Third Edition for Human AI Governance Get the PDF Here Executive Summary HAIA-RECCLIN is an operational methodology for governing AI output through structured human oversight. It comprises two capabilities: Reasoning, a ten-field output format that forces any AI platform to show its work, cite its sources, score its own confidence, flag its own conflicts, and […]
White Papers
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
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. […]
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 […]
What 34 Reports Actually Told Us About AI: The Truth Behind the Hype, the Proof, and the Path Forward
A synthesis of research from McKinsey, Google, OpenAI, Anthropic, BCG, IBM, Microsoft, WEF, Deloitte, OECD, the Future of Life Institute, and more, compiled and critiqued by a practitioner. The Setup: Why This Matters More Than Another Hot Take Alex Issakova curated and shared a collection of 34 leading AI research reports from the world’s most […]
The Loop That Ate the Governor
When “Human in the Loop” Becomes “Human Lost in the Queue” A Case Study in Governance Architecture Failure The Argument Every major AI governance framework in circulation today includes some version of the same assurance: a human remains in the loop. The EU AI Act requires it in Article 14. The NIST AI Risk Management […]
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 […]
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), […]
A Governance Specification for AI Value Formation
No Single Mind Should Govern What AI Believes (PDF) Summary: Are we building AI for humanity, or are we building AI for dominance? We need the answer to that question so we know where we stand. On the same day the Wall Street Journal profiled the single philosopher shaping Claude’s values, Anthropic’s safeguards research lead […]