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Notes from the lab
Working write-ups from the people doing the work — what we tried, what it cost, and what we would do differently.
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Why we scope the deployment target before the model
Most machine-learning projects that fail in the field were scoped against a GPU that will never leave the office. A note on starting from the power and latency budget instead.
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Everything else we have written up

What a first-spin board actually costs you
Every respin is four to six weeks. A look at the review steps that catch the errors worth catching, and the ones that only make the schedule longer.
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Documentation is a deliverable, not an afterthought
How we structure decision records, test evidence and hand-over packs so a client team can own a system without us in the room.
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Working with imagery when the sky is never clear
Field notes on building change-detection pipelines for regions where optical coverage disappears for a third of the year.
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Threat modelling without stopping the programme
Security reviews get skipped when they arrive as a gate. What it looks like to run them as part of architecture instead.
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Designing for the network you actually have
Edge systems get specified against a lab network and deployed on a link that drops every afternoon. What we build in from day one so the system degrades gracefully.
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New write-ups land every few weeks.
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