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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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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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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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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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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Synopsis: Agile Symbiosis

AI is dissolving the structure of knowledge work—Agile Symbiosis is your tactical manual for reconstructing a higher-value role only a human can occupy.

Agile SymbiosisBooksDecember 17, 2025
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The Structure of Work Is Liquefying

Work is restructuring around AI — not tomorrow, but now. Learn how to dissolve your role before automation does it for you.

Agile SymbiosisBooksDecember 17, 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 Multi-Agent Systems Personalize Feeds, Jobs, and Learning at Scale

Discover how multi-agent AI systems use specialist roles and human feedback to deliver hyper-personalized feeds, job matches, and learning recommendations at scale.

AIMulti-Agent SystemsSeptember 15, 2025
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Choosing Our Future: Why I Wrote Symbiosis Rising

AIBooksSymbiosis RIsingJuly 5, 2025
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