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? Security is the fix that makes shipping possible.
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 map the AI threat landscape, then work prompt injection in its direct and indirect forms. The morning ends with a hands-on session where you break a naive agent. | The afternoon covers supply chain risks and data poisoning, then PII handling and the PDPA duties that follow your data everywhere. | Think Like an Attacker |
| Day 2 | You design tool manifests and credential scoping, applying least privilege to every agent action. | Zero trust agent boundaries and sandboxing follow, including the air-gapped and on-premises constraints few courses can teach from experience. | Boundaries and Sandboxes |
| Day 3 | You add security gates to the delivery loop, handle secrets properly, and wire checks into CI. | The capstone has you red team and harden your own agent, map the result to ISO/IEC 42001 and AI Verify, and leave with a hardening plan for work. | Gates That Hold |
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
A working threat model for your own AI system, written by you.
Practical prompt injection defences you have tested by attacking first.
Tool manifests and credential scoping that limit what any agent can do.
Sandboxing and boundary design for agents you do not fully trust.
Security checks wired into CI so hardening survives after the course.
A compliance-mapped hardening plan for the system you brought.
Walk out with an AI system you attacked first, and hardened second.
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. Security skills compound.
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 engineers who own AI systems that must not fail quietly.
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