Preparation for the 2026 JRE cycle is now open · Companions onboarding weekly
In Iron Rice Bowl We TrustWalk as Companions
Book a Know Each Other Session with Mike
Iron Rice Bowl
AI Steward Bundle · Flagship · 2026 Cohort

Govern the machine.
Before it governs the file.

Eight modules. Thirty-two lessons. One marked capstone. For the Hong Kong professionals who will be asked to sign off on AI, and who would rather know what they are signing.

8
Modules
32
Lessons
24h
Study
1
Marked capstone
The Quiet Truth

AI does not fail loudly.
It fails in the paragraph nobody reviewed.

Most organisations are not reckless with AI. They are busy. A vendor demo, a pilot, a press release. Then a complaint arrives, the privacy commissioner writes, and nobody can say who approved the model, on what data, against which risk.

If any of these sound familiar
01

You use GenAI daily, but cannot say which of your use cases would be "high-risk".

02

You have read about the EU AI Act. You have not read your own department's AI policy, because there isn't one.

03

You know "bias" is a risk. You could not name the three places it enters a model.

04

Your vendor says the model is "secure". You do not know what prompt injection is.

05

An interview panel asks for your view on AI regulation in Hong Kong. You have opinions. You do not have a framework.

None of these are character flaws. They are what happens when a technology arrives faster than the governance around it. The AI Steward Bundle exists to close that gap — with frameworks, with supervision, and with a credential at the end.

The System

Four pillars.
One steward.

01
理解
Understand
Modules 0 to 3

What AI is, how it learns, where data flows.

02
評估
Assess
Modules 4 to 5

Harm, bias, risk scoring, the register.

03
防守
Defend
Module 6

Threats, guardrails, red teaming.

04
施政
Govern
Module 7 + Capstone

Hong Kong policy, the memo, the panel question.

"Frameworks are free. Judgement is not. The bundle exists to put your judgement under supervision until it holds."
Mike Yeung · Founder & Head Coach
課程總覽 · The Curriculum

Eight modules.
Thirty-two lessons. One file to defend.

Every lesson follows the IRB "Rice Grain" format: 1 × 12-min video · 1 × reading brief (1,500 words) · 3 key terms · 1 HK case vignette. Plus a six-question check and an Officer's Note — how a civil servant would frame it.

What you can do afterwards — the eight outcomes
01Classify an AI system
02Trace data through its lifecycle
03Explain the four ML paradigms' governance implications
04Map harms with the NIST lens
05Score and register risks
06Apply the seven trustworthy characteristics
07Recognise GenAI security threats
08Write a Hong Kong-ready AI governance recommendation
The Map

From bystander to steward,
in eight modules and one file.

AI Steward Bundle curriculum map — eight modules from Foundations to Policy, Public Sector and the Interview Room, ending in the Steward's File capstone
The AI Steward Bundle — eight modules, one marked capstone.
The same roadmap, as text
  1. M0 · 根基
    Module 0 · Foundations: Why AI Needs Governing
  2. M1 · 定義
    Module 1 · Defining AI Systems
  3. M2 · 數據
    Module 2 · Data & the AI Lifecycle
  4. M3 · 學習
    Module 3 · How Machines Learn (for non-engineers)
  5. M4 · 傷害
    Module 4 · Harm, Risk & Bias
  6. M5 · 風險
    Module 5 · AI Risk Management
  7. M6 · 安全
    Module 6 · AI Security
  8. M7 · 施政
    Module 7 · Policy, Public Sector & the Interview Room
  9. ★ · 結業
    Capstone — The Steward's File
How It Runs

Content is the floor.
Coaching is the product.

Each lesson

The Rice Grain format: 1 × 12-min video · 1 × reading brief (1,500 words) · 3 key terms · 1 HK case vignette · 6-question check · 1 "Officer's Note" — how a civil servant would frame it. A civil servant's reading pace, not an engineer's.

Each clinic

A live 2-hour Steward Clinic on the last Saturday of the month — Hong Kong cases worked in the room. Replay included.

The capstone

The Steward's File: a complete AI Risk Register plus a 2-page governance memo for a Hong Kong scenario. Marked against a 5-criterion rubric within 7 working days.

The 1-1

Two 60-minute Zoom sessions with Mike — one to scope your file, one to defend it. Practitioner and Executive tiers.

