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⭐ Level 1 · Getting started
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Free · All sectors

Module 0 — AI Fundamentals

What AI is, what it isn't, and how to start seeing it in your own workplace.

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Module 1 — What AI Actually Is

SA Government AI Policy Scandal · April 2026. What hallucination looks like in the wild.

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Module 2 — How AI Learns and Fails

African Fintech Credit Scoring Bias. Training data and the inequality it carries forward.

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Module 3 — Bias and Discrimination

SA Predictive Policing. Discrimination without discriminatory intent.

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Module 4 — Verification and Judgment

SA 2024 Election Deepfakes. How to know when AI output is good enough to act on.

Unlocks with Cohort 1
Coming soon

Module 5 — Accountability and Governance

AI Recruitment + Employment Equity Act. "The algorithm decided" is not a defence.

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Coming soon

Module 6 — When AI Works and When It Doesn't

Dr Math vs Clinical AI Decision Support. The full Funda Five synthesis.

Unlocks with Cohort 1

Resource Library

Want to go deeper?

Case studies with sources, books and reports, podcasts worth following, and YouTube channels that explain what's actually inside the tools you use.

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3 Aug – 1 Oct 2026 · Full timetable →