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Basil C. Puglisi

Digital Strategy, Content, and AI Since 2009

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future of work

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

September 29, 2026 by Basil Puglisi Leave a Comment

Timeline of human oversight and accountability from 1948 to 2024, then the Factics to CBG application to 2026

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.

Filed Under: AI Artificial Intelligence, AI Governance, AI Thought Leadership, Business, Policy & Research, Thought Leadership, Workflow, Working Papers Tagged With: AI accountability, AI agents, AI Governance, Augmented Intelligence, Automation Bias, CBG, Checkpoint-Based Governance, EU AI Act Article 14, future of work, Growth OS, Human In the Loop, human oversight, Human-AI Collaboration, Responsible AI

The On-Ramp Problem: What the Canaries Dashboard Shows, and What It Cannot Measure

June 28, 2026 by Basil Puglisi Leave a Comment

Two-scales diagram contrasting the population Canaries Dashboard with person-scale HEQ and AIS measurement of augmentation.

The AI jobs numbers look calm. Cut them by age, and the calm disappears. The dashboard that found the early-career decline can diagnose the trend but cannot see whether a single worker is being grown or replaced. Here is what it shows, what it cannot, and the measurement the moment needs.

Filed Under: AI Artificial Intelligence, AI Governance, AI Policy Regulation, AI Thought Leadership, Data & CRM, Policy & Research, Thought Leadership Tagged With: AI Governance, AI jobs, augmentation versus automation, Augmented Intelligence Score, Canaries Dashboard, entry-level employment, Erik Brynjolfsson, future of work, Human Enhancement Quotient, Human-AI Collaboration

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Legacy Blogs

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Open Letter to the UN Scientific Advisory Board on AI Deception

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AI Governance Has No Formal Definition. Here Is One.

HAIA: Human Artificial Intelligence Assistant

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