Transform real-world AI incidents into structured evaluation datasets, safety benchmarks, adversarial test cases, and early warning signals for emerging and catastrophic AI risks. Real-world AI incidents become structured benchmarks, adversarial evaluations, and early warning signals - Africa-first, globally relevant.