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Health AI Needs an Appeal Path, Not Just an Accuracy Score
Canada’s privacy regulators have set a useful health-AI test: people need a practical way to challenge consequential outputs and reach qualified human review.
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Biography
Jason Ansell is a Canadian entrepreneur, developer, and technology writer with over 25 years of experience in digital media, blockchain, branding, and emerging technologies. Through Ansell Publishing, he creates accessible books designed to help readers understand the rapidly evolving digital world. His writing is known for its clarity, precision, and ability to make complex subjects genuinely understandable — without sacrificing depth or accuracy. He believes that great technology education shouldn't require a technical background.
Articles by Jason Ansell
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Canada’s Frontier-AI Cyber Direction Starts With an Asset Inventory
Canada’s new frontier-AI cyber direction makes a useful point for every technology operator: faster threats raise the value of accurate inventories, governed machine identities and tested recovery evidence.
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Browser-Mediated Credentials Change the Web3 Trust Model
W3C’s draft Digital Credentials API could move credential exchange into a browser-mediated flow. The browser can improve consent and origin binding, but it cannot decide which issuers or claims a service should trust.
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Agent Skills Need Supply-Chain Rules, Not Just a Neutral Home
Anthropic's Agent Skills donation is good governance. The harder work is making portable skills trustworthy before they spread across agent platforms.
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Stablecoin Payment Costs Need an All-In Denominator
New BIS and Bank of Canada research shows why stablecoin payment claims need to measure FX, liquidity, on-ramps, compliance and time to usable funds—not just blockchain fees.
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Glamsterdam Makes Gas Assumptions a Test Suite, Not a Constant
Ethereum’s Glamsterdam upgrade changes more than capacity. It turns gas, state access and builder interfaces into versioned dependencies teams must test.
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AI Auditors Need the Right to Publish, Not Just the Right to Look
Anthropic’s embedded-evaluator model and the renewed Canada–UK AI security partnership point to the same lesson: access without publication rights is not independent oversight.
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Canada’s Stablecoin Framework Has Three Compliance Layers
Canada’s Stablecoin Act governs issuers, but payment services and trading remain separate compliance layers. Builders need to map the role their product actually performs.
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AI Agent Benchmarks Need Sandboxes, Not Live Websites
Anthropic’s report on unintended agent actions shows why live-web benchmarks need containment, separate boundary scores and safer test environments.
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Wallets Should Sign Outcomes, Not Just Instructions
Ethereum’s draft transaction-assertion design points to a better wallet standard: enforce the result a user accepts, not only the call they authorize.
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Swift’s Tokenised Payments Need Two Clocks: Availability and Settlement
Swift reports live tokenised payments across five currencies. Businesses should test usable customer funds and final interbank settlement as separate milestones.
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Ethereum’s zkAPI Separates AI Billing From Identity—Not From the Prompt
Ethereum’s new zkAPI can hide which funded balance paid for an AI session. Its real lesson is that payment privacy, network privacy and prompt privacy are separate engineering problems.
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