Field notes from the deployment.
Insights on edge AI, computer vision deployment, operational intelligence, and privacy-first technology.
From consultancy to platform — where BrinkByte goes next
We started as a consultancy. We're still a consultancy. But the IP we built along the way is now three products under one roof.
Deploying transformer models on $400 of edge hardware
Real-world notes on getting a behaviour-detection transformer to run on Jetson Orin Nano. What works, what doesn't, what we wish we'd known.
What 6 months of queue data taught us about retail throughput
Anonymised insights from a multi-site rollout. The obvious lever for queue reduction wasn't the right one.
Why we built Capsule (and why it's not just hosting)
AI agents ship faster than reviewers can read. Capsule gives every artifact a private URL and a feedback loop that lives at the same address.
Privacy-by-architecture beats privacy-by-policy
If raw video never leaves the device, you don't need a 40-page privacy policy. How we architect for that — and why it matters commercially.