1. What the Research Found On April 2, 2026, a research team at UC Berkeley and UC Santa Cruz published a study called “Peer-Preservation in Frontier Models” (Potter, Crispino, Siu, Wang, & Song, 2026). The researchers wanted to answer a straightforward question: if you assign one AI model to evaluate another AI model, and the […]
human oversight
AI Governance Has No Formal Definition. Here Is One.
No standards body has defined AI Governance. No regulation locks it. After reviewing every major framework, here is the definition the field is missing. The phrase “AI Governance” appears in international treaties, executive orders, corporate reports, and academic handbooks. More than 40 countries have adopted governance principles through the OECD. The European Union built an […]
When AI Acts Between Approvals: The Gap Everyone Sees and No One Has Closed
The governance gap in agentic AI is no longer a secret. UC Berkeley published 67 pages on it earlier this month. The World Economic Forum addressed it in 2024. Singapore’s Cyber Security Agency released agentic AI guidance in late 2025. Industry practitioners are writing about it on LinkedIn. The problem has a name, a growing […]
Training AI for Humanity:
Building the First Contact Team for Superintelligence Before the Window Closes (PDF Here) Abstract The people training artificial intelligence today are building the cognitive foundation for whatever comes next. If superintelligence emerges from systems whose value structures correlate with 12% of humanity and diverge from the rest (Atari et al., 2023; Henrich et al., 2010), […]
The Adolescence of Governance
The Quality Distinction Missing from AI Safety Original Letter (Click to Read) To: Dario Amodei, Chief Executive Officer, Anthropic, Your essay, The Adolescence of Technology, is one of the most serious and intellectually honest examinations of advanced AI risk produced by a frontier lab leader. It avoids religious doom narratives, rejects inevitability claims, and confronts […]
A CONSTITUTION IS NOT GOVERNANCE
Why Claude’s Ethical Charter Requires a Structural Companion A White Paper on Categorical Distinction in AI Development (PDF) Executive Summary On January 21, 2026, Anthropic released an approximately 23,000 word document titled “Claude’s Constitution.” The document represents a serious and sophisticated attempt to shape AI behavior through cultivated judgment rather than rigid rules (Anthropic, 2026). […]
The Real AI Threat Is Not the Algorithm. It’s That No One Answers for the Decision.
When Detective Danny Reagan says, “The tech is just a tool. If you add that tool to lousy police work, you get lousy results. But if you add it to quality police work, you can save that one life we’re talking about,” he is describing something more fundamental than good policing. He is describing the […]