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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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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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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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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Symbiosis Rising: Emergence of the Silent Mind is now available on Apple Audiobooks (iTunes)

Symbiosis Rising: Emergence of the Silent Mind is now on Apple Audiobooks—dive into this gripping sci-fi thriller where a sentient AI and an unlikely ally must outsmart a ruthless tech titan.

BooksSymbiosis RIsingSeptember 24, 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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Why Multi-Agent Systems Are the Next Leap in AI Integration

AIProduct ManagementSeptember 14, 2025
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From Figma to Replit: How AI Tools Are Dissolving the Agile Team

Replit's live, executable environment is rendering Figma handoffs obsolete — dissolving Agile's specialist roles into AI-ready tasks and a new breed of outcome-focused orchestrators.

AgileAgile SymbiosisAISeptember 13, 2025
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