The certificate

A verifiable IRB credential with a credential ID, valid for two years. Renewed by the annual Steward Refresh.

The Offer

Four doors.
One of them is free.

Every tier includes the AI Literacy Test and the Module 0 preview. Prices in HKD.

Free · Literacy Gate
HK$0Free
  • AI Literacy Test + archetype report
  • Module 0 preview
WELCOMEIRB15 emailed on sign-in.
Take the free test
Foundations
HK$1,980one-off · self-paced
  • Modules 0 to 7, all quizzes
  • Final exam
  • IRB Foundations Certificate
  • 12-month Teachable access
HK$100 IRB rebate coupon.
Enrol — speak to Mike first
Practitioner
Recommended
HK$5,980flagship
or HK$1,680/month × 4
  • Everything in Foundations
  • 4 live 2-hour Steward Clinics (last Saturday monthly, replay included)
  • Marked Capstone — The Steward's File
  • 2 × 60-minute 1-1 Zoom with Mike
  • IRB Certified AI Steward credential
HK$300 IRB rebate coupon.
Enrol one-off — speak to Mike firstEnrol monthly × 4 — speak to Mike first
Executive / Team
HK$22,8005 seats
  • Up to 5 seats of Practitioner
  • 1 private 3-hour in-house AI governance workshop
  • Organisation AI policy template review
HK$1,000 IRB rebate coupon.
Enrol — speak to Mike first
  • · Monthly plan: 4 calendar months, cancel anytime (access to cohort items stops; the certificate requires the capstone).
  • · WELCOMEIRB15 (15% off) applies to the Practitioner monthly plan only.
  • · Existing Persistency Bundle Companions: 20% loyalty discount on Practitioner (code STEWARDIRB20).
  • · Refunds follow the existing Returns & Refunds Policy.
Speak to Mike first
Certification

Two credentials.
One earned with a file you can show.

Foundations tier

IRB Foundations Certificate in AI Governance

  • —Complete all 32 lessons (Teachable completion tracking)
  • —Pass the Final Exam: 40 questions, 60 minutes, pass mark 75% (30/40), 2 attempts, 7-day wait between attempts
Practitioner / Executive tiers

IRB Certified AI Steward (IRB-CAS)

  • —Foundations requirements, plus
  • —Attend or watch 3 of 4 Steward Clinics
  • —Capstone "Steward's File" scored 70/100 or higher on the rubric
  • —20-min oral defence on Zoom (one panel-style question on your file)
The capstone rubric · 100 points
Scoping & classification20
Harm and risk identification25
Risk scoring & responses20
Controls & security15
Governance memo quality (clarity, HK context, recommendation)20
Total100
Grades & validity
70 – 84
Pass
85 – 92
Merit
93+
Distinction
  • —Valid for 2 years. Renew by completing the annual "Steward Refresh" — a 2-hour update webinar plus a 10-question quiz, HK$480.
  • —CPD: 24 learning hours (Foundations) / 36 learning hours (Steward) for self-declared CPD.
Sample certificate
This certifies that
CHAN TAI MAN
has completed
IRB Certified AI Steward
Grade: Distinction
IRB-CAS-2026-0001
Verify at iron-rice-bowl.com/en/verify
Mike Yeung
The honest part

"IRB credentials certify completion of Iron Rice Bowl's programme. They are not accredited by, or affiliated with, any government body, the HKSAR Government, IAPP or ISO. They do not confer a professional licence."

Graduates wanting an external credential can continue to IAPP AIGP; the curriculum maps well to its domains, but we make no pass guarantee.

Who Designed This

Built by someone who sat on the panels —
not someone who studied them from outside.

Mike Yeung spent twelve years inside the Hong Kong civil service, rising to Senior Administrative Officer across seven bureaus. He briefed Bureau Secretaries. He fronted LegCo Panels. And — critically — he sat on the recruitment panels that decide whether today's candidates will wear the same title he once did. He drafted the kind of policy papers AI is now rewriting — and built this bundle so the next steward does not have to learn the machinery the hard way.

12
Years inside government
7
Bureaus served
10.5h
Of direct 1-1 coaching
5–7d
Essay turnaround
Questions before you begin

The honest answers.

A Final Word

The model is already in the building.
The question is who is governing it.

In Iron Rice Bowl We Trust
Walk as Companions
Mike Yeung · Founder & Head Coach · Iron Rice Bowl