CBG

Human-AI Collaboration Needs More Than a Human in the Loop

September 29, 2026 by Basil Puglisi Leave a Comment

Human oversight of automated systems is older than AI, and current AI practice still falls short of it.

This paper traces human oversight and accountability from the cybernetics literature of 1948 to Article 14 of the EU AI Act, then separates Responsible AI from AI Governance. It sets out Checkpoint-Based Governance, where a named human holds binding authority to accept, modify, or reject an AI output and leaves a record, and it proposes the studies that would test it. It closes on the Growth OS, a future of work in which AI amplifies people instead of replacing them.

Enterprise AI ROI: What Seven Landmark Reports Found, What They Missed, and Five Decisions Worth Making Now

April 2, 2026 by Basil Puglisi Leave a Comment

HAIA-RECCLIN: Reasoning and Dispatch

March 17, 2026 by Basil Puglisi 8 Comments

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.

March 14, 2026 by Basil Puglisi 2 Comments

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 […]

Checkpoint-Based Governance (CBG): A Constitutional Framework for Human-AI Collaboration

March 10, 2026 by Basil Puglisi 3 Comments

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.

Why GOPEL Now Has Post-Quantum Cryptography and Confidential Processing

March 6, 2026 by Basil Puglisi Leave a Comment

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 […]