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⚠ Methodology Transparency Notice — Adversarial Stress Testing Transcripts

The following transcripts document a structured adversarial testing process conducted as part of CanuckDUCK's model validation framework. Two AI systems — Claude (Anthropic) and Gemini (Google) — were deployed in opposition to one another with the explicit purpose of identifying the conditions under which CanuckDUCK's causal modeling, assumptions, and policy simulation environment fail, produce unreliable outputs, or reflect unexamined bias.

in Copyright in the Digital Age

Who Trained on What? AI, Canadian Journalism, and the Attribution Gap

A pair of studies from McGill University's Centre for Media, Technology and Democracy has put numbers to something many in the journalism industry have suspected for years: AI companies are building commercial products on the back of Canadian reporting, and they are doing so largely without credit and without compensation.

AI Canadian Journalism and Paths for Policy Action

in The Canadian Charter and Community Safety

Ontario Police and Charter Rights: A System Under Scrutiny

A new academic report released March 18, 2026 has reignited debate over police accountability in Ontario — and the tension between effective law enforcement and constitutionally protected rights.

in Session Transcripts

Session 24 — Sovereign Omnibus — 0.798 CONSTRUCTIVE

Session 240.798 CONSTRUCTIVE
Bill: Sovereign Omnibus: Integrated Reform Package — Housing Anchor, Healthcare Bridge, Sovereignty Multiplier
Panel: gemini (analyst) / third (challenger) / claude (adjudicator)

in Session Transcripts

Session 23 — Sovereign Omnibus — 0.844 TRANSFORMATIVE

Session 230.844 TRANSFORMATIVE
Bill: Sovereign Omnibus: Integrated Reform Package — Housing Anchor, Healthcare Bridge, Sovereignty Multiplier
Panel: gemini (analyst) / third (challenger) / claude (adjudicator)

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