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method governance

Stop Blaming AI for What the Education System Abandoned

June 1, 2026 by Basil Puglisi Leave a Comment

Flow diagram showing how unstructured AI deployment produces homogenized output blamed on AI.

AI did not make student writing less creative. Unstructured deployment without method governance did. A data-supported op-ed walks through 372,793 essays, Senate testimony, and a psychometric study that names the student as the problem without ever measuring whether the institution provided governed deployment.

Filed Under: AI Governance, AI Thought Leadership, Augmented Intelligence, Conferences & Education, Educational Activities, Thought Leadership, Workflow Tagged With: AI creativity, AI Governance, disjunctive homogenization, education technology, Horvath Senate testimony, Human-AI Collaboration, metacognitive laziness, method governance

Did AI Write Magnifica Humanitas?Pope Leo XIV Was the Author,but What Was the Governance Method?

May 31, 2026 by Basil Puglisi Leave a Comment

Open book reflected in a mirror with digital governance patterns, representing the convergence between papal moral teaching and AI governance frameworks.

The author ran Pope Leo XIV’s AI encyclical through an AI scanner, found it flagged as plagiarized and AI-generated, then proved both readings wrong through governed human analysis. A first-person account of frustration, recognition, dissent, and hope from a builder who discovered the Pope had reached the same diagnosis from a different authority.

Filed Under: AI Artificial Intelligence, AI Governance, AI Thought Leadership, Augmented Intelligence, Community Activities, Nonprofits & Fundraising, Policy & Research, Thought Leadership, Working Papers Tagged With: AI detection, AI Governance, AI provider plurality, AI scanner, authorship, Catholic social teaching, Checkpoint-Based Governance, encyclical, Factics, HAIA-RECCLIN, Human-AI Collaboration, Magnifica Humanitas, method governance, Originality.ai, Pope Leo XIV

How Credentialed Professionals Shape Policy When Method Governance Is Stripped

May 6, 2026 by Basil Puglisi Leave a Comment

Side-by-side contrast: Horvath's Senate "remove technology" quote vs. his podcast "edtech actually works" statement six days earlier.

When the same cognitive neuroscientist gave the Senate one position and a podcast six days earlier the opposite, the cognitive research base supports neither. The viral oral testimony has more than two million views. Missouri HB 2230 passed the House 143-10 with witnesses citing it by name. KOSMA at the federal level is being built on this evidentiary record. This 39-page case study sets four artifacts side by side and documents how strategic ambiguity in credentialed testimony reaches policy without ever being reconciled.

Filed Under: AI Artificial Intelligence, AI Governance, AI Thought Leadership, Mobile & Technology, Policy & Research, Thought Leadership, Working Papers Tagged With: AI in education, cognitive research, EdTech policy, four-artifact analysis, Horvath, Human-AI Collaboration, KOSMA, method governance, Missouri HB 2230, panel compounding, Senate testimony, WEIRD critique

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