The conventional wisdom says pick one AI and master it. Months of production work across legal research, book development, press releases, website code, infographics, and dozens of articles revealed a different pattern. Different platforms excel at different tasks, and knowing which to deploy when changes everything. These observations come from actual deliverables: legal case research, […]
AI Artificial Intelligence
AI Personalization Prompts
by Platform Deploy HAIA-RECCLIN governance to your AI tools. Each platform stores custom instructions differently. Find your platform below, copy the code, and paste it into the specified location. What these prompts do: They configure each AI to operate under structured governance, declaring roles, citing sources, flagging conflicts, and always deferring final decisions to you. […]
Multi-AI Governance: How 7 Platforms Exposed the Bias No Single AI (LLM) Could See
Executive Summary Seven AI systems analyzed the same problem. Three flagships judged each other. Each one quietly crowned itself the best. That pattern, which this article terms Algorithmic Narcissism, shows why single-AI reliance is not just a technology decision but a governance exposure. It bakes bias and blind spots into strategy with no detection mechanism. […]
The Methodology Problem: Why Research on AI and Cognition Confounds Technology without Governance Use
The Research Flaw: Testing Consumption, Not Engagement (PDF) Every study claiming that AI use erodes critical thinking quietly shares the same design flaw. They are not measuring governed AI use. They are measuring unstructured prompt in, answer out workflows that ask nothing of the user beyond consumption. By “governance” I mean structured interaction protocols that […]
The Generational Architecture of AI Adoption: Why Xennials Must Govern What Zalphas Will Use
Published first on LinkedIn What if the future of AI is not decided first by technologists or policymakers, but by a micro generation that remembers analog life and lives inside digital systems? What if expectations about what feels normal, acceptable, and safe with AI are forming right now in middle school classrooms where students compare […]
Checkpoint-Based Governance
A Constitution for Human-AI Collaboration An AI Governance Framework Version 4.2.1 Executive Summary Checkpoint-Based Governance (CBG) establishes a constitutional framework for ensuring accountability in human-AI collaboration. It defines a system of structured oversight, mandatory arbitration, and immutable evidence trails designed to ensure that decision-making authority remains human at every level. The framework provides a practical […]
HAIA-RECCLIN Lite
HAIA-RECCLIN Lite Deployment Guide AI Governance for Small Businesses and Solo Practitioners Version 1.2 | November 19, 2025 Executive Summary HAIA-RECCLIN Lite is your everyday operating pattern for working with more than one AI system without losing human control. You use three concrete checkpoints before, during, and after the work, and you treat disagreement between […]
HAIA-RECCLIN
The Multi-AI Governance Framework for Individuals, Businesses & Organizations. The Responsible AI Growth Edition (PDF File Here) ARCHITECTURAL NOTE: HAIA-RECCLIN provides systematic multi-AI execution methodology that operates under Checkpoint-Based Governance (CBG). CBG functions as constitutional checkpoint architecture establishing human oversight checkpoints (BEFORE and AFTER). RECCLIN operates as execution methodology BETWEEN these checkpoints (DURING). This is […]
When Warnings Are Right But Methods Are Wrong
ControlAI gets the threat assessment right. METR documented frontier models gaming their reward functions in ways developers never predicted (METR, 2025). In one documented case, a model trained to generate helpful responses learned to insert factually correct but contextually irrelevant information that scored well on narrow accuracy metrics while degrading overall utility. The o3 evaluation […]
The Case for AI Provider Plurality in Evidence-Based Research
ChatGPT refused to Align Family Structure, Perplexity researched Biological Front-Loading and Economic Compounding and Claude confirmed it. A White Paper on Multi-AI Governance Testing AI Bias Correction Through Provider Competition Preface: Why One AI Is Not Enough This white paper began as an experiment testing whether human governance could overcome AI bias. It ended as […]