The Four Constitutional Properties Property 1Primary Purpose CBG is AI Governance. It provides human oversight and accountability for AI-assisted work. CBG’s primary purpose is to supply the governance layer that sits on top of single-platform AI output and that makes RECCLIN dispatch and CAIPR parallel review into governed learning systems rather than AI frameworks alone. […]
Policy & Research
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 […]
Cross AI Platform Review beyond the RECCLIN Dispatch
A Governance Protocol for Human Orchestration of Parallel Multi-AI Execution From the Author of Governing AI: When Capability Exceeds Control What This Is Eight months of daily work across eleven AI platforms produced one clear lesson: the hardest governance problems in multi-AI work are not inside any single AI. They live in the space between […]
Why GOPEL Now Has Post-Quantum Cryptography and Confidential Processing
Where This Fits GOPEL (Governance Orchestrator Policy Enforcement Layer) sits in the middle of a four-layer adoption ladder built over three years of operational practice: Factics provides the foundational methodology connecting facts to tactics and measurable outcomes. HAIA-RECCLIN provides the seven-role framework for human-AI collaboration with distributed authority across multiple AI platforms. HAIA-CAIPR provides the […]
The U.S. Government Will Need to Seize AI Platforms and Data Centers if We Do Not Act
The Warning, the Override, and the Infrastructure We Have Not Built When Extinction Odds Meet National Security Logic, the Question Is Not Whether Government Acts but How 1. The Warning That Changes State Logic A single probability estimate from a credible pioneer can change the posture of an entire state. Geoffrey Hinton, the 2024 Nobel […]
Measuring Augmented Intelligence
Theoretical Foundations and Empirical Development of the Human Enhancement Quotient (HEQ) and Augmented Intelligence Score (AIS) Executive Summary (PDF here for Mobile Users) Augmented intelligence, as defined by Gartner, is the recognized partnership model of humans and AI enhancing cognitive performance together. Organizations have invested heavily in that model. No cross-platform, behavior-anchored, governance-integrated instrument exists […]
GOPEL: The Code Behind the Policy
How a Non-Cognitive Governance Agent Went from Specification to Working Software, and Why the Claim That AI Governance Infrastructure Cannot Be Built Is No Longer Defensible This article serves as the proof-of-concept record for the AI Provider Plurality Congressional Package. The repository is public at github.com/basilpuglisi/HAIA under Creative Commons Attribution-NonCommercial 4.0 International license. The Agent […]