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Illustration featuring various devices and technologies with specialists working beside them, representing diverse topics covered in the blog: infrastructure, security, systems engineering, and emerging tech

Here you’ll find technical articles, research notes, and reflections on projects we've worked on. Topics include infrastructure, security, systems engineering, and emerging technologies.

When the Model Lies: Observability, Risk & AI Transparency

When the Model Lies: Observability, Risk & AI Transparency

A Canadian traveller, Jake Moffatt, asked Air Canada’s website chatbot whether bereavement fares could be claimed after travel. The bot invented a 90-day refund window, Mr Moffatt bought a CA \$1600 ticket where he should’ve paid CA \$760, and the airline later refused to honour the promise. In February 2024 A civil tribunal ruled the answer “misleading” and ordered Air Canada to reimburse the fare, interest, and costs—more than CA \$812 in damages. One hallucination became a legal court case, caused reputational damage, and about CA \$1,000,000 in indirect costs. That story is no longer an outlier. LLM errors are creeping into contracts, trading systems, and operational dashboards. The common thread: a lack of deep observability.

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