Engineering case studies

Applied AI engineering, explained through the work

Technical accounts of the architecture, difficult cases and implementation decisions behind computer vision and AI data systems.

Retail · Computer vision

When Correct Product Detection Is Not Enough

A retail shelf vision workflow combining product detection, classification and shelf-position processing to interpret camera observations in operational context.

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Retail · Event video notifications

Detecting the Event Wasn’t Enough: Building Retail Video Notifications

Connecting retail event detection with useful video clips and web notifications, including the delivery delays and review requirements encountered during testing.

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Project footage showing bottle handling beside a retail shelf, with the participant's face blurred.