Last updated on June 5th, 2026 at 08:23 am
The “Whose AI Runs the Government?” Series: Complete Index
By Jen Evans, Principal, Pattern Pulse AI; co-founder, Tech Reset Canada
The Canadian AI Sovereignty series runs across B2BNN, ResearchGate, and Zenodo. This index collects every piece in one place for citation, sharing, and reference.
The Numbered Series
Paper 1: Whose AI Runs the Government? A New Framework for Sovereign AI Assessment (March 1, 2026)
Introduces the assessment framework for sovereign AI, including the five-layer sovereignty gap and the four triggers that turn a procurement decision into a sovereignty exposure: opacity, irreversibility, foreign jurisdictional reach, and institutional capture. Full ResearchGate paper.
Paper 2: The Inverted AI Bubble (March 22, 2026)
Lays out the financial instability thesis for AI hyperscalers, where inverted unit economics, self-consumption loops, and depreciation mismatches make the buildout structurally fragile rather than durably profitable.
Paper 3: The Cost of Dependency (April 7, 2026)
Builds the three-cost-layer structure and the attrition trap, using CoreWeave’s debt profile, the Bell and Saskatchewan data centre analysis, and Ontario’s health records initiative as a live case of Layer 5 exposure.
Paper 4: The Palantir Map: What Canada Has Actually Disclosed (April 19, 2026)
Documents what Canada has actually disclosed about its Palantir footprint and demonstrates the attrition trap in operation, with the Supply Arrangement running to 2028 while the institutional defences meant to constrain it expire first.
Paper 5: The Instruments Canada Needs (April 20, 2026)
Sets out what a functioning sovereignty regime actually requires, the specific legal and procurement instruments Canada lacks, and why their absence leaves the exposure unaddressed regardless of political intent.
Paper 6: May 2026 Canadian AI Sovereignty Update (May 1, 2026)
Updates the series against the month’s developments, tracking how the disclosed contracts and policy signals move against the framework established in Papers 1 through 5.
Paper 7: AI and The Grid: Mythos, Power and Canadian Sovereignty (May 5, 2026)
Examines the intersection of grid security and AI deployment, connecting the National Electricity Agenda to the sovereignty question and showing why energy infrastructure becomes part of the AI exposure surface.
Paper 8: The Coordination Architecture (May 8, 2026)
Maps how the separate pieces of Canada’s AI posture do or do not coordinate across departments, identifying where the absence of a coordinating instrument produces gaps no single actor owns.
Paper 9: The Procurement-Strategy-Policy Gap (May 12, 2026)
Isolates the disconnect between what Canada procures, what it states as strategy, and what its policy actually permits, the same gap a minister revealed when answering a procurement question with a sovereignty deflection.
Paper 10: Palantir: Five Jurisdictions and One Vendor over 48 Hours (April 20, 2026)
Tracks a single vendor’s activity across five jurisdictions in a 48-hour window, illustrating the foreign-jurisdictional-reach trigger as it operates in real time rather than in theory.
Paper 11: Capital Follows Capability (May 13, 2026)
Argues that investment flows toward where capability actually sits, and examines what that direction of capital reveals about where sovereign control is being built and where it is being ceded.
Paper 12: A 2024 Bill C-22 Meets the 2026 Mythos Threat (May 20, 2026)
Tests a 2024 legislative instrument against a 2026 threat environment, showing where the bill was designed for a different problem than the one it now walks into, and what has to change before it passes.
Paper 13: “Moving Forward” Is the Decision (May 28, 2026)
This paper argues that Canada’s latest Palantir procurement is not merely a routine software purchase, but a live data-sovereignty decision already being made through federal purchasing channels. It situates the contract inside a broader convergence of U.S. cloud law, defence procurement, dual-use analytics, and public-sector dependency, showing how “moving forward” can become policy before strategy catches up.
Paper 14: The Maturation and the Convergence: A Canadian AI Sovereignty Series Update (May 28, 2026)
This update frames Canada’s AI sovereignty debate as entering a more concrete phase, where frontier capability, vendor economics, regulatory failure, public-sector procurement, and moral governance are now converging into the same operational problem. It argues that AI’s promise depends on human-centered deployment, sovereign exposure disclosure, and enforceable oversight before systems become too embedded to govern.
Paper 15: Canadian AI Sovereignty: The Exposure CUSMA Cannot Reach
This paper argues that Canada’s AI sovereignty exposure cannot be resolved through the CUSMA review because the real constraint comes from the U.S. CLOUD Act, which can reach Canadian data held by U.S.-domiciled providers regardless of where the servers are located. It calls for Canada to suspend the Section 105 CLOUD Act negotiation, set stronger legal conditions for any future agreement, and build Canadian-controlled compute and cloud capacity so sovereignty means operational control, not just data residency.
