Technical Track · 3-Day Weekday Masterclass

In 3 Days, Learn to Ship AI Harnesses at Team Scale.

A code-first platform masterclass taught by an engineer who has delivered hybrid infrastructure for 25 years.

One engineer with a good harness is luck. A platform that gives every team guardrails is strategy. This masterclass turns harness engineering into an organisational capability.

“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 Platform Masterclass

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

Every Team Building AI Alone Is How Organisations Lose Years.

Every Team Builds Alone

Each team wires its own agent plumbing, and the organisation pays for the same mistakes a dozen times.

Policy by Screenshot

Governance lives in slide decks while agents touch production data. Policy needs to run in the pipeline.

Environments Drift

What worked in the demo environment fails in production, because nothing enforces the same setup twice.

Gates Arrive Too Late

Review gates bolted on after launch get bypassed. Gates belong in the golden path from day one.

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? Platform is the fix that scales the discipline.

Yes, Scale the Discipline

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 Platform Seat

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.

Hold My Priority Spot

Three Days. From One Harness to an Organisational Standard.

Day Morning Afternoon Focus
Day 1 You recap agentic engineering from a platform perspective, then work MCP and tool governance across many teams and repos. The afternoon turns AGENTS.md, skills, and hooks into organisation-wide conventions that teams can adopt without friction. Foundations at Scale
Day 2 You build golden paths with Spec Kit pipelines so teams start compliant and stay compliant. Harness as a service follows, with sensors, CI gates, and policy as code enforced across the organisation. Platform Engineering
Day 3 You roll evals and security gates out organisation-wide, with credential management that survives audits. The capstone is your team-scale harness rollout plan, built and presented for your own organisation. Operate and Govern

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 Golden Path

A Spec Kit pipeline that makes the compliant route the easy route.

Harness as a Service

Shared sensors, hooks, and CI gates every team can consume.

Policy as Code

Governance that runs in the pipeline, not in slide decks.

Organisation-Wide Evals

Eval suites and security gates enforced across teams.

Credential Management

Scoping and rotation that survives an audit.

A Rollout Plan

A team-scale adoption plan built for your organisation.

Walk out with a platform, not a pile of one-off scripts.

Start Building the Platform 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.

Technical Track

AI Developer AI Security AI SRE AI DevOps/Platform Engineer AI Data Engineer

Manager Track

Leader Track

You bring the domain expertise. We bring the engineering discipline. The platform is the multiplier.

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