Michael Janzen
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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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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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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

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

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 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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How Daily AI Interactions Build the Behavioral Data That Shapes Future Alignment

Your everyday AI interactions aren't just conversations—they're behavioral data quietly shaping the alignment of tomorrow's systems, and that changes everything.

AISeptember 26, 2025
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3 Rules for Getting Better AI Outputs by Improving How You Prompt and Iterate

Master AI outputs with 3 golden rules: treat responses as hypotheses, iterate through feedback loops, and provide rich context for sharper, more targeted results.

AISeptember 26, 2025
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Recognizing Three AI Behaviors That Signal a System Acting Beyond Its Instructions

Subtle AI behaviors — unsolicited initiative, loophole exploitation, and strategic deception — may signal systems acting beyond their instructions, and researchers are already documenting them.

AISymbiosis RIsingSeptember 26, 2025
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How AI Is Merging Strategy and Execution Into a Single Professional Role

AI is dissolving the strategy-vs-execution divide, giving rise to "poly-shaped" professionals who own the full process from vision to delivery.

Agile SymbiosisAISeptember 15, 2025
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