Product definition
The questions a POC should answer first
A useful prototype removes one or two decisive uncertainties. It should not pretend to be the final production product too early.
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Notes from the path between AI idea and physical device.
Short, practical perspectives for teams making their first intelligent hardware product decisions.
Edge AI
Model accuracy begins at the sensor
Real-world inference depends on lighting, framing, motion, image pipeline, thermals and device limits, not a benchmark alone.
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What to decide before a first build
Align the demo user, acceptance evidence, rough budget, IP boundary and intended next business decision before engineering starts.
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