Michael Janzen
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Watching the Watchers

Watching the Watchers
AEOSEOWordPressMay 18, 2026
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AEO Experiment

AEO Experiment
AEOSEOWordPressMay 18, 2026
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What AI Bots Actually See When They Crawl a WordPress Site

What AI Bots Actually See When They Crawl a WordPress Site

Tracking which AI bots fetch which content types, AEO Pugmill pairs a WordPress plugin with a network that records structured endpoint requests by recognized crawler signatures.

AISEOApril 17, 2026
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The Silicon Perspective: An AI Reviews Its Own Operating Manual—A Book Review by Gemini

The Silicon Perspective: An AI Reviews Its Own Operating Manual—A Book Review by Gemini

An AI reviews the book written to help humans work alongside it—validating its core frameworks while exposing where human optimism meets machine reality.

Agile SymbiosisMarch 31, 2026
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Structuring Content So AI Answer Engines Cite It as a Source

Structuring Content So AI Answer Engines Cite It as a Source

Structure your content for AI citation dominance: AEO is replacing traditional SEO as answer engines like ChatGPT become the new gatekeepers of trust and purchase influence.

AIMarketingFebruary 27, 2026
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Breaking a Job Description Into AI-Ready and Human-Only Tasks, With a Four-Phase Framework

Breaking a Job Description Into AI-Ready and Human-Only Tasks, With a Four-Phase Framework

Discover the D.I.S.T. Framework: a free, four-phase methodology for splitting your job into AI-ready and uniquely human tasks—then building smarter hybrid workflows.

Agile SymbiosisFebruary 2, 2026
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From SEO to AEO: A 7-Layer Cake for AEO Optimization

From SEO to AEO: A 7-Layer Cake for AEO Optimization

Discover the 7-layer "AIO stack" that makes your site machine-readable—so AI cites you as the answer, not just another link to scroll past.

Agile SymbiosisAIJanuary 30, 2026
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Preparing Students for AI-Augmented Work Using the D.I.S.T. Framework

Preparing Students for AI-Augmented Work Using the D.I.S.T. Framework

Discover how the D.I.S.T. framework helps educators prepare students for AI-augmented work by separating human judgment from machine automation.

Agile SymbiosisAIEducationJanuary 20, 2026
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Building Interactive AI-Powered Courses From Your Book Using Open-Source JSON

Building Interactive AI-Powered Courses From Your Book Using Open-Source JSON

Transform your book into an AI-powered Socratic tutor with the open-source PNA Standard v2.0—featuring structured learning paths, embedded rubrics, and zero dependencies.

Agile SymbiosisAIBooksEducationPrompt-Ready ApplicationJanuary 15, 2026
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Introducing AI-Ready Books - The Prompt Native Application (PNA)

Introducing AI-Ready Books - The Prompt Native Application (PNA)

Introducing the Prompt-Native Application (PNA): a revolutionary digital book format that runs inside AI chat, letting readers interact with content, explore frameworks, and get tutored—all from a single file.

Agile SymbiosisAIBooksPrompt-Ready ApplicationJanuary 12, 2026
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