Insights
What it takes to keep a deployed model yours
Short, sourced pieces on where trained models travel and what can happen to them there.

Industrial AI
AI can reverse-engineer your software. What protects your model?
Coding agents can now trace how a shipped program works. If your model ships with it, the weights deserve their own answer.
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Defence research
When the hardware is captured, what happens to the model?
On-device autonomy puts trained models on hardware that can be lost or recovered. Jamming resilience and model confidentiality are separate questions.
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Medtech
Your medical AI leaves the lab. Does your model IP leave with it?
Threat intelligence now reports proprietary AI models stolen from a healthcare organisation. Vendors installing on premises should ask where their weights sit.
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Bring one model and one target.
We tell you what it costs in latency and what it buys in protection.