Welcome to Vision stack

Prompt Hygiene for Enterprise AI – Part #2

The control stack (and how to prove it worked) If you want “AI governance,” you need two things: This is where a lot of AI deployments quietly fail, as they...

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Prompt Hygiene for Enterprise AI – Part #1

The problem isn’t the model. It’s the input pipe. “Prompt hygiene” sounds like a made-up term someone invented five minutes before a steering committee. In enterprise AI, it’s simpler (and...

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Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #2

The pattern: User + agent + intent binding (so investigations stop being archaeology ) Part 1 ended with the uncomfortable truth: audit identity is not the same thing as agency....

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Attribution in Agentic Systems: When the user isn’t the actor anymore – Part #1

Identity vs agency (and why your audit log suddenly feels… philosophical) At some point, every organization running agents hits the same moment: “Why did I do that?”“You didn’t.”“The audit log...

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Purview Sensitivity Labels: The Two-Track Pattern

Stop asking one label taxonomy to do two unrelated jobs There’s a particular brand of optimism in “We’ll just use the same sensitivity labels for documents and Teams/Sites.” It’s the...

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