Measure before you optimise
Every performance claim in these case studies started as a number I wrote down before touching the code. Without a baseline, 'faster' is an opinion.
Python and Django on the backend, YOLO and OpenCV on the camera side. Today I run the internal platforms of a US-market logistics operation: 500 trucks, 600 trailers, seven live camera feeds and a gate that opens by itself.
Selected work
How I work
Every performance claim in these case studies started as a number I wrote down before touching the code. Without a baseline, 'faster' is an opinion.
A camera goes dark, an API times out, a plate is covered in mud. The interesting engineering is what the system does then — not what it does on a clear day.
If a system needs me in the room to keep running, it is not finished. Admin panels, README files and honest logs are part of the deliverable.
Next step
Tell me what the problem is. I will tell you honestly whether I am the right person for it.
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