Practical thinking on AI strategy, deployment, and what's actually working in production — written by the engineers doing the work.
How we shipped a phone-only exercise recognition and rep-counting app that runs at 30 FPS without a wearable — and the pose-estimation tricks that made it work.
Lessons from deploying an automatic number plate recognition system on Jetson devices — covering detection, OCR, tracking, and the long tail of adversarial weather.
A practical guide to behavior analytics on CCTV feeds — multi-object tracking, re-identification, dwell-time modeling, and how we keep precision above 90%.
The pipeline we built to convert messy, scanned handwritten invoices into ERP-ready records — and the human-in-the-loop layer that makes it trustworthy.
Layout-aware document AI applied to one of the messiest PDFs in sport — bloodstock auction catalogues. How we turn 300-page booklets into searchable pedigree graphs.