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C4AIL
BE IN THE ROOM

C4AIL membership is not a newsletter or a login. It is a room where people who build things get their actual work challenged by people who don't work for them - every other Tuesday in Singapore - and everything that accumulates around it.

EVERY OTHER TUESDAY · FROM 6 OCTOBER 2026 · FREE TO ATTEND

EVERY OTHER TUESDAY · 7PM

The AI Guildhall

THE HEART OF IT · FREE TO ATTEND

Two hours. You bring live work - the thing actually on your desk this week, not an exercise. Halfway through, one person shows something unfinished and the room takes it apart.

WHAT HAPPENS

  • One sentence each on what you're working on. No introductions round.
  • Everyone works, side by side, on their own real problem.
  • One person puts theirs up. Four questions: what are you actually trying to do, why this way, where would it break, how would you know if it was wrong.
  • Afterwards we go somewhere and don't talk about it.

WHAT IT IS NOT

  • Not a course. Nobody teaches you. You bring the problem.
  • Not a meetup. You don't come to network. You come to work.
  • Not consultancy. Nobody does it for you.

Free · but you have to apply, and not everyone gets in

Who it's for: you're building something real and want it challenged by people who have no stake in being nice about it. Most useful if you know a domain well - law, finance, medicine, engineering, operations - and you're working out what AI does to it. Twenty years of judgment is an asset here, not something to apologise for. You don't need to be technical. You do need to be building something.

Where it runs: Kingston International College, Singapore.

If you're still working out what AI is, this isn't the right room - and we'd rather say so than waste your evening. Start with the AI Collective - a separate, free AI community we run events with here. No application, and built for exactly that. Come here when you've got something you're building and you want it pulled apart.

What membership is

One community, four tiers. You start free and stay free for as long as that is the right level - nothing here expires or nags you upward.

EXPLORER · OPEN NOW

Free

THE ROOM · APPLY TO JOIN

The fortnightly session, the people in it, and everything said there. This is the whole thing at base level, not a trial of it. Most members never need more.

YOU GET

  • The room, every other Tuesday
  • Your work challenged by people from other organisations
  • Whatever the room produces, as it accumulates

WHAT IT COSTS

  • Nothing
  • But you apply, and not everyone gets in
  • You bring real work, every time
PRACTITIONER · AMPLIFIER · ORCHESTRATOR · FROM JANUARY 2027

The tiers above

NOT YET OPEN

Paid membership opens in January and buys what accumulates rather than what happens in the room - the archive of shipped work, the portfolio that follows you, peer groups, and eventually assessment toward the practitioner credentials.

Assessment is never bundled. No tier buys you closer to a credential. You can be a member and fail an assessment; you can pass one without being a member. That separation is deliberate and permanent.

Apply as an Explorer now - members are where the higher tiers come from.

The one-day intensives

Separate from the room, and paid. Run as cohorts a few times a year rather than on a schedule.

NEXT COHORT · DATE TBA

AI Consulting

BECOME A TOP-TIER AI CONSULTANT / PRODUCT LEADER

Scope agentic work that organisations keep using and can measure - the bridge between what the business needs and what the product does.

WHAT YOU LEARN

  • Interview a practitioner and find where the judgment really sits
  • Decompose a workflow: what an agent owns, what stays human
  • Design and validate an agentic workflow end to end
  • Size it with numbers that survive being questioned

WHAT IT GETS YOU

  • Agentic work that moves numbers the business cares about
  • Workflows teams still use months later, not pilots that die
  • Less patching - it keeps running after you hand it over
  • You become the interface between business and product

$1,200 · 20 seats only · scholarships available

Prerequisites: you own or shape AI work - product owners, consultants, transformation leads. Not an introduction to AI.

NEXT COHORT · DATE TBA

Agentic Building

BECOME A TOP-TIER AGENTIC AI ENGINEER

Build agentic AI that holds up in production and pays for itself - instead of workflows you spend every week patching.

WHAT YOU LEARN

  • Read an unfamiliar, messy codebase and locate the change
  • Build an agentic workflow on a real system, not a tutorial
  • Put logic in code, the model only where judgment is needed
  • Gate anything the agent cannot undo

WHAT IT GETS YOU

  • Workflows that hold up without constant babysitting
  • Stop rebuilding - the fix is architecture, not more prompting
  • Ship something that survives production, not a demo
  • Be the engineer who can actually deliver this

$1,200 · 20 seats only · scholarships available

Prerequisites: you should already know some AI or software. Engineers and career-changers welcome.

Ethan Seow
Ethan Seow
Co-founder, Centre for AI Leadership · AI Security Working Group, National AI Office Malaysia · ISACA 2023 Infosec Leader · ISC2 APAC Rising Star · MSc Cyber Security
Builds agentic AI for enterprise clients, then trains the engineers who deliver it. 1,500+ trained in AI across Singapore Power, Keppel, GSK, SMRT and government agencies. TEDx & Black Hat Asia speaker.

Why it exists

In a controlled study, doctors were given AI advice that was confident and wrong. Their accuracy got worse. The most experienced clinicians fell the hardest - because years had taught them that a well-articulated claim in their field is usually correct. They had everything they needed to catch the error. They just did not engage it.

That is the whole problem. Not that AI is too clever. That we stop asking.

Why it is harder than it looks

Building an agent that actually works is a multi-disciplinary job. You need design thinking, to work out what the process should even be. Psychology and UX, because you are modelling how someone really works, not how they describe it. Software engineering, because it has to hold up when nobody is watching. And enough understanding of how the model works to know where it will drift.

Most people are strong in one or two. That gap is why so many agent projects quietly die - not because the demo failed, but because the thing needed patching every week until someone shelved it.

Straight about the other half of it: this is also how I find people for the Guildhall - the C4AIL community, and the work that comes after it.

The aim is helping people get there, if they can. I will give you everything I have on the day and for the two weeks after. Whether it lands is partly on you, and I would rather say that now than sell you a certificate. Either way you will leave knowing something real about how these tools work and where they will burn you.
in partnership with Kingston International College, our training partnerKingston International College

Apply for membership

Places are limited and I read every one of these myself. If it is a fit I will send you the brief with the two setup steps.