Most AI failures are operating-model failures
AI operating model, adoption, and change management
Operating Model, Ethics, Regulation & Security
How do we govern, regulate, secure, and adopt AI responsibly?
Why AI sticks (or dies) organisationally; fairness and labor impact; the EU AI Act, GDPR and IP; prompt injection and crisis response.
Lessons in this module
Fairness is a design choice — make it, justify it, monitor it
AI ethics, fairness, labor, and societal impact
The EU AI Act is a risk ladder — classify first, then comply by design
AI regulation, EU AI Act, GDPR, IP, and compliance-by-design
Prompt injection is the new phishing — assume it, contain it, rehearse the crisis
AI security, resilience, and crisis management
Cheap generation does not remove cost — it moves it to attention, trust and skill
AI slop, enshittification, model collapse and cognitive offloading: the harms that arrive with no villain and nobody to fine