Learn AI Governance with Phoebe

Govern the AI you build and deploy - before the regulator does

AI governance stopped being optional the day the EU AI Act became law. It reaches any company whose AI output is used in the EU - your Singapore firm included - and fines run to 7% of global turnover. A leader track teaches the Act's risk tiers, who is on the hook, and how NIST AI RMF and ISO/IEC 42001 turn the law into a runnable program. A practitioner track builds that program: classify a system, meet the high-risk obligations, and prove it. The running case is Vantage, a Singapore firm shipping an AI hiring tool into the EU.

2tracks
14sessions
1live risk classifier
3frameworks
πŸ›‘οΈ Educational, not legal advice. The EU AI Act is new and its high-risk timeline is under live amendment; NIST AI RMF and ISO/IEC 42001 are voluntary. Verify against the primary texts and get proper advice before acting.

The leader track 🀝 · for C-level, boards & AI leads · 6 x 45 min · no jargon

What the law requires, when it reaches you, and how the voluntary frameworks turn it into something you can run - each session ends with questions to ask your AI, legal, and data teams.

The practitioner track πŸ› οΈ Β· for AI/ML, risk & compliance Β· 8 x 45 min Β· Vantage case

The operational half: how to actually classify, comply, and prove it. Every session moves Vantage, a Singapore firm shipping an AI hiring tool into the EU, closer to defensible governance.

πŸ”ŽPractitioner 1 Β· easy

Classify a system - the checker

A live risk-tier classifier: pick what an AI system does and see its tier, the obligations that attach, and the article behind it.

β–Ά Practitioners start here
πŸ›‘οΈPractitioner 2 Β· medium

High-risk obligations

Risk management, data governance and bias, technical docs, logging, human oversight, accuracy - the seven a high-risk provider must meet.

Vantage complies
πŸ’¬Practitioner 3 Β· medium

Transparency obligations

Tell people it is AI, mark synthetic content machine-readably, disclose deepfakes. The Article 50 duties that catch chatbots and GenAI.

Disclose it
🧠Practitioner 4 · hands-on

GPAI / foundation models

Baseline documentation, copyright policy, training-data summary - and the systemic-risk tier above 10^25 FLOP with adversarial testing.

Foundation models
πŸ”Practitioner 5 Β· hands-on

NIST AI RMF hands-on

Govern, Map, Measure, Manage - the voluntary risk method that gives your team a common language and maps onto both the Act and ISO.

The risk method
πŸ“Practitioner 6 Β· hands-on

ISO/IEC 42001

The first certifiable AI management system - policy, roles, impact assessment, Annex A controls - the way to prove governance to a regulator.

Certifiable proof
πŸ“‹Practitioner 7 Β· hardest

Risk assessment + conformity

The fundamental rights impact assessment, and the conformity-to-CE-to-registration path a high-risk system runs before market.

Prove it before market
πŸ—‚οΈPractitioner 8 Β· hardest

The AI governance operating model

An AI registry, clear roles, evals as compliance evidence - and running AI governance in one system with GDPR and the PDPA. Vantage graduates.

One operating system
easy - everyone medium hands-on / deciding hardest

The running case + the live classifier πŸ”Ž

Vantage, and a risk-tier classifier you can poke

The practitioner track follows Vantage, a fictional Singapore firm shipping an AI hiring tool to EU employers - a textbook high-risk system under Annex III(4). Session b1 gives you a live classifier: pick what an AI system does and it returns the EU AI Act tier (prohibited / high-risk / limited / minimal / GPAI), the obligations that attach, and the article behind it. It encodes the Article 5 / 6 / 50 / Chapter V logic (educational, not legal advice).

Choose your path πŸ—ΊοΈ

Two doors, one course. Leaders get the law and the frameworks; practitioners build the program that proves compliance.

🀝 Leader (the law + the frameworks) a1β†’ a2β†’ a3β†’ a4β†’ a5β†’ a6
πŸ› οΈ Practitioner (build the program) b1β†’ b2β†’ b3β†’ b4β†’ b5β†’ b6β†’ b7β†’ b8
🌱 Just classify our system a2β†’ b1
πŸš€ Full journey (govern + prove) a1-a6β†’ b1-b8

The knowledge map 🧠

Both tracks at a glance - hover a session to spotlight its concepts, click any node to jump in.