Insights
Practical thinking for distributed operations
Field notes on running connected sites: edge AI, bandwidth, data sovereignty, digital twins and the operational decisions behind them.

Edge
Edge-first: stay online when the cloud doesn't
Most platforms assume your remote sites have a rock-solid link to the cloud. In the field, that link drops exactly when things go wrong.

Vision AI
Any IP camera becomes an edge AI sensor
Detect, count and alert on-site, with no 24/7 video streaming to the cloud.

Digital Twin
A digital twin you'll actually use
Most digital twins are demos. Here is what makes one part of daily operations.

Security
Cloud, private cloud, or on-prem: data sovereignty without the compromise
For critical infrastructure, where your data lives is a procurement question, not a preference.
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