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AI Accountability

  • When Criticism Is Free: The Accountability Gap in Digital Communication

    Austin Zhao, FRSA
    When Criticism Is Free: The Accountability Gap in Digital Communication

    In an age where communication is instant and AI-assisted, the cost of criticism has dropped while the value of contribution remains high. This imbalance is reshaping how we interact, collaborate, and build together. Explore how digital habits are eroding accountability—and what we can do to restore more thoughtful, human-centred communication.

  • The Ghost in the Code: Why “Trust” is the Most Dangerous Word in AI

    Austin Zhao, FRSA
    The Ghost in the Code: Why “Trust” is the Most Dangerous Word in AI

    As AI integrates into our daily lives, we often mistake pattern-matching for genuine connection. “The Ghost in the Code” explores the “Reinforcement Loop” and the “Hallucination Hazard,” reminding us that while AI can simulate empathy, it lacks human judgment. Discover why skepticism is your best defence in an automated world.

We humbly acknowledge the land on which we operate, known as Tkaronto, the traditional territory of many nations including the Mississaugas of the Credit, the Anishnabeg, the Chippewa, the Haudenosaunee, and the Wendat peoples. We honour the principles of the Dish With One Spoon Covenant and are grateful to work on this land, which continues to be a meeting place for all Indigenous peoples.
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