Builders path

1. How AI systems fail · 7 min
   Recognize common failure types.
2. Data, privacy and AI · 8 min
   Handle personal data in AI lawfully and carefully.
3. Fairness and bias testing · 9 min
   Plan a basic bias test and act on the result.
4. Security for AI systems · 8 min
   Recognize threats specific to AI and test for them.
5. Generative AI risks · 8 min
   Use generative AI safely and know what to test.
6. AI agents and automation · 8 min
   Control systems that take actions, not just produce text.
7. Human oversight that works · 8 min
   Design oversight that is real, not a rubber stamp.

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