A landmark moment in 2025: OpenAI and Anthropic published joint AI safety evaluations, each testing the other’s models for alignment issues. This rare collaboration signals maturation of AI safety from theoretical concern to operational discipline.
Why AI Safety Matters Now:
The capability vs. control gap is widening. As AI becomes more powerful, the four horsemen of AI risk emerge: Hallucination, Sycophancy, Misuse, and Loss of Control.
The AI Safety Toolkit (Theory → Practice):
Pre-Training Safety — Data curation, filtering, constitutional AI principles
Fine-Tuning Safety — RLHF, human feedback, specification guardrails
Deployment Safety — System monitoring, anomaly detection, kill switches
Gennaro is the creator of FourWeekMBA, which reached about four million business people, comprising C-level executives, investors, analysts, product managers, and aspiring digital entrepreneurs in 2022 alone | He is also Director of Sales for a high-tech scaleup in the AI Industry | In 2012, Gennaro earned an International MBA with emphasis on Corporate Finance and Business Strategy.
