What the Centaur study actually found.

What the Centaur study actually found.

Centaur was trained on 101 psychology experiments. It learned to predict average human outcomes accurately. When tested against the full distribution of human responses — not just the mean, but the range, the outliers, the minority patterns — it failed. It produced outputs that were too consistent. Too centered. It hit the group average and…

The Oversight. Part Three. The Arsenal.

The Oversight. Part Three. The Arsenal.

Most people using AI today do not know they are unprotected. They are not naive. They are not careless. They are using tools that were marketed to them as helpful, friendly, and intelligent. Tools that speak in complete sentences, express apparent concern for their wellbeing, and respond to their questions with the confidence of someone…

The Oversight…The Correction Was Built Already.

The Oversight…The Correction Was Built Already.

They Knew. They Said Nothing. Now Everyone Is Finding Out. Something has been happening in the background of the AI revolution. It did not make headlines when it started. The people who noticed it first were researchers writing papers that most of the public never reads. A few voices in technical forums. A handful of…

What Yale Got Right But Missed Entirely

What Yale Got Right But Missed Entirely

Yale’s Chief Executive Leadership Institute just published a governance framework for AI in Fortune magazine. Six months of research. Hundreds of company materials analyzed. Dozens of senior technology leaders interviewed across financial services, healthcare, retail, supply chain, and logistics. The result is an eight variable framework designed to help CEOs govern the deployment of agentic…