Technical Track · 3-Day Weekday Masterclass

In 3 Days, Go From Finishing AI Courses to Shipping AI Systems.

A code-first agentic engineering masterclass taught by an engineer who has already hit every wall, so you do not have to.

Three days of agentic engineering, spec-driven delivery, and hardening on a real codebase, taught by an engineer who builds AI systems from scratch for public sector agencies and global enterprises.

“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 Developer Masterclass

Cohorts of 10 to 25, and seats are running out. Prebooking is free; you pay by invoice only when your cohort is confirmed.

Stop Taking Courses That Leave You Stranded.

Still Stuck

Courses re-teach school statistics and maths, then bury you in theory. Monday arrives and you still do not know where to begin.

Prototype Purgatory

Your agent works in the demo and falls apart in production. Without harness engineering, every fix breaks something else.

Vendor Locked

One company's framework dies the day you step away from it. Your skills should not.

Model Overload

GPT, Claude, Gemini, agents, MCP. You need a map, not more options.

Bootcamp Fatigue

Hundreds of courses, the same recycled content. The trainer sat through them too, and now teaches exactly the part they all skip.

Paper Only

Certificates confirm attendance. The concepts that matter live only in the trainer's head. Here, they live in yours.

Do these sound familiar? This is the fix.

Yes, I Want the Fix

The Engineer Who Has Already Hit Every Wall.

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 100 Students in 2026

More than a hundred students in Singapore completed this similar AI training this year. The format is proven with a live audience.

The Patent

The sole-inventor patent for LLM agent systems, granted in 2023. The legal and logical foundation of modern agents.

GPUs Before the Buzzword

18 years of compute on GPUs, back when the field was called HPC, long before AI became a marketing buzzword.

A Trainer for Over Two Decades

Teaching engineers has been the day job for more than twenty years. Training is the craft, not a side engagement.

Air-Gap and Hybrid Infrastructure

25 years across AWS, Azure, GCP, and on-premises bare metal, including air-gapped environments few engineers ever see.

10 to 25 Seats a Cohort

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.

Reserve My Priority Spot

The Evidence Keeps Piling Up, and It Does Not Wait.

BBC, The Straits Times · Feb 2025

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.

CNA · Aug 2026

Experience alone is no longer a shield

About 4 in 10 of those affected by the GovTech cuts were officers in their 40s.

Google, Fortune · Apr 2026

The curve is nearly vertical

75 per cent of all new code at Google is now AI-generated, reviewed and approved by engineers.

IBM Institute for Business Value

This hiring cycle, not 2035

40 per cent of the workforce will need reskilling within three years because of AI.

Dark Daily · Oct 2025

The scan doctors got busier, not redundant

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.

BBC, Business reporting · May 2025

The fintech that rehired its humans

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.

Get the Launch Alert First

Three Days. Code First. No Filler.

Day Morning Afternoon Focus
Day 1 The morning covers the state of agentic coding, from casual coding to production-grade agent engineering, then context engineering and why your maturity decides what AI amplifies. We close with the anatomy of MCP, covering tool manifests, credential scoping, and plan versus execution modes. You bring AGENTS.md, tools, skills, slash commands, and hooks together into one reliable agentic workflow. The composition uses ambient context, intent-triggered skills with clear trust boundaries, and automated guardrails. Agentic Foundations
Day 2 Spec-driven development with GitHub Spec Kit walks the full loop of specify, plan, tasks, implement, and converge. The specification, not the prompt, drives the code. Superpowers in practice adds composable skills and subagent-driven development, and harness engineering hands-on adds sensors, hooks, and CI gates. You build your own harness system on your own project and show it. Specs & Harness
Day 3 AI evals with LLM-as-judge shows you how to benchmark prompts at scale and define what accurate output means. AI security follows with prompt injection, supply chain risks, zero trust boundaries, and sandboxing. Agent orchestrator patterns coordinate planner, coder, and reviewer agents through multi-agent workflows. The Future of AI closes the masterclass on agentic engineering as a design discipline, and on taste, orchestration, and guidance. Hardening & Beyond

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

What to bring for the course

  • A laptop that is ready to code, with a good CPU, sufficient memory, and free disk space for the hands-on labs
  • Administrator rights on your login account, because you will install the tools yourself
  • Everyday computer fluency; a developer background helps but is not required
  • A working knowledge of Python and JavaScript to make the labs smoother

What is provided

  • Basic AI credits for the course labs, so there is nothing to purchase beforehand
  • The professional setup guide, shared one week before Day 1

Save My Seat Now

Two Ways to Take the Masterclass.

Standard

An open cohort on the published outline

  • An open cohort of 10 to 25
  • The published 3-day outline, weekday, Mon to Fri
  • All AI credits for the labs, and the setup guide
  • The 30-day follow-up question-and-answer clinic
Prebook Standard

Custom

A private cohort tailored to your organisation

  • A private cohort for your organisation
  • A needs analysis call with the trainer before the course
  • An agenda tailored to your industry, data, and toolchain
  • Labs run on your own documents and codebase
  • A two-week post-course implementation clinic
  • Travel and venue billed separately where applicable
Enquire About Custom

Prebooking is free. You pay by invoice only when your cohort is confirmed.

What You Walk Out With

A Durable Harness Framework

A framework for deciding which harness mechanism fits any codebase and concern, so design becomes a choice, not a guess.

Spec-Driven Delivery Fluency

Run the full Spec Kit loop with guardrails at every step and agents that follow the specification.

A Working Harness System

A harness built by you across a real codebase, ready to keep running after the course.

Agent Orchestration Patterns

Patterns for coordinating planner, coder, and reviewer agents so multi-agent work stays on plan.

MCP, Skills & Hooks Fluency

Design trustworthy MCP tool manifests and wire skills and hooks into a workflow your team relies on.

Evals and Security Hardening

Benchmark prompts at scale, then defend against injection and supply chain risks with zero trust boundaries.

Walk out with systems that run on Monday morning, not certificates that sit in a drawer.

Start Building in 2027

One Foundation. Six Masterclass Families.

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.

Manager Track

Leader Track

You bring the domain expertise. We bring the engineering discipline. The developer cohort is where it all begins.

Prebook My Seat Now