· Waheed Zarif · solution-engineering
What 40+ Multi-Vendor Deployments Taught Me About Boundry Ownership
What the job of owning the seams looks like in practice.
What the job of owning the seams looks like in practice.
A policy is a trap most companies walk into with sensitive data + AI. It is a promise that can change with the next version of the terms.

For 3 years I was the seam between an IoT hardware product, 70+ dealers, and the clients. Booth to training to commissioning to support call.
The customer's sign-off tells you what they intend. Their infrastructure tells you what's true. Build for the second one.
I spent the past year building an AI tool for compliance and risk teams — largely solo, from the AWS infrastructure to the retrieval pipeline.
In the age of AI and geopolitical instability (tariffs), traditional risk management needs to evolve and adopt agile processes.