The Sovereign Model Is the Missing Layer (June 3, 2026, with Laszlo Lakatos-Hayward, Hyxos)
This paper, co-written with Laszlo Lakatos-Hayward of Hyxos, argues that Canada’s sovereignty debate has fixed on the compute layer while leaving the model layer unowned, and that the model is where sovereignty is actually decided. Using Samsung’s Montreal-built Tiny Recursive Model as the worked counterfactual, Canadian talent and public infrastructure producing a breakthrough whose IP left the country, it shows that a capable model is now buildable at the scale of a national research program rather than a frontier lab. It then sets out six actions in instrument form, led by an edge-first procurement default and a federal IP vehicle, and makes the case for a distributed edge serving layer that can reach service in 18 to 24 months on telecom infrastructure Canada already controls.
Paper 17: Two Documents: A Workplan for a Strategic Problem versus a Vision of the Future (June 4, 2026)
This paper reads the Government of Canada’s AI for All strategy against an Anthropic Institute document published the same week, and argues that the strategy names a goal without naming the constraint that would tell Canada which commitments are decisive. It shows how the plan locates sovereignty in compute and hardware, the layer that conferred AI power in the past, while the frontier has moved to the model and the research loop that runs on it, leaving Canada positioned to host foreign cognition on a sovereign box.
Canada’s AI Strategy Needs a Regulatory Engine
Companion Pieces
Sovereign AI Architecture for Canada: A Visual Walkthrough (ResearchGate, March 2026)
A visual walkthrough of the sovereign AI stack for Canada, showing how the model, compute, and application layers fit together and where control passes out of Canadian hands at each one.
The Sovereignty Word Is Doing All the Work (April 21, 2026)
Examines the SCIP announcement and shows how “sovereignty” was carrying the entire claim while the compute and software layers underneath remained foreign-controlled, with CoreWeave as counterparty risk and no Canadian frontier model in place.
The Temperature Change Consideration Becomes Real: Canada’s Sovereign AI Playbook Just Lost Its Workaround (May 1, 2026)
Marks the point at which Canada’s sovereign AI workaround stopped being viable, developing the temperature change concept as the moment a gradual exposure becomes a structural one.
Fine-Tuning Foundation Models Creates a New Enterprise and AI Sovereignty Risk: Safety Drift (May 1, 2026)
Identifies safety drift as a distinct risk that appears when enterprises fine-tune foundation models, showing how the customization meant to add control can quietly introduce a new exposure.
Canada’s Sovereign AI Triumvirate: What Cohere, CoreWeave, and Palantir Actually Are (May 2, 2026)
Stacks the three counterparties side by side, the model layer, the compute layer, and the application layer, and shows that the sovereignty argument gets harder rather than easier once you name what each company actually is.
Canadian Businesses Face an AI Cybersecurity Paradox: Safer Than the World, But Still Exposed (May 5, 2026)
Sets out why Canadian businesses are safer than the global baseline on AI cybersecurity yet remain exposed, and what that gap means for enterprise risk planning.
The Cohere Command A+ Release: Sovereignty, Speed, Infrastructure, and What Canadian Customers Need to Ask (May 20, 2026)
Examines Cohere’s Command A+ release through the sovereignty lens, including the open-source licensing shift, the infrastructure it depends on, and the questions Canadian customers should ask before deploying.
The AI Procurement Map Just Became Trilateral (May 21, 2026)
Documents the assembly of a third pole in the AI procurement landscape and what the shift to a trilateral map means for Canadian enterprise, government, and defence buyers.
Adjacent Context
Project Glasswing and the Extraordinary Power Paradox We’ve Never Faced Before (April 8, 2026)
Examines a power paradox the governance conversation has not faced before, using Project Glasswing to frame how extraordinary capability outruns the instruments meant to hold it.
The Economic Suicide Schedule: Why AI Chips Die Twice (April 7, 2026)
Explains the double depreciation problem in AI hardware, where chips lose value once to obsolescence and again to the economics of the buildout, feeding the inverted-bubble thesis.
There Are No Watchmen: Why the AI Governance Conversation Answers the Wrong Question (April 12, 2026)
Argues that the AI governance conversation answers the wrong question, focusing on oversight that does not exist rather than the structural exposures that already do.
The U.S. Just Released Its National AI Framework. It Has No Idea What It’s Regulating. (March 20, 2026)
Critiques the U.S. national AI framework for misunderstanding what it is actually regulating, and what that misread means for partners operating under its jurisdictional reach.
When Data Centers Enter the Target Set, Cloud Strategy Becomes Geopolitics (March 6, 2026)
Shows the moment cloud strategy crosses into geopolitics, once data centres become part of the target set and infrastructure decisions carry security consequences.
TSX Venture 50 Signals Canada’s Capital Is Flowing to the Material Backbone of AI (February 24, 2026)
Reads the TSX Venture 50 as a signal that Canadian capital is moving toward the material backbone of AI, the hardware and resource layer, and what that direction reveals.
Jennifer Evans is the founder of PatternPulse AI, and co-founder of Tech Reset Canada. The Canadian AI Sovereignty research and LLM research series are published via Zenodo and ResearchGate at PatternPulse.ai.