Treasury’s March 2026 AI Innovation Series is not a standalone announcement. It is the operational phase of a two-year sequence that now treats AI adoption as a financial stability issue, a competitiveness issue, and a regulatory design issue at the same time. Failure to Adopt Is Now a Risk Category Treasury’s March 20, 2026, announcement […]
Checkpoint-Based Governance
The Evocative Audit: What Metrics Cannot Carry in AI Bias
How Dr. Joy Buolamwini’s PhD Thesis Redefines What It Means to Audit an Algorithm, and What Dr. Timnit Gebru’s Three Sentences Changed A LinkedIn comment from Dr. Timnit Gebru, three sentences long, did something that a structured multi-AI review across months of production could not do: it pointed to a gap. The comment appeared on […]
Human Drift and Hallucination: The Data Literacy Crisis Hiding Behind the AI One
The technology industry has spent three years warning the world about AI hallucination, the phenomenon where artificial intelligence fabricates facts, invents citations, and generates confident nonsense. That warning is valid, and AI hallucination is real, documented, and dangerous when undetected. But it is not the most dangerous data problem in public discourse right now. The […]
Open Letter to the UN Scientific Advisory Board on AI Deception
From Basil C. Puglisi, MPAHuman-AI Collaboration Strategist | basilpuglisi.comMarch 23, 2026 To the Members of the Scientific Advisory Board of the United Nations: The Brief of the Scientific Advisory Board on AI Deception correctly identifies a problem that practitioners working across multiple AI platforms encounter daily. Sycophancy and related deceptive behaviors are no longer theoretical […]
Open Letter to the White House on the National AI Framework
From Basil C. Puglisi, MPAHuman-AI Collaboration Strategist | basilpuglisi.com March 21, 2026 To the Office of Science and Technology Policy, the National Economic Council, and the Members of the 119th Congress Receiving These Recommendations: The White House Legislative Recommendations for Artificial Intelligence establish seven pillars that identify the right priorities: a single federal standard instead […]
HAIA-RECCLIN: Reasoning and Dispatch
Nine AI platforms reviewed the same paper and eight agreed. Agreement proved nothing, because platforms trained on the same data carry the same blind spots. HAIA-RECCLIN is the ten-field format that makes any platform cite its sources and hand the decision back, and the dispatch method that assigns seven roles by proven strength.
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 […]
HAIA: Human Artificial Intelligence Assistant
The Name Given to the Ecosystem for Human-AI Collaboration (PDF) What It Is, Why It Exists, Where It Comes From Executive Summary HAIA stands for Human Artificial Intelligence Assistant. It is the ecosystem that structures a human’s interaction with AI, specifically with large language models, across every stage of collaboration: how the AI is instructed, […]
Checkpoint-Based Governance (CBG): A Constitutional Framework for Human-AI Collaboration
Human oversight is the phrase everyone uses, and almost nobody defines what it requires. Checkpoint-Based Governance sets four conditions that separate a human who reviewed from a human who decided, and it puts that difference in the record. Read what a checkpoint has to do to count.
GOPEL v1.5: The Non-Cognitive Governance Layer That Automates Without Thinking
What GOPEL Is GOPEL — Governance Orchestrator Policy Enforcement Layer — is the only published, fully disclosed reference implementation of a non-cognitive multi-AI governance architecture anywhere in the world. That claim carries weight because the search for something like it came up empty. In 2025, during the build of the HAIA-RECCLIN governance framework, the need